Deprecated (16384): The ArrayAccess methods will be removed in 4.0.0.Use getParam(), getData() and getQuery() instead. - /home/brlfuser/public_html/src/Controller/ArtileDetailController.php, line: 150
You can disable deprecation warnings by setting `Error.errorLevel` to `E_ALL & ~E_USER_DEPRECATED` in your config/app.php. [CORE/src/Core/functions.php, line 311]
deprecationWarning - CORE/src/Core/functions.php, line 311
Cake\Http\ServerRequest::offsetGet() - CORE/src/Http/ServerRequest.php, line 2421
App\Controller\ArtileDetailController::index() - APP/Controller/ArtileDetailController.php, line 150
Cake\Controller\Controller::invokeAction() - CORE/src/Controller/Controller.php, line 610
Cake\Http\ActionDispatcher::_invoke() - CORE/src/Http/ActionDispatcher.php, line 120
Cake\Http\ActionDispatcher::dispatch() - CORE/src/Http/ActionDispatcher.php, line 94
Cake\Http\BaseApplication::__invoke() - CORE/src/Http/BaseApplication.php, line 235
Cake\Http\Runner::__invoke() - CORE/src/Http/Runner.php, line 65
Cake\Routing\Middleware\RoutingMiddleware::__invoke() - CORE/src/Routing/Middleware/RoutingMiddleware.php, line 162
Cake\Http\Runner::__invoke() - CORE/src/Http/Runner.php, line 65
Cake\Routing\Middleware\AssetMiddleware::__invoke() - CORE/src/Routing/Middleware/AssetMiddleware.php, line 97
Cake\Http\Runner::__invoke() - CORE/src/Http/Runner.php, line 65
Cake\Error\Middleware\ErrorHandlerMiddleware::__invoke() - CORE/src/Error/Middleware/ErrorHandlerMiddleware.php, line 96
Cake\Http\Runner::__invoke() - CORE/src/Http/Runner.php, line 65
Cake\Http\Runner::run() - CORE/src/Http/Runner.php, line 51
Cake\Http\Server::run() - CORE/src/Http/Server.php, line 98
Deprecated (16384): The ArrayAccess methods will be removed in 4.0.0.Use getParam(), getData() and getQuery() instead. - /home/brlfuser/public_html/src/Controller/ArtileDetailController.php, line: 151
You can disable deprecation warnings by setting `Error.errorLevel` to `E_ALL & ~E_USER_DEPRECATED` in your config/app.php. [CORE/src/Core/functions.php, line 311]
deprecationWarning - CORE/src/Core/functions.php, line 311
Cake\Http\ServerRequest::offsetGet() - CORE/src/Http/ServerRequest.php, line 2421
App\Controller\ArtileDetailController::index() - APP/Controller/ArtileDetailController.php, line 151
Cake\Controller\Controller::invokeAction() - CORE/src/Controller/Controller.php, line 610
Cake\Http\ActionDispatcher::_invoke() - CORE/src/Http/ActionDispatcher.php, line 120
Cake\Http\ActionDispatcher::dispatch() - CORE/src/Http/ActionDispatcher.php, line 94
Cake\Http\BaseApplication::__invoke() - CORE/src/Http/BaseApplication.php, line 235
Cake\Http\Runner::__invoke() - CORE/src/Http/Runner.php, line 65
Cake\Routing\Middleware\RoutingMiddleware::__invoke() - CORE/src/Routing/Middleware/RoutingMiddleware.php, line 162
Cake\Http\Runner::__invoke() - CORE/src/Http/Runner.php, line 65
Cake\Routing\Middleware\AssetMiddleware::__invoke() - CORE/src/Routing/Middleware/AssetMiddleware.php, line 97
Cake\Http\Runner::__invoke() - CORE/src/Http/Runner.php, line 65
Cake\Error\Middleware\ErrorHandlerMiddleware::__invoke() - CORE/src/Error/Middleware/ErrorHandlerMiddleware.php, line 96
Cake\Http\Runner::__invoke() - CORE/src/Http/Runner.php, line 65
Cake\Http\Runner::run() - CORE/src/Http/Runner.php, line 51
Cake\Http\Server::run() - CORE/src/Http/Server.php, line 98
Warning (512): Unable to emit headers. Headers sent in file=/home/brlfuser/public_html/vendor/cakephp/cakephp/src/Error/Debugger.php line=853 [CORE/src/Http/ResponseEmitter.php, line 48]
if (Configure::read('debug')) {
trigger_error($message, E_USER_WARNING);
} else {
$response = object(Cake\Http\Response) {
'status' => (int) 200,
'contentType' => 'text/html',
'headers' => [
'Content-Type' => [
[maximum depth reached]
]
],
'file' => null,
'fileRange' => [],
'cookies' => object(Cake\Http\Cookie\CookieCollection) {},
'cacheDirectives' => [],
'body' => '<!DOCTYPE html>
<!--[if lt IE 7 ]>
<html class="ie ie6" lang='en'> <![endif]-->
<!--[if IE 7 ]>
<html class="ie ie7" lang='en'> <![endif]-->
<!--[if IE 8 ]>
<html class="ie ie8" lang='en'> <![endif]-->
<!--[if (gte IE 9)|!(IE)]><!-->
<html lang='en'>
<!--<![endif]-->
<head><meta http-equiv="Content-Type" content="text/html; charset=utf-8">
<title>
LATEST NEWS UPDATES | How data can address food security -Pravin Chandrasekaran </title>
<meta name="description" content="
-The Hindu Business Line
Given the analytical output, it will become easier for governments to take decisions
Global country risks, weather uncertainty, crop failure, lack of hedging instruments, increased capital costs, lack of insurance mechanisms and logistical bottlenecks are just a few..."/>
<meta name="keywords" content="data analysis,Food Security,Agriculture,farming"/>
<meta name="news_keywords" content="data analysis,Food Security,Agriculture,farming">
<link rel="alternate" type="application/rss+xml" title="ROR" href="/ror.xml"/>
<link rel="alternate" type="application/rss+xml" title="RSS 2.0" href="/feeds/"/>
<link rel="stylesheet" href="/css/bootstrap.min.css?1697864993"/> <link rel="stylesheet" href="/css/style.css?v=1.1.2"/> <link rel="stylesheet" href="/css/style-inner.css?1577045210"/> <link rel="stylesheet" id="Oswald-css"
href="https://fonts.googleapis.com/css?family=Oswald%3Aregular%2C700&ver=3.8.1" type="text/css"
media="all">
<link rel="stylesheet" href="/css/jquery.modal.min.css?1578285302"/> <script src="/js/jquery-1.10.2.js?1575549704"></script> <script src="/js/jquery-migrate.min.js?1575549704"></script> <link rel="shortcut icon" href="/favicon.ico" title="Favicon">
<link rel="stylesheet" href="/css/jquery-ui.css?1580720609"/> <script src="/js/jquery-ui.js?1575549704"></script> <link rel="preload" as="style" href="https://www.im4change.org/css/custom.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel="preload" as="style" href="https://www.im4change.org/css/jquery.modal.min.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel="preload" as="style" href="https://www.im4change.org/css/jquery-ui.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel="preload" as="style" href="https://www.im4change.org/css/li-scroller.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<!-- <link rel="preload" as="style" href="https://www.im4change.org/css/style.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous"> -->
<link rel="preload" as="style" href="https://www.im4change.org/css/style-inner.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel='dns-prefetch' href="//im4change.org/css/custom.css" crossorigin >
<link rel="preload" as="script" href="https://www.im4change.org/js/bootstrap.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery.li-scroller.1.0.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery.modal.min.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery.ui.totop.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery-1.10.2.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery-migrate.min.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery-ui.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/setting.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/tie-scripts.js">
<!--[if IE]>
<script type="text/javascript">jQuery(document).ready(function () {
jQuery(".menu-item").has("ul").children("a").attr("aria-haspopup", "true");
});</script>
<![endif]-->
<!--[if lt IE 9]>
<script src="/js/html5.js"></script>
<script src="/js/selectivizr-min.js"></script>
<![endif]-->
<!--[if IE 8]>
<link rel="stylesheet" type="text/css" media="all" href="/css/ie8.css"/>
<![endif]-->
<meta property="og:title" content="LATEST NEWS UPDATES | How data can address food security -Pravin Chandrasekaran" />
<meta property="og:url" content="https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html" />
<meta property="og:type" content="article" />
<meta property="og:description" content="
-The Hindu Business Line
Given the analytical output, it will become easier for governments to take decisions
Global country risks, weather uncertainty, crop failure, lack of hedging instruments, increased capital costs, lack of insurance mechanisms and logistical bottlenecks are just a few..." />
<meta property="og:image" content="" />
<meta property="fb:app_id" content="0" />
<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1, user-scalable=no">
<link rel="apple-touch-icon-precomposed" sizes="144x144" href="https://im4change.in/images/apple1.png">
<link rel="apple-touch-icon-precomposed" sizes="120x120" href="https://im4change.in/images/apple2.png">
<link rel="apple-touch-icon-precomposed" sizes="72x72" href="https://im4change.in/images/apple3.png">
<link rel="apple-touch-icon-precomposed" href="https://im4change.in/images/apple4.png">
<style>
.gsc-results-wrapper-overlay{
top: 38% !important;
height: 50% !important;
}
.gsc-search-button-v2{
border-color: #035588 !important;
background-color: #035588 !important;
}
.gsib_a{
height: 30px !important;
padding: 2px 8px 1px 6px !important;
}
.gsc-search-button-v2{
height: 41px !important;
}
input.gsc-input{
background: none !important;
}
@media only screen and (max-width: 600px) {
.gsc-results-wrapper-overlay{
top: 11% !important;
width: 87% !important;
left: 9% !important;
height: 43% !important;
}
.gsc-search-button-v2{
padding: 10px 10px !important;
}
.gsc-input-box{
height: 28px !important;
}
/* .gsib_a {
padding: 0px 9px 4px 9px !important;
}*/
}
@media only screen and (min-width: 1200px) and (max-width: 1920px) {
table.gsc-search-box{
width: 15% !important;
float: right !important;
margin-top: -118px !important;
}
.gsc-search-button-v2 {
padding: 6px !important;
}
}
</style>
<script>
$(function () {
$("#accordion").accordion({
event: "click hoverintent"
});
});
/*
* hoverIntent | Copyright 2011 Brian Cherne
* http://cherne.net/brian/resources/jquery.hoverIntent.html
* modified by the jQuery UI team
*/
$.event.special.hoverintent = {
setup: function () {
$(this).bind("mouseover", jQuery.event.special.hoverintent.handler);
},
teardown: function () {
$(this).unbind("mouseover", jQuery.event.special.hoverintent.handler);
},
handler: function (event) {
var currentX, currentY, timeout,
args = arguments,
target = $(event.target),
previousX = event.pageX,
previousY = event.pageY;
function track(event) {
currentX = event.pageX;
currentY = event.pageY;
}
;
function clear() {
target
.unbind("mousemove", track)
.unbind("mouseout", clear);
clearTimeout(timeout);
}
function handler() {
var prop,
orig = event;
if ((Math.abs(previousX - currentX) +
Math.abs(previousY - currentY)) < 7) {
clear();
event = $.Event("hoverintent");
for (prop in orig) {
if (!(prop in event)) {
event[prop] = orig[prop];
}
}
// Prevent accessing the original event since the new event
// is fired asynchronously and the old event is no longer
// usable (#6028)
delete event.originalEvent;
target.trigger(event);
} else {
previousX = currentX;
previousY = currentY;
timeout = setTimeout(handler, 100);
}
}
timeout = setTimeout(handler, 100);
target.bind({
mousemove: track,
mouseout: clear
});
}
};
</script>
<script type="text/javascript">
var _gaq = _gaq || [];
_gaq.push(['_setAccount', 'UA-472075-3']);
_gaq.push(['_trackPageview']);
(function () {
var ga = document.createElement('script');
ga.type = 'text/javascript';
ga.async = true;
ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
var s = document.getElementsByTagName('script')[0];
s.parentNode.insertBefore(ga, s);
})();
</script>
<link rel="stylesheet" href="/css/custom.css?v=1.16"/> <script src="/js/jquery.ui.totop.js?1575549704"></script> <script src="/js/setting.js?1575549704"></script> <link rel="manifest" href="/manifest.json">
<meta name="theme-color" content="#616163" />
<meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black">
<meta name="apple-mobile-web-app-title" content="im4change">
<link rel="apple-touch-icon" href="/icons/logo-192x192.png">
</head>
<body id="top" class="home inner blog">
<div class="background-cover"></div>
<div class="wrapper animated">
<header id="theme-header" class="header_inner" style="position: relative;">
<div class="logo inner_logo" style="left:20px !important">
<a title="Home" href="https://im4change.in/">
<img src="https://im4change.in/images/logo2.jpg?1582080632" class="logo_image" alt="im4change"/> </a>
</div>
<div class="langhindi" style="color: #000;display:none;"
href="https://im4change.in/">
<a class="more-link" href="https://im4change.in/">Home</a>
<a href="https://im4change.in/hindi/" class="langbutton ">हिन्दी</a>
</div>
<nav class="fade-in animated2" id="main-nav">
<div class="container">
<div class="main-menu">
<ul class="menu" id="menu-main">
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children"
style="left: -40px;"><a
target="_blank" href="https://im4change.in/">Home</a>
</li>
<li class="menu-item mega-menu menu-item-type-taxonomy mega-menu menu-item-object-category mega-menu menu-item-has-children parent-list"
style=" margin-left: -40px;"><a href="#">KNOWLEDGE GATEWAY <span class="sub-indicator"></span>
</a>
<div class="mega-menu-block background_menu" style="padding-top:25px;">
<div class="container">
<div class="mega-menu-content">
<div class="mega-menu-item">
<h3><b>Farm Crisis</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/farmers039-suicides-14.html"
class="left postionrel">Farm Suicides </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/unemployment-30.html"
class="left postionrel">Unemployment </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/rural-distress-70.html"
class="left postionrel">Rural distress </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/migration-34.html"
class="left postionrel">Migration </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/key-facts-72.html"
class="left postionrel">Key Facts </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/debt-trap-15.html"
class="left postionrel">Debt Trap </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Empowerment</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/union-budget-73.html"
class="left postionrel">Union Budget And Other Economic Policies </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/forest-and-tribal-rights-61.html"
class="left postionrel">Forest and Tribal Rights </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-education-60.html"
class="left postionrel">Right to Education </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-food-59.html"
class="left postionrel">Right to Food </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/displacement-3279.html"
class="left postionrel">Displacement </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-work-mg-nrega-39.html"
class="left postionrel">Right to Work (MG-NREGA) </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/gender-3280.html"
class="left postionrel">GENDER </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-information-58.html"
class="left postionrel">Right to Information </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/social-audit-48.html"
class="left postionrel">Social Audit </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Hunger / HDI</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/poverty-and-inequality-20499.html"
class="left postionrel">Poverty and inequality </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/malnutrition-41.html"
class="left postionrel">Malnutrition </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/public-health-51.html"
class="left postionrel">Public Health </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/education-50.html"
class="left postionrel">Education </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/hunger-overview-40.html"
class="left postionrel">Hunger Overview </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/hdi-overview-45.html"
class="left postionrel">HDI Overview </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/pds-ration-food-security-42.html"
class="left postionrel">PDS/ Ration/ Food Security </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/sdgs-113.html"
class="left postionrel">SDGs </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/mid-day-meal-scheme-mdms-53.html"
class="left postionrel">Mid Day Meal Scheme (MDMS) </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Environment</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/environment/time-bomb-ticking-52.html"
class="left postionrel">Time Bomb Ticking </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/environment/water-and-sanitation-55.html"
class="left postionrel">Water and Sanitation </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/environment/impact-on-agriculture-54.html"
class="left postionrel">Impact on Agriculture </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Law & Justice</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/social-justice-20500.html"
class="left postionrel">Social Justice </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/access-to-justice-47.html"
class="left postionrel">Access to Justice </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/human-rights-56.html"
class="left postionrel">Human Rights </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/corruption-35.html"
class="left postionrel">Corruption </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/general-insecurity-46.html"
class="left postionrel">General Insecurity </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/disaster-relief-49.html"
class="left postionrel">Disaster & Relief </a>
</p>
</div>
</div>
</div>
</div>
</li>
<li class="menu-item menu-item-type-post_type menu-item-object-page "><a target="_blank" href="https://im4change.in/nceus_reports.php">NCEUS reports</a>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children parent-list ">
<a target="_blank" href="https://im4change.in/about-us-9.html">About Us <span
class="sub-indicator"></span></a>
<ul class="sub-menu aboutmenu">
<li class="menu-item menu-item-type-post_type menu-item-object-page"><a
target="_blank" href="https://im4change.in/objectives-8.html">Objectives</a>
</li>
<li class="menu-item menu-item-type-post_type menu-item-object-page"><a
target="_blank" href="https://im4change.in/contactus.php">Contact
Us</a></li>
<li class="menu-item menu-item-type-post_type menu-item-object-page"><a
target="_blank" href="https://im4change.in/about-us-9.html">About
Us</a></li>
</ul>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children ">
<a target="_blank" href="https://im4change.in/fellowships.php" title="Fellowships">Fellowships</a>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children "><a
target="_blank" href="https://im4change.in/media-workshops.php">Workshops</a>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children "><a
target="_blank" href="https://im4change.in/research.php">Research</a></li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children "><a
target="_blank" href="https://im4change.in/links-64">Partners</a></li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children"
id="menu-item-539"><a target="_blank" href="https://im4change.in/hindi/"
class="langbutton langlinkfont17">हिन्दी</a></li>
</ul>
</div> </div>
<!-- <div style="float: right;">
<script async src="https://cse.google.com/cse.js?cx=18b4f2e0f11bed3dd"></script>
<div class="gcse-search"></div>
</div> -->
<div class="search-block" style=" margin-left: 8px; margin-right: 7px;">
<form method="get" id="searchform" name="searchform"
action="https://im4change.in/search"
onsubmit="return searchvalidate();">
<button class="search-button" type="submit" value="Search"></button>
<input type="text" id="s" name="qryStr" value=""
onfocus="if (this.value == 'Search...') {this.value = '';}"
onblur="if (this.value == '') {this.value = 'Search...';}">
</form>
</div>
</nav>
</header>
<div class="container">
<div id="main-content" class=" main1 container fade-in animated3 sidebar-narrow-left">
<div class="content-wrap">
<div class="content" style="width: 900px;min-height: 500px;">
<section class="cat-box recent-box innerCatRecent">
<h1 class="cat-box-title">How data can address food security -Pravin Chandrasekaran</h1>
<a href="JavaScript:void(0);" onclick="return shareArticle(24717);">
<img src="https://im4change.in/images/email.png?1582080630" border="0" width="24" align="right" alt="Share this article"/> </a>
<a href="https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898/print"
rel="nofollow">
<img src="https://im4change.in/images/icon-print.png?1582080630" border="0" width="24" align="right" alt="Share this article"/>
</a>
</section>
<section class="recent-box innerCatRecent">
<small class="pb-1"><span class="dateIcn">
<img src="https://im4change.in/images/published.svg?1582080666" alt="published"/>
Published on</span><span class="text-date"> May 3, 2014</span>
<span
class="dateIcn">
<img src="https://im4change.in/images/modified.svg?1582080666" alt="modified"/> Modified on </span><span class="text-date"> May 3, 2014</span>
</small>
</section>
<div class="clear"></div>
<div style="padding-top: 10px;">
<div class="innerLineHeight">
<div class="middleContent innerInput latest-news-updates">
<table>
<tr>
<td>
<div>
<div align="justify">-The Hindu Business Line</div><p align="justify"><br /><em>Given the analytical output, it will become easier for governments to take decisions</em></p><p align="justify">Global country risks, weather uncertainty, crop failure, lack of hedging instruments, increased capital costs, lack of insurance mechanisms and logistical bottlenecks are just a few of the issues that lead to volatility in prices of agricultural commodities.</p><p align="justify">This volatility, combined with a steady increase in demand for food around the world, has forced us to accept that food security is a national issue without borders.</p><p align="justify">From a food demand standpoint, two key changes are happening.</p><p align="justify">First, more people are coming out of poverty in various parts of the world, creating demand led by an associated income effect. Second, rising population is driving up demand.</p><p align="justify">On the supply front, while there have been improvements, the steadiness exhibited on the demand side has, unfortunately, seldom been complemented on the supply side. Invariably, there have also been a lot of supply shocks forcing us to face the prospect of scarcity in agricultural produce.</p><p align="justify"><em>Land investments</em></p><p align="justify">To address the issue above, governments have included Food Security on their national agendas and even created sovereign funds to invest in agricultural commodities.</p><p align="justify">In my opinion, this hasn't yet provided a robust solution, as these investments thus far have mainly gone towards land ownership.</p><p align="justify">For example, the West Asian countries own considerable land in South America and in the Black Sea region. As we have observed, neither does land ownership guarantee actual supply of agricultural goods, nor is it the optimal decision for incentivising growth in production. In short, capital allocation in this manner is relatively inefficient and can easily lead to inefficient future outcomes.</p><p align="justify"><em>Analysing data</em></p><p align="justify">Data analytics can solve this inefficiency problem.</p><p align="justify">A keen review of data can tell us what assets to invest in and where to invest, so that people can be secure in having food on their table and know in advance how much their meal is going to cost them.</p><p align="justify">To illustrate my point, let's take the example of bread and West Asia. While bread is a staple food in the region, wheat is barely grown in that part of the world. West Asia is a net importer of wheat, and it pays the world market prices to acquire wheat for bread production.</p><p align="justify">As the West Asia is petroleum-rich, it can afford to subsidise bread for its population.</p><p align="justify">To protect its interest in wheat, its governments have many options, including: 1) getting into long-term wheat supply agreements with a producer, like US/Russia/Ukraine, 2) buying arable land in South America to help secure wheat supply 3) owning ports and having control wheat distribution logistics. These are only some of the options at hand.</p><p align="justify">In the current time, in order to make the best choice, the region would ideally need to employ a bit of clairvoyance given the opacity inherent in this type long-term strategy planning. Barring that ability, what the region needs to do is look into critical data surrounding each of these options and make a predictive model of possible outcomes to determine which of the options is the most suitable.</p><p align="justify">In this model, the risks need to be quantified: risks associated with foreign policy decisions, for example can hurt wheat supply; yield reductions can increase prices and reduce wheat quality; improper logistics or a sudden increase of freight costs can hurt wheat purchases; and so on.</p><p align="justify">Factoring all of these risks and making an optimal decision based on myriad data inputs would be inordinately time consuming using even an expert's brain, we can agree. And yet, human decisions, supported often with only heuristics, still drive the majority of these far-reaching food policy decisions today.</p><p align="justify"><em>Analytical output</em></p><p align="justify">The power afforded by data analytics, as we have seen in other areas of policy and private sectors, can help solve the food security puzzle.</p><p align="justify">In the case described above, we would take all of the data on wheat we have - historical yields, prices, protein quality, origins, freight charges, water content, and weather forecast, and generate probabilistic scenarios of where the wheat that the West Asia demands will be grown in the world with a high probability of good-yield, the best prices, and logistical advantage.</p><p align="justify">Given this analytical output, decision-making for the governments becomes easier, and it is rooted in a calculated view of the future, with a greater confidence of prudent choice for investments in wheat origination.</p><p align="justify">If we now consider the whole world as a massive multiple of the wheat and West Asian scenario just discussed, it is clear the applications of data analytics in food security planning would have corresponding, positive multiplier effects on a global scale.</p><p align="justify">We would reduce lead times, increase yields, decrease wasteful inventories, reduce volatility of prices and bring the food from the producer to the consumer in much more efficient manners.</p><p align="justify">An irony we face as a global community is that we have ample food in the world being produced, but unfortunately it still often does not reach the people who need it, or when or if it does, it is at an unaffordable price.</p><p align="justify">As we look to the future, it is clear that data analytics and smart applications of information-based decision support in this arena will help both solve the ongoing food issues we contend with as well as give us a much greater chance of achieving food security.</p><p align="justify"><em>The writer is based in London and is the founder and Managing Director of OpalCrest (www.opalcrest.com). </em></p><p align="justify"> </p>
</div>
</td>
</tr>
</table>
</div>
</div>
</div>
<div class="clear"></div>
<br><a href="http://www.thehindubusinessline.com/markets/commodities/how-data-can-address-food-security/article5966067.ece" class="re" target="_blank">The Hindu Business Line, 1 May, 2014, http://www.thehindubusinessline.com/markets/commodities/how-data-can-address-food-security/article5966067.ece</a><div class="clear"></div>
<div style="padding-top: 18px;">
<p class="post-tag">Tagged with:
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=data analysis"
title="data analysis">
data analysis </a>
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=Food Security"
title="Food Security">
Food Security </a>
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=Agriculture"
title="Agriculture">
Agriculture </a>
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=farming"
title="farming">
farming </a>
</p>
</div>
<div class="clear"></div>
<br><br>
<div class="widget-top">
<h4>Related Articles</h4>
<div class="stripe-line"></div>
</div>
<div class="widget-container">
<ul id="recentcomments">
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/tur-nomics-prices-of-india-s-favourite-dal-heat-up-akshi-chawla.html"
title="Tur-nomics: Prices of India’s Favourite Dal Heat Up - Akshi Chawla">
Tur-nomics: Prices of India’s Favourite Dal Heat Up - Akshi Chawla </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/monsoon-takes-pause-in-august-after-july-deluge-el-nino-may-further-weaken-rains-rural-voice.html"
title="Monsoon takes pause in August after July deluge, El Nino may further weaken rains - Rural Voice">
Monsoon takes pause in August after July deluge, El Nino may further weaken rains - Rural Voice </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/food-inflation-increases-to-11-51-in-july-highest-in-3-5-years.html"
title="Food Inflation Increases to 11.51% in July, Highest in 3.5 Years">
Food Inflation Increases to 11.51% in July, Highest in 3.5 Years </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/is-the-land-really-mine-amrutha-kosuru.html"
title="Is the land really mine? - Amrutha Kosuru">
Is the land really mine? - Amrutha Kosuru </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/imd-predicts-normal-rainfall-but-indian-monsoon-skewed-and-anomalous-so-far-carbon-copy.html"
title="IMD Predicts Normal Rainfall, but Indian Monsoon Skewed And Anomalous so Far - Carbon Copy">
IMD Predicts Normal Rainfall, but Indian Monsoon Skewed And Anomalous so Far - Carbon Copy </a>
</li>
</ul>
</div>
<div class="comment-respond" id="respond">
<a name="commentbox"> </a>
<h3 class="comment-reply-title" id="reply-title">Write Comments</h3>
<form method="post" accept-charset="utf-8" role="form" action="/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html"><div style="display:none;"><input type="hidden" name="_method" value="POST"/></div> <form class="comment-form" id="commentform" method="post" action="#commentbox" onSubmit="return validate()"
name="cmtform">
<input type="hidden" name="cmttype" value="articlecmt"/>
<input type="hidden" name="article_id" value="24717"/>
<p class="comment-notes">Your email address will not be published. Required fields are marked <span
class="required">*</span></p>
<p class="comment-form-author">
<label for="commenterName">Name</label>
<span class="required">*</span>
<input type="text" aria-required="true" size="30"
value=""
name="commenterName" id="commenterName" required="true">
</p>
<p class="comment-form-email">
<label for="commenterEmail">Email</label> <span class="required">*</span>
<input aria-required="true" size="30" name="commenterEmail" id="commenterEmail" type="email"
value=""
required="true">
</p>
<p class="comment-form-contact">
<label for="commenterPh">Contact No.</label>
<input type="text" size="30"
value=""
name="commenterPh" id="commenterPh">
</p>
<p class="comment-form-comment">
<label for="comment">Comment</label>
<textarea aria-required="true" required="true" rows="8" cols="45" name="comment"
id="comment"></textarea>
</p>
<p class="comment-form-comment">
<label for="comment">Type the characters you see in the image below <span class="required">*</span><br><img
class="captchaImg"
src="https://im4change.in/securimage_show_art.php?tk=395455540" alt="captcha"/>
</label>
</p>
<input type="text" name="vrcode" required="true"/>
<p class="form-submit" style="width: 200px;">
<input type="submit" value="Post Comment" id="submit" name="submit">
</p></form>
</div>
<style>
.ui-widget-content {
height: auto !important;
}
</style>
<div id="share-modal"></div>
<style>
.middleContent a{
background-color: rgba(108,172,228,.2);
}
.middleContent a:hover{
background-color: #418fde;
border-color: #418fde;
color: #000;
}
</style>
<script>
function shareArticle(article_id) {
var options = {
modal: true,
height: 'auto',
width: 600 + 'px'
};
$('#share-modal').html("");
$('#share-modal').load('https://im4change.in/share_article?article_id=' + article_id).dialog(options).dialog('open');
}
function postShare() {
var param = 'article_id=' + $("#article_id").val();
param = param + '&y_name=' + $("#y_name").val();
param = param + '&y_email=' + $("#y_email").val();
param = param + '&f_name=' + $("#f_name").val();
param = param + '&f_email=' + $("#f_email").val();
param = param + '&y_msg=' + $("#y_msg").val();
$.ajax({
type: "POST",
url: 'https://im4change.in/post_share_article',
data: param,
success: function (response) {
$('#share-modal').html("Thank You, Your message posted to ");
}
});
return false;
}
</script> </div>
</div>
<!-- Right Side Section Start -->
<!-- MAP Section START -->
<aside class="sidebar indexMarg">
<div class="ad-cell">
<a href="https://im4change.in/statemap.php" title="">
<img src="https://im4change.in/images/map_new_version.png?1582080666" alt="India State Map" class="indiamap" width="232" height="252"/> </a>
<div class="rightmapbox">
<div id="sideOne" class="docltitle"><a href="https://im4change.in/state-report/india/36" target="_blank">DOCUMENTS/
REPORTS</a></div>
<div id="sideTwo" class="statetitle"><a href="https://im4change.in/states.php"target="_blank">STATE DATA/
HDRs.</a></div>
</div>
<div class="widget widgePadTop"></div>
</div>
</aside>
<!-- MAP Section END -->
<aside class="sidebar sidePadbottom">
<div class="rightsmlbox1" >
<a href="https://im4change.in/knowledge_gateway" target="_blank" style="color: #035588;
font-size: 17px;">
KNOWLEDGE GATEWAY
</a>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title">
<a href="https://im4change.in/newsletter" target="_blank">
NEWSLETTER
</a>
</p>
</div>
</div>
<div class="rightsmlbox1" style="height: 325px;">
<div>
<p class="rightsmlbox1_title">
Interview with Prof. Ravi Srivastava
</p>
<p class="rightsmlbox1_title">
<a href="https://im4change.in/video/interview-with-prof-ravi-srivastava-on-current-economic-crisis">
<img width="250" height="200" src="/images/interview_video_home.jpg" alt="Interview with Prof. Ravi Srivastava"/>
</a>
<!--
<iframe width="250" height="200" src="https://www.youtube.com/embed/MmaTlntk-wc" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen=""></iframe>-->
</p>
<a href="https://im4change.in/videogallery" class="more-link CatArchalAnch1" target="_blank">
More videos
</a>
</div>
</div>
<div class="rightsmlbox1">
<div>
<!--div id="sstory" class="rightboxicons"></div--->
<p class="rightsmlbox1_title"><a href="https://im4change.in/list-success-stories" target="_blank">Success Stories</a></p>
</div>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title"><a
href="https://im4change.in/interviews" target="_blank">Interviews</a>
</p>
</div>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title"><a href="https://www.commoncause.in/page.php?id=10" >Donate</a></p>
</div>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title"><a
href="https://im4change.in/marquee"
class="isf_link more-link" title="India Focus?" style="border: 4px solid #fdd922;width: 90%;background-color: #fdd922;text-align: center;color: #000000;font-size:18px" target="_blank">India Focus</a></p> </div>
</div>
<div class="rightsmlbox1" style="height: 104px !important;">
<a href="https://im4change.in/quarterly_reports.php" target="_blank">
Quarterly Reports on Effect of Economic Slowdown on Employment in India (2008 - 2015)
</a>
</div>
<!-- <div class="rightsmlbox1">
<a href="https://play.google.com/store/apps/details?id=com.im4.im4change" target="_blank">
</a></div> -->
<!-- <section class="cat-box recent-box secMarg">
<h2 class="cat-box-title">Most Visited</h2>
</section> -->
<!-- accordion Starts here -->
<!-- <div id="accordion" class="accordMarg">
</div> -->
<!-- accordion ends here -->
<!-- Widget Tag Cloud Starts here -->
<div id="tag_cloud-2" class="widget widget_tag_cloud">
<section class="cat-box recent-box secMarg">
<h2 class="cat-box-title">MOST VISITED TAGS</h2>
</section>
<div class="widget-top wiPdTp">
<div class="stripe-line"></div>
</div>
<div class="widget-container">
<div class="tagcloud">
<a href="https://im4change.in/search?qryStr=Agriculture"
target="_blank" class="tag-link-4 font4">Agriculture</a>
<a href="https://im4change.in/search?qryStr=Food Security"
target="_blank" class="tag-link-4 font4">Food Security</a>
<a href="https://im4change.in/search?qryStr=Law and Justice"
target="_blank" class="tag-link-4 font4">Law and Justice</a>
<a href="https://im4change.in/search?qryStr=Health"
target="_blank" class="tag-link-4 font4">Health</a>
<a href="https://im4change.in/search?qryStr=Right to Food"
target="_blank" class="tag-link-4 font4">Right to Food</a>
<a href="https://im4change.in/search?qryStr=Corruption"
target="_blank" class="tag-link-4 font4">Corruption</a>
<a href="https://im4change.in/search?qryStr=farming"
target="_blank" class="tag-link-4 font4">farming</a>
<a href="https://im4change.in/search?qryStr=Environment"
target="_blank" class="tag-link-4 font4">Environment</a>
<a href="https://im4change.in/search?qryStr=Right to Information"
target="_blank" class="tag-link-4 font4">Right to Information</a>
<a href="https://im4change.in/search?qryStr=NREGS"
target="_blank" class="tag-link-4 font4">NREGS</a>
<a href="https://im4change.in/search?qryStr=Human Rights"
target="_blank" class="tag-link-4 font4">Human Rights</a>
<a href="https://im4change.in/search?qryStr=Governance"
target="_blank" class="tag-link-4 font4">Governance</a>
<a href="https://im4change.in/search?qryStr=PDS"
target="_blank" class="tag-link-4 font4">PDS</a>
<a href="https://im4change.in/search?qryStr=COVID-19"
target="_blank" class="tag-link-4 font4">COVID-19</a>
<a href="https://im4change.in/search?qryStr=Land Acquisition"
target="_blank" class="tag-link-4 font4">Land Acquisition</a>
<a href="https://im4change.in/search?qryStr=mgnrega"
target="_blank" class="tag-link-4 font4">mgnrega</a>
<a href="https://im4change.in/search?qryStr=Farmers"
target="_blank" class="tag-link-4 font4">Farmers</a>
<a href="https://im4change.in/search?qryStr=transparency"
target="_blank" class="tag-link-4 font4">transparency</a>
<a href="https://im4change.in/search?qryStr=Gender"
target="_blank" class="tag-link-4 font4">Gender</a>
<a href="https://im4change.in/search?qryStr=Poverty"
target="_blank" class="tag-link-4 font4">Poverty</a>
<a href="https://im4change.in/search?qryStr=Farm Laws" target="_blank" class="tag-link-4 font4">Farm Laws
</a>
<a href="https://im4change.in/search?qryStr=Citizenship Amendment Act" target="_blank" class="tag-link-4 font4">Citizenship Amendment Act
</a>
<a href="https://im4change.in/search?qryStr=CAA NPR NRIC" target="_blank" class="tag-link-4 font4">CAA NPR NRIC
</a>
<a href="https://im4change.in/search?qryStr=Job Losses" target="_blank" class="tag-link-4 font4">Job Losses
</a>
<a href="https://im4change.in/search?qryStr=Migrant Workers" target="_blank" class="tag-link-4 font4">Migrant Workers
</a>
<a href="https://im4change.in/search?qryStr=Unemployment" target="_blank" class="tag-link-4 font4">Unemployment
</a>
<a href="https://im4change.in/search?qryStr=PMGKAY" target="_blank" class="tag-link-4 font4">PMGKAY
</a>
<a href="https://im4change.in/search?qryStr=PM-KISAN" target="_blank" class="tag-link-4 font4">PM-KISAN
</a>
<a href="https://im4change.in/search?qryStr=PM-CARES" target="_blank" class="tag-link-4 font4">PM-CARES
</a>
<a href="https://im4change.in/search?qryStr=LFPR" target="_blank" class="tag-link-4 font4">LFPR
</a>
</div>
</div>
</div>
<!-- Widget Tag Cloud Ends here -->
</aside>
<!-- Right Side Section End -->
</div>
<section class="cat-box cats-review-box footerSec">
<h2 class="cat-box-title vSec CatArcha">Video
Archives</h2>
<h2 class="cat-box-title CatArchaTitle">Archives</h2>
<div class="cat-box-content">
<div class="reviews-cat">
<div class="CatArchaDiv1">
<div class="CatArchaDiv2">
<ul>
<li>
<a href="https://im4change.in/news-alerts-57/moving-upstream-luni-fellowship.html" target="_blank">
Moving Upstream: Luni – Fellowship </a>
</li>
<li>
<a href="https://im4change.in/news-alerts-57/135-million-indians-exited-multidimensional-poverty-as-per-government-figures-is-that-the-same-as-poverty-reduction.html" target="_blank">
135 Million Indians Exited “Multidimensional" Poverty as per Government... </a>
</li>
<li>
<a href="https://im4change.in/news-alerts-57/explainer-why-are-tomato-prices-on-fire.html" target="_blank">
Explainer: Why are Tomato Prices on Fire? </a>
</li>
<li>
<a href="https://im4change.in/news-alerts-57/nsso-survey-only-39-1-of-all-households-have-drinking-water-within-dwelling-46-7-of-rural-households-use-firewood-for-cooking.html" target="_blank">
NSSO Survey: Only 39.1% of all Households have Drinking... </a>
</li>
<li class="CatArchalLi1">
<a href="https://im4change.in/news-alerts-57"
class="more-link CatArchalAnch1" target="_blank">
More...
</a>
</li>
</ul>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/I51LYnP8BOk/1.jpg"
alt=" Im4Change.org हिंदी वेबसाइट का परिचय. Short Video on im4change.org...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Short-Video-on-im4change-Hindi-website-Inclusive-Media-for-Change" target="_blank">
Im4Change.org हिंदी वेबसाइट का परिचय. Short Video on im4change.org... </a>
</p>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/kNqha-SwfIY/1.jpg"
alt=" "Session 1: Scope of IDEA and AgriStack" in Exploring...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Session-1- Scope-of-IDEA-and-AgriStack-in-Exploring-Digitalisation-in-Agriculture-29-April-2022" target="_blank">
"Session 1: Scope of IDEA and AgriStack" in Exploring... </a>
</p>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/6kIVjlgZItk/1.jpg"
alt=" "Session 2: Farmer Centric Digitalisation in Agriculture" in Exploring...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Session-2-Farmer-Centric-Digitalisation-in-Agriculture-in-Exploring-Digitalisation-in-Agriculture-29-April-2022" target="_blank">
"Session 2: Farmer Centric Digitalisation in Agriculture" in Exploring... </a>
</p>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/2BeHTu0y7xc/1.jpg"
alt=" "Session 3: Future of Digitalisation in Agriculture" in Exploring...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Session-3-Future-of-Digitalisation-in-Agriculture-in-Exploring-Digitalisation-in-Agriculture-29-April-2022" target="_blank">
"Session 3: Future of Digitalisation in Agriculture" in Exploring... </a>
</p>
</div>
<div class="divWidth">
<ul class="divWidthMarg">
<li>
<a href="https://im4change.in/video/Public-Spending-on-Agriculture-in-India-Source-Foundation-for-Agrarian-Studies"
title="Public Spending on Agriculture in India (Source: Foundation for Agrarian Studies)" target="_blank">
Public Spending on Agriculture in India (Source: Foundation for...</a>
</li>
<li>
<a href="https://im4change.in/video/Agrarian-Change-Seminar-Protests-against-the-New-Farm-Laws-in-India-by-Prof-Vikas-Rawal-JNU-Source-Journal-Of-Agrarian-Change"
title="Agrarian Change Seminar: 'Protests against the New Farm Laws in India' by Prof. Vikas Rawal, JNU (Source: Journal Of Agrarian Change) " target="_blank">
Agrarian Change Seminar: 'Protests against the New Farm Laws...</a>
</li>
<li>
<a href="https://im4change.in/video/Webinar-Ramrao-The-Story-of-India-Farm-Crisis-Source-Azim-Premji-University"
title="Webinar: Ramrao - The Story of India's Farm Crisis (Source: Azim Premji University)" target="_blank">
Webinar: Ramrao - The Story of India's Farm Crisis...</a>
</li>
<li>
<a href="https://im4change.in/video/water-and-agricultural-transformation-in-India"
title="Water and Agricultural Transformation in India: A Symbiotic Relationship (Source: IGIDR)" target="_blank">
Water and Agricultural Transformation in India: A Symbiotic Relationship...</a>
</li>
<li class="CatArchalLi1">
<a href="https://im4change.in/videogallery"
class="more-link CatArchalAnch1" target="_blank">
More...
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
</section> </div>
<div class="clear"></div>
<!-- Footer option Starts here -->
<div class="footer-bottom fade-in animated4">
<div class="container">
<div class="social-icons icon_flat">
<p class="SocialMargTop"> Website Developed by <a target="_blank" title="Web Development"
class="wot right"
href="http://www.ravinderkhurana.com/" rel="nofollow">
RAVINDErkHURANA.com</a></p>
</div>
<div class="alignleft">
<a
target="_blank" href="https://im4change.in/objectives-8.html"
class="link"
title="Objectives">Objectives</a> | <a
target="_blank" href="https://im4change.in/about-us-9.html"
class="link" title="About Us">About Us</a> | <a
target="_blank" href="https://im4change.in/media-workshops.php"
class="ucwords">Workshops</a> | <a
target="_blank" href="https://im4change.in/disclaimer/disclaimer-149.html"
title="Disclaimer">Disclaimer</a> </div>
</div>
</div>
<!-- Footer option ends here -->
</div>
<div id="connect">
<a target="_blank"
href="http://www.facebook.com/sharer.php?u=https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html"
title="Share on Facebook">
<img src="https://im4change.in/images/Facebook.png?1582080640" alt="share on Facebook" class="ImgBorder"/>
</a><br/>
<a target="_blank"
href="http://twitter.com/share?text=Im4change&url=https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html"
title="Share on Twitter">
<img src="https://im4change.in/images/twitter.png?1582080632" alt="Twitter" class="ImgBorder"/> </a>
<br/>
<a href="/feeds" title="RSS Feed" target="_blank">
<img src="https://im4change.in/images/rss.png?1582080632" alt="RSS" class="ImgBorder"/>
</a>
<br/>
<a class="feedback-link" id="feedbackFormLink" href="#">
<img src="https://im4change.in/images/feedback.png?1582080630" alt="Feedback" class="ImgBorder"/>
</a> <br/>
<a href="javascript:function iprl5(){var d=document,z=d.createElement('scr'+'ipt'),b=d.body,l=d.location;try{if(!b)throw(0);d.title='(Saving...) '+d.title;z.setAttribute('src',l.protocol+'//www.instapaper.com/j/WKrH3R7ORD5p?u='+encodeURIComponent(l.href)+'&t='+(new Date().getTime()));b.appendChild(z);}catch(e){alert('Please wait until the page has loaded.');}}iprl5();void(0)"
class="bookmarklet" onclick="return explain_bookmarklet();">
<img src="https://im4change.in/images/read-it-later.png?1582080632" alt="Read Later" class="ImgBorder"/> </a>
</div>
<!-- Feedback form Starts here -->
<div id="feedbackForm" class="overlay_form" class="ImgBorder">
<h2>Contact Form</h2>
<div id="contactform1">
<div id="formleft">
<form id="submitform" action="/contactus.php" method="post">
<input type="hidden" name="submitform" value="submitform"/>
<input type="hidden" name="salt_key" value="a0e0f2c6a0644a70e57ad2c96829709a"/>
<input type="hidden" name="ref" value="feedback"/>
<fieldset>
<label>Name :</label>
<input type="text" name="name" class="tbox" required/>
</fieldset>
<fieldset>
<label>Email :</label>
<input type="text" name="email" class="tbox" required/>
</fieldset>
<fieldset>
<label>Message :</label>
<textarea rows="5" cols="20" name="message" required></textarea>
</fieldset>
<fieldset>
Please enter security code
<div class="clear"></div>
<input type="text" name="vrcode" class="tbox"/>
</fieldset>
<fieldset>
<input type="submit" class="button" value="Submit"/>
<a href="#" id="closefeedbakcformLink">Close</a>
</fieldset>
</form>
</div>
<div class="clearfix"></div>
</div>
</div>
<div id="donate_popup" class="modal" style="max-width: 800px;">
<table width="100%" border="1">
<tr>
<td colspan="2" align="center">
<b>Support im4change</b>
</td>
</tr>
<tr>
<td width="25%" valign="middle">
<img src="https://im4change.in/images/logo2.jpg?1582080632" alt="" width="100%"/> </td>
<td style="padding-left:10px;padding-top:10px;">
<form action="https://im4change.in/donate" method="get">
<table width="100%" cellpadding="2" cellspacing="2">
<tr>
<td width="33%" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
10
</td>
<td width="33%" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
100
</td>
<td width="33%" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
1000
</td>
</tr>
<tr>
<td colspan="3">
</td>
</tr>
<tr>
<td style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
50
</td>
<td style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
500
</td>
<td style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
<input type="text" name="price" placeholder="?" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
</td>
</tr>
<tr>
<td colspan="3">
</td>
</tr>
<tr>
<td colspan="3" align="right">
<input type="button" name="Pay" value="Pay"
style="width: 200px;background-color: rgb(205, 35, 36);color: #ffffff;"/>
</td>
</tr>
</table>
</form>
</td>
</tr>
</table>
</div><script type='text/javascript'>
/* <![CDATA[ */
var tievar = {'go_to': 'Go to...'};
/* ]]> */
</script>
<script src="/js/tie-scripts.js?1575549704"></script><script src="/js/bootstrap.js?1575549704"></script><script src="/js/jquery.modal.min.js?1578284310"></script><script>
$(document).ready(function() {
// tell the autocomplete function to get its data from our php script
$('#s').autocomplete({
source: "/autocomplete"
});
});
</script>
<script src="/vj-main-sw-register.js" async></script>
<script>function init(){var imgDefer=document.getElementsByTagName('img');for(var i=0;i<imgDefer.length;i++){if(imgDefer[i].getAttribute('data-src')){imgDefer[i].setAttribute('src',imgDefer[i].getAttribute('data-src'))}}}
window.onload=init;</script>
</body>
</html>'
}
$maxBufferLength = (int) 8192
$file = '/home/brlfuser/public_html/vendor/cakephp/cakephp/src/Error/Debugger.php'
$line = (int) 853
$message = 'Unable to emit headers. Headers sent in file=/home/brlfuser/public_html/vendor/cakephp/cakephp/src/Error/Debugger.php line=853'
Cake\Http\ResponseEmitter::emit() - CORE/src/Http/ResponseEmitter.php, line 48
Cake\Http\Server::emit() - CORE/src/Http/Server.php, line 141
[main] - ROOT/webroot/index.php, line 39
Warning (2): Cannot modify header information - headers already sent by (output started at /home/brlfuser/public_html/vendor/cakephp/cakephp/src/Error/Debugger.php:853) [CORE/src/Http/ResponseEmitter.php, line 148]
$response = object(Cake\Http\Response) {
'status' => (int) 200,
'contentType' => 'text/html',
'headers' => [
'Content-Type' => [
[maximum depth reached]
]
],
'file' => null,
'fileRange' => [],
'cookies' => object(Cake\Http\Cookie\CookieCollection) {},
'cacheDirectives' => [],
'body' => '<!DOCTYPE html>
<!--[if lt IE 7 ]>
<html class="ie ie6" lang='en'> <![endif]-->
<!--[if IE 7 ]>
<html class="ie ie7" lang='en'> <![endif]-->
<!--[if IE 8 ]>
<html class="ie ie8" lang='en'> <![endif]-->
<!--[if (gte IE 9)|!(IE)]><!-->
<html lang='en'>
<!--<![endif]-->
<head><meta http-equiv="Content-Type" content="text/html; charset=utf-8">
<title>
LATEST NEWS UPDATES | How data can address food security -Pravin Chandrasekaran </title>
<meta name="description" content="
-The Hindu Business Line
Given the analytical output, it will become easier for governments to take decisions
Global country risks, weather uncertainty, crop failure, lack of hedging instruments, increased capital costs, lack of insurance mechanisms and logistical bottlenecks are just a few..."/>
<meta name="keywords" content="data analysis,Food Security,Agriculture,farming"/>
<meta name="news_keywords" content="data analysis,Food Security,Agriculture,farming">
<link rel="alternate" type="application/rss+xml" title="ROR" href="/ror.xml"/>
<link rel="alternate" type="application/rss+xml" title="RSS 2.0" href="/feeds/"/>
<link rel="stylesheet" href="/css/bootstrap.min.css?1697864993"/> <link rel="stylesheet" href="/css/style.css?v=1.1.2"/> <link rel="stylesheet" href="/css/style-inner.css?1577045210"/> <link rel="stylesheet" id="Oswald-css"
href="https://fonts.googleapis.com/css?family=Oswald%3Aregular%2C700&ver=3.8.1" type="text/css"
media="all">
<link rel="stylesheet" href="/css/jquery.modal.min.css?1578285302"/> <script src="/js/jquery-1.10.2.js?1575549704"></script> <script src="/js/jquery-migrate.min.js?1575549704"></script> <link rel="shortcut icon" href="/favicon.ico" title="Favicon">
<link rel="stylesheet" href="/css/jquery-ui.css?1580720609"/> <script src="/js/jquery-ui.js?1575549704"></script> <link rel="preload" as="style" href="https://www.im4change.org/css/custom.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel="preload" as="style" href="https://www.im4change.org/css/jquery.modal.min.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel="preload" as="style" href="https://www.im4change.org/css/jquery-ui.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel="preload" as="style" href="https://www.im4change.org/css/li-scroller.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<!-- <link rel="preload" as="style" href="https://www.im4change.org/css/style.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous"> -->
<link rel="preload" as="style" href="https://www.im4change.org/css/style-inner.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel='dns-prefetch' href="//im4change.org/css/custom.css" crossorigin >
<link rel="preload" as="script" href="https://www.im4change.org/js/bootstrap.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery.li-scroller.1.0.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery.modal.min.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery.ui.totop.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery-1.10.2.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery-migrate.min.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery-ui.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/setting.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/tie-scripts.js">
<!--[if IE]>
<script type="text/javascript">jQuery(document).ready(function () {
jQuery(".menu-item").has("ul").children("a").attr("aria-haspopup", "true");
});</script>
<![endif]-->
<!--[if lt IE 9]>
<script src="/js/html5.js"></script>
<script src="/js/selectivizr-min.js"></script>
<![endif]-->
<!--[if IE 8]>
<link rel="stylesheet" type="text/css" media="all" href="/css/ie8.css"/>
<![endif]-->
<meta property="og:title" content="LATEST NEWS UPDATES | How data can address food security -Pravin Chandrasekaran" />
<meta property="og:url" content="https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html" />
<meta property="og:type" content="article" />
<meta property="og:description" content="
-The Hindu Business Line
Given the analytical output, it will become easier for governments to take decisions
Global country risks, weather uncertainty, crop failure, lack of hedging instruments, increased capital costs, lack of insurance mechanisms and logistical bottlenecks are just a few..." />
<meta property="og:image" content="" />
<meta property="fb:app_id" content="0" />
<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1, user-scalable=no">
<link rel="apple-touch-icon-precomposed" sizes="144x144" href="https://im4change.in/images/apple1.png">
<link rel="apple-touch-icon-precomposed" sizes="120x120" href="https://im4change.in/images/apple2.png">
<link rel="apple-touch-icon-precomposed" sizes="72x72" href="https://im4change.in/images/apple3.png">
<link rel="apple-touch-icon-precomposed" href="https://im4change.in/images/apple4.png">
<style>
.gsc-results-wrapper-overlay{
top: 38% !important;
height: 50% !important;
}
.gsc-search-button-v2{
border-color: #035588 !important;
background-color: #035588 !important;
}
.gsib_a{
height: 30px !important;
padding: 2px 8px 1px 6px !important;
}
.gsc-search-button-v2{
height: 41px !important;
}
input.gsc-input{
background: none !important;
}
@media only screen and (max-width: 600px) {
.gsc-results-wrapper-overlay{
top: 11% !important;
width: 87% !important;
left: 9% !important;
height: 43% !important;
}
.gsc-search-button-v2{
padding: 10px 10px !important;
}
.gsc-input-box{
height: 28px !important;
}
/* .gsib_a {
padding: 0px 9px 4px 9px !important;
}*/
}
@media only screen and (min-width: 1200px) and (max-width: 1920px) {
table.gsc-search-box{
width: 15% !important;
float: right !important;
margin-top: -118px !important;
}
.gsc-search-button-v2 {
padding: 6px !important;
}
}
</style>
<script>
$(function () {
$("#accordion").accordion({
event: "click hoverintent"
});
});
/*
* hoverIntent | Copyright 2011 Brian Cherne
* http://cherne.net/brian/resources/jquery.hoverIntent.html
* modified by the jQuery UI team
*/
$.event.special.hoverintent = {
setup: function () {
$(this).bind("mouseover", jQuery.event.special.hoverintent.handler);
},
teardown: function () {
$(this).unbind("mouseover", jQuery.event.special.hoverintent.handler);
},
handler: function (event) {
var currentX, currentY, timeout,
args = arguments,
target = $(event.target),
previousX = event.pageX,
previousY = event.pageY;
function track(event) {
currentX = event.pageX;
currentY = event.pageY;
}
;
function clear() {
target
.unbind("mousemove", track)
.unbind("mouseout", clear);
clearTimeout(timeout);
}
function handler() {
var prop,
orig = event;
if ((Math.abs(previousX - currentX) +
Math.abs(previousY - currentY)) < 7) {
clear();
event = $.Event("hoverintent");
for (prop in orig) {
if (!(prop in event)) {
event[prop] = orig[prop];
}
}
// Prevent accessing the original event since the new event
// is fired asynchronously and the old event is no longer
// usable (#6028)
delete event.originalEvent;
target.trigger(event);
} else {
previousX = currentX;
previousY = currentY;
timeout = setTimeout(handler, 100);
}
}
timeout = setTimeout(handler, 100);
target.bind({
mousemove: track,
mouseout: clear
});
}
};
</script>
<script type="text/javascript">
var _gaq = _gaq || [];
_gaq.push(['_setAccount', 'UA-472075-3']);
_gaq.push(['_trackPageview']);
(function () {
var ga = document.createElement('script');
ga.type = 'text/javascript';
ga.async = true;
ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
var s = document.getElementsByTagName('script')[0];
s.parentNode.insertBefore(ga, s);
})();
</script>
<link rel="stylesheet" href="/css/custom.css?v=1.16"/> <script src="/js/jquery.ui.totop.js?1575549704"></script> <script src="/js/setting.js?1575549704"></script> <link rel="manifest" href="/manifest.json">
<meta name="theme-color" content="#616163" />
<meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black">
<meta name="apple-mobile-web-app-title" content="im4change">
<link rel="apple-touch-icon" href="/icons/logo-192x192.png">
</head>
<body id="top" class="home inner blog">
<div class="background-cover"></div>
<div class="wrapper animated">
<header id="theme-header" class="header_inner" style="position: relative;">
<div class="logo inner_logo" style="left:20px !important">
<a title="Home" href="https://im4change.in/">
<img src="https://im4change.in/images/logo2.jpg?1582080632" class="logo_image" alt="im4change"/> </a>
</div>
<div class="langhindi" style="color: #000;display:none;"
href="https://im4change.in/">
<a class="more-link" href="https://im4change.in/">Home</a>
<a href="https://im4change.in/hindi/" class="langbutton ">हिन्दी</a>
</div>
<nav class="fade-in animated2" id="main-nav">
<div class="container">
<div class="main-menu">
<ul class="menu" id="menu-main">
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children"
style="left: -40px;"><a
target="_blank" href="https://im4change.in/">Home</a>
</li>
<li class="menu-item mega-menu menu-item-type-taxonomy mega-menu menu-item-object-category mega-menu menu-item-has-children parent-list"
style=" margin-left: -40px;"><a href="#">KNOWLEDGE GATEWAY <span class="sub-indicator"></span>
</a>
<div class="mega-menu-block background_menu" style="padding-top:25px;">
<div class="container">
<div class="mega-menu-content">
<div class="mega-menu-item">
<h3><b>Farm Crisis</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/farmers039-suicides-14.html"
class="left postionrel">Farm Suicides </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/unemployment-30.html"
class="left postionrel">Unemployment </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/rural-distress-70.html"
class="left postionrel">Rural distress </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/migration-34.html"
class="left postionrel">Migration </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/key-facts-72.html"
class="left postionrel">Key Facts </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/debt-trap-15.html"
class="left postionrel">Debt Trap </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Empowerment</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/union-budget-73.html"
class="left postionrel">Union Budget And Other Economic Policies </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/forest-and-tribal-rights-61.html"
class="left postionrel">Forest and Tribal Rights </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-education-60.html"
class="left postionrel">Right to Education </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-food-59.html"
class="left postionrel">Right to Food </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/displacement-3279.html"
class="left postionrel">Displacement </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-work-mg-nrega-39.html"
class="left postionrel">Right to Work (MG-NREGA) </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/gender-3280.html"
class="left postionrel">GENDER </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-information-58.html"
class="left postionrel">Right to Information </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/social-audit-48.html"
class="left postionrel">Social Audit </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Hunger / HDI</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/poverty-and-inequality-20499.html"
class="left postionrel">Poverty and inequality </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/malnutrition-41.html"
class="left postionrel">Malnutrition </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/public-health-51.html"
class="left postionrel">Public Health </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/education-50.html"
class="left postionrel">Education </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/hunger-overview-40.html"
class="left postionrel">Hunger Overview </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/hdi-overview-45.html"
class="left postionrel">HDI Overview </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/pds-ration-food-security-42.html"
class="left postionrel">PDS/ Ration/ Food Security </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/sdgs-113.html"
class="left postionrel">SDGs </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/mid-day-meal-scheme-mdms-53.html"
class="left postionrel">Mid Day Meal Scheme (MDMS) </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Environment</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/environment/time-bomb-ticking-52.html"
class="left postionrel">Time Bomb Ticking </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/environment/water-and-sanitation-55.html"
class="left postionrel">Water and Sanitation </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/environment/impact-on-agriculture-54.html"
class="left postionrel">Impact on Agriculture </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Law & Justice</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/social-justice-20500.html"
class="left postionrel">Social Justice </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/access-to-justice-47.html"
class="left postionrel">Access to Justice </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/human-rights-56.html"
class="left postionrel">Human Rights </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/corruption-35.html"
class="left postionrel">Corruption </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/general-insecurity-46.html"
class="left postionrel">General Insecurity </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/disaster-relief-49.html"
class="left postionrel">Disaster & Relief </a>
</p>
</div>
</div>
</div>
</div>
</li>
<li class="menu-item menu-item-type-post_type menu-item-object-page "><a target="_blank" href="https://im4change.in/nceus_reports.php">NCEUS reports</a>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children parent-list ">
<a target="_blank" href="https://im4change.in/about-us-9.html">About Us <span
class="sub-indicator"></span></a>
<ul class="sub-menu aboutmenu">
<li class="menu-item menu-item-type-post_type menu-item-object-page"><a
target="_blank" href="https://im4change.in/objectives-8.html">Objectives</a>
</li>
<li class="menu-item menu-item-type-post_type menu-item-object-page"><a
target="_blank" href="https://im4change.in/contactus.php">Contact
Us</a></li>
<li class="menu-item menu-item-type-post_type menu-item-object-page"><a
target="_blank" href="https://im4change.in/about-us-9.html">About
Us</a></li>
</ul>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children ">
<a target="_blank" href="https://im4change.in/fellowships.php" title="Fellowships">Fellowships</a>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children "><a
target="_blank" href="https://im4change.in/media-workshops.php">Workshops</a>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children "><a
target="_blank" href="https://im4change.in/research.php">Research</a></li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children "><a
target="_blank" href="https://im4change.in/links-64">Partners</a></li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children"
id="menu-item-539"><a target="_blank" href="https://im4change.in/hindi/"
class="langbutton langlinkfont17">हिन्दी</a></li>
</ul>
</div> </div>
<!-- <div style="float: right;">
<script async src="https://cse.google.com/cse.js?cx=18b4f2e0f11bed3dd"></script>
<div class="gcse-search"></div>
</div> -->
<div class="search-block" style=" margin-left: 8px; margin-right: 7px;">
<form method="get" id="searchform" name="searchform"
action="https://im4change.in/search"
onsubmit="return searchvalidate();">
<button class="search-button" type="submit" value="Search"></button>
<input type="text" id="s" name="qryStr" value=""
onfocus="if (this.value == 'Search...') {this.value = '';}"
onblur="if (this.value == '') {this.value = 'Search...';}">
</form>
</div>
</nav>
</header>
<div class="container">
<div id="main-content" class=" main1 container fade-in animated3 sidebar-narrow-left">
<div class="content-wrap">
<div class="content" style="width: 900px;min-height: 500px;">
<section class="cat-box recent-box innerCatRecent">
<h1 class="cat-box-title">How data can address food security -Pravin Chandrasekaran</h1>
<a href="JavaScript:void(0);" onclick="return shareArticle(24717);">
<img src="https://im4change.in/images/email.png?1582080630" border="0" width="24" align="right" alt="Share this article"/> </a>
<a href="https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898/print"
rel="nofollow">
<img src="https://im4change.in/images/icon-print.png?1582080630" border="0" width="24" align="right" alt="Share this article"/>
</a>
</section>
<section class="recent-box innerCatRecent">
<small class="pb-1"><span class="dateIcn">
<img src="https://im4change.in/images/published.svg?1582080666" alt="published"/>
Published on</span><span class="text-date"> May 3, 2014</span>
<span
class="dateIcn">
<img src="https://im4change.in/images/modified.svg?1582080666" alt="modified"/> Modified on </span><span class="text-date"> May 3, 2014</span>
</small>
</section>
<div class="clear"></div>
<div style="padding-top: 10px;">
<div class="innerLineHeight">
<div class="middleContent innerInput latest-news-updates">
<table>
<tr>
<td>
<div>
<div align="justify">-The Hindu Business Line</div><p align="justify"><br /><em>Given the analytical output, it will become easier for governments to take decisions</em></p><p align="justify">Global country risks, weather uncertainty, crop failure, lack of hedging instruments, increased capital costs, lack of insurance mechanisms and logistical bottlenecks are just a few of the issues that lead to volatility in prices of agricultural commodities.</p><p align="justify">This volatility, combined with a steady increase in demand for food around the world, has forced us to accept that food security is a national issue without borders.</p><p align="justify">From a food demand standpoint, two key changes are happening.</p><p align="justify">First, more people are coming out of poverty in various parts of the world, creating demand led by an associated income effect. Second, rising population is driving up demand.</p><p align="justify">On the supply front, while there have been improvements, the steadiness exhibited on the demand side has, unfortunately, seldom been complemented on the supply side. Invariably, there have also been a lot of supply shocks forcing us to face the prospect of scarcity in agricultural produce.</p><p align="justify"><em>Land investments</em></p><p align="justify">To address the issue above, governments have included Food Security on their national agendas and even created sovereign funds to invest in agricultural commodities.</p><p align="justify">In my opinion, this hasn't yet provided a robust solution, as these investments thus far have mainly gone towards land ownership.</p><p align="justify">For example, the West Asian countries own considerable land in South America and in the Black Sea region. As we have observed, neither does land ownership guarantee actual supply of agricultural goods, nor is it the optimal decision for incentivising growth in production. In short, capital allocation in this manner is relatively inefficient and can easily lead to inefficient future outcomes.</p><p align="justify"><em>Analysing data</em></p><p align="justify">Data analytics can solve this inefficiency problem.</p><p align="justify">A keen review of data can tell us what assets to invest in and where to invest, so that people can be secure in having food on their table and know in advance how much their meal is going to cost them.</p><p align="justify">To illustrate my point, let's take the example of bread and West Asia. While bread is a staple food in the region, wheat is barely grown in that part of the world. West Asia is a net importer of wheat, and it pays the world market prices to acquire wheat for bread production.</p><p align="justify">As the West Asia is petroleum-rich, it can afford to subsidise bread for its population.</p><p align="justify">To protect its interest in wheat, its governments have many options, including: 1) getting into long-term wheat supply agreements with a producer, like US/Russia/Ukraine, 2) buying arable land in South America to help secure wheat supply 3) owning ports and having control wheat distribution logistics. These are only some of the options at hand.</p><p align="justify">In the current time, in order to make the best choice, the region would ideally need to employ a bit of clairvoyance given the opacity inherent in this type long-term strategy planning. Barring that ability, what the region needs to do is look into critical data surrounding each of these options and make a predictive model of possible outcomes to determine which of the options is the most suitable.</p><p align="justify">In this model, the risks need to be quantified: risks associated with foreign policy decisions, for example can hurt wheat supply; yield reductions can increase prices and reduce wheat quality; improper logistics or a sudden increase of freight costs can hurt wheat purchases; and so on.</p><p align="justify">Factoring all of these risks and making an optimal decision based on myriad data inputs would be inordinately time consuming using even an expert's brain, we can agree. And yet, human decisions, supported often with only heuristics, still drive the majority of these far-reaching food policy decisions today.</p><p align="justify"><em>Analytical output</em></p><p align="justify">The power afforded by data analytics, as we have seen in other areas of policy and private sectors, can help solve the food security puzzle.</p><p align="justify">In the case described above, we would take all of the data on wheat we have - historical yields, prices, protein quality, origins, freight charges, water content, and weather forecast, and generate probabilistic scenarios of where the wheat that the West Asia demands will be grown in the world with a high probability of good-yield, the best prices, and logistical advantage.</p><p align="justify">Given this analytical output, decision-making for the governments becomes easier, and it is rooted in a calculated view of the future, with a greater confidence of prudent choice for investments in wheat origination.</p><p align="justify">If we now consider the whole world as a massive multiple of the wheat and West Asian scenario just discussed, it is clear the applications of data analytics in food security planning would have corresponding, positive multiplier effects on a global scale.</p><p align="justify">We would reduce lead times, increase yields, decrease wasteful inventories, reduce volatility of prices and bring the food from the producer to the consumer in much more efficient manners.</p><p align="justify">An irony we face as a global community is that we have ample food in the world being produced, but unfortunately it still often does not reach the people who need it, or when or if it does, it is at an unaffordable price.</p><p align="justify">As we look to the future, it is clear that data analytics and smart applications of information-based decision support in this arena will help both solve the ongoing food issues we contend with as well as give us a much greater chance of achieving food security.</p><p align="justify"><em>The writer is based in London and is the founder and Managing Director of OpalCrest (www.opalcrest.com). </em></p><p align="justify"> </p>
</div>
</td>
</tr>
</table>
</div>
</div>
</div>
<div class="clear"></div>
<br><a href="http://www.thehindubusinessline.com/markets/commodities/how-data-can-address-food-security/article5966067.ece" class="re" target="_blank">The Hindu Business Line, 1 May, 2014, http://www.thehindubusinessline.com/markets/commodities/how-data-can-address-food-security/article5966067.ece</a><div class="clear"></div>
<div style="padding-top: 18px;">
<p class="post-tag">Tagged with:
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=data analysis"
title="data analysis">
data analysis </a>
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=Food Security"
title="Food Security">
Food Security </a>
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=Agriculture"
title="Agriculture">
Agriculture </a>
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=farming"
title="farming">
farming </a>
</p>
</div>
<div class="clear"></div>
<br><br>
<div class="widget-top">
<h4>Related Articles</h4>
<div class="stripe-line"></div>
</div>
<div class="widget-container">
<ul id="recentcomments">
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/tur-nomics-prices-of-india-s-favourite-dal-heat-up-akshi-chawla.html"
title="Tur-nomics: Prices of India’s Favourite Dal Heat Up - Akshi Chawla">
Tur-nomics: Prices of India’s Favourite Dal Heat Up - Akshi Chawla </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/monsoon-takes-pause-in-august-after-july-deluge-el-nino-may-further-weaken-rains-rural-voice.html"
title="Monsoon takes pause in August after July deluge, El Nino may further weaken rains - Rural Voice">
Monsoon takes pause in August after July deluge, El Nino may further weaken rains - Rural Voice </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/food-inflation-increases-to-11-51-in-july-highest-in-3-5-years.html"
title="Food Inflation Increases to 11.51% in July, Highest in 3.5 Years">
Food Inflation Increases to 11.51% in July, Highest in 3.5 Years </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/is-the-land-really-mine-amrutha-kosuru.html"
title="Is the land really mine? - Amrutha Kosuru">
Is the land really mine? - Amrutha Kosuru </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/imd-predicts-normal-rainfall-but-indian-monsoon-skewed-and-anomalous-so-far-carbon-copy.html"
title="IMD Predicts Normal Rainfall, but Indian Monsoon Skewed And Anomalous so Far - Carbon Copy">
IMD Predicts Normal Rainfall, but Indian Monsoon Skewed And Anomalous so Far - Carbon Copy </a>
</li>
</ul>
</div>
<div class="comment-respond" id="respond">
<a name="commentbox"> </a>
<h3 class="comment-reply-title" id="reply-title">Write Comments</h3>
<form method="post" accept-charset="utf-8" role="form" action="/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html"><div style="display:none;"><input type="hidden" name="_method" value="POST"/></div> <form class="comment-form" id="commentform" method="post" action="#commentbox" onSubmit="return validate()"
name="cmtform">
<input type="hidden" name="cmttype" value="articlecmt"/>
<input type="hidden" name="article_id" value="24717"/>
<p class="comment-notes">Your email address will not be published. Required fields are marked <span
class="required">*</span></p>
<p class="comment-form-author">
<label for="commenterName">Name</label>
<span class="required">*</span>
<input type="text" aria-required="true" size="30"
value=""
name="commenterName" id="commenterName" required="true">
</p>
<p class="comment-form-email">
<label for="commenterEmail">Email</label> <span class="required">*</span>
<input aria-required="true" size="30" name="commenterEmail" id="commenterEmail" type="email"
value=""
required="true">
</p>
<p class="comment-form-contact">
<label for="commenterPh">Contact No.</label>
<input type="text" size="30"
value=""
name="commenterPh" id="commenterPh">
</p>
<p class="comment-form-comment">
<label for="comment">Comment</label>
<textarea aria-required="true" required="true" rows="8" cols="45" name="comment"
id="comment"></textarea>
</p>
<p class="comment-form-comment">
<label for="comment">Type the characters you see in the image below <span class="required">*</span><br><img
class="captchaImg"
src="https://im4change.in/securimage_show_art.php?tk=395455540" alt="captcha"/>
</label>
</p>
<input type="text" name="vrcode" required="true"/>
<p class="form-submit" style="width: 200px;">
<input type="submit" value="Post Comment" id="submit" name="submit">
</p></form>
</div>
<style>
.ui-widget-content {
height: auto !important;
}
</style>
<div id="share-modal"></div>
<style>
.middleContent a{
background-color: rgba(108,172,228,.2);
}
.middleContent a:hover{
background-color: #418fde;
border-color: #418fde;
color: #000;
}
</style>
<script>
function shareArticle(article_id) {
var options = {
modal: true,
height: 'auto',
width: 600 + 'px'
};
$('#share-modal').html("");
$('#share-modal').load('https://im4change.in/share_article?article_id=' + article_id).dialog(options).dialog('open');
}
function postShare() {
var param = 'article_id=' + $("#article_id").val();
param = param + '&y_name=' + $("#y_name").val();
param = param + '&y_email=' + $("#y_email").val();
param = param + '&f_name=' + $("#f_name").val();
param = param + '&f_email=' + $("#f_email").val();
param = param + '&y_msg=' + $("#y_msg").val();
$.ajax({
type: "POST",
url: 'https://im4change.in/post_share_article',
data: param,
success: function (response) {
$('#share-modal').html("Thank You, Your message posted to ");
}
});
return false;
}
</script> </div>
</div>
<!-- Right Side Section Start -->
<!-- MAP Section START -->
<aside class="sidebar indexMarg">
<div class="ad-cell">
<a href="https://im4change.in/statemap.php" title="">
<img src="https://im4change.in/images/map_new_version.png?1582080666" alt="India State Map" class="indiamap" width="232" height="252"/> </a>
<div class="rightmapbox">
<div id="sideOne" class="docltitle"><a href="https://im4change.in/state-report/india/36" target="_blank">DOCUMENTS/
REPORTS</a></div>
<div id="sideTwo" class="statetitle"><a href="https://im4change.in/states.php"target="_blank">STATE DATA/
HDRs.</a></div>
</div>
<div class="widget widgePadTop"></div>
</div>
</aside>
<!-- MAP Section END -->
<aside class="sidebar sidePadbottom">
<div class="rightsmlbox1" >
<a href="https://im4change.in/knowledge_gateway" target="_blank" style="color: #035588;
font-size: 17px;">
KNOWLEDGE GATEWAY
</a>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title">
<a href="https://im4change.in/newsletter" target="_blank">
NEWSLETTER
</a>
</p>
</div>
</div>
<div class="rightsmlbox1" style="height: 325px;">
<div>
<p class="rightsmlbox1_title">
Interview with Prof. Ravi Srivastava
</p>
<p class="rightsmlbox1_title">
<a href="https://im4change.in/video/interview-with-prof-ravi-srivastava-on-current-economic-crisis">
<img width="250" height="200" src="/images/interview_video_home.jpg" alt="Interview with Prof. Ravi Srivastava"/>
</a>
<!--
<iframe width="250" height="200" src="https://www.youtube.com/embed/MmaTlntk-wc" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen=""></iframe>-->
</p>
<a href="https://im4change.in/videogallery" class="more-link CatArchalAnch1" target="_blank">
More videos
</a>
</div>
</div>
<div class="rightsmlbox1">
<div>
<!--div id="sstory" class="rightboxicons"></div--->
<p class="rightsmlbox1_title"><a href="https://im4change.in/list-success-stories" target="_blank">Success Stories</a></p>
</div>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title"><a
href="https://im4change.in/interviews" target="_blank">Interviews</a>
</p>
</div>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title"><a href="https://www.commoncause.in/page.php?id=10" >Donate</a></p>
</div>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title"><a
href="https://im4change.in/marquee"
class="isf_link more-link" title="India Focus?" style="border: 4px solid #fdd922;width: 90%;background-color: #fdd922;text-align: center;color: #000000;font-size:18px" target="_blank">India Focus</a></p> </div>
</div>
<div class="rightsmlbox1" style="height: 104px !important;">
<a href="https://im4change.in/quarterly_reports.php" target="_blank">
Quarterly Reports on Effect of Economic Slowdown on Employment in India (2008 - 2015)
</a>
</div>
<!-- <div class="rightsmlbox1">
<a href="https://play.google.com/store/apps/details?id=com.im4.im4change" target="_blank">
</a></div> -->
<!-- <section class="cat-box recent-box secMarg">
<h2 class="cat-box-title">Most Visited</h2>
</section> -->
<!-- accordion Starts here -->
<!-- <div id="accordion" class="accordMarg">
</div> -->
<!-- accordion ends here -->
<!-- Widget Tag Cloud Starts here -->
<div id="tag_cloud-2" class="widget widget_tag_cloud">
<section class="cat-box recent-box secMarg">
<h2 class="cat-box-title">MOST VISITED TAGS</h2>
</section>
<div class="widget-top wiPdTp">
<div class="stripe-line"></div>
</div>
<div class="widget-container">
<div class="tagcloud">
<a href="https://im4change.in/search?qryStr=Agriculture"
target="_blank" class="tag-link-4 font4">Agriculture</a>
<a href="https://im4change.in/search?qryStr=Food Security"
target="_blank" class="tag-link-4 font4">Food Security</a>
<a href="https://im4change.in/search?qryStr=Law and Justice"
target="_blank" class="tag-link-4 font4">Law and Justice</a>
<a href="https://im4change.in/search?qryStr=Health"
target="_blank" class="tag-link-4 font4">Health</a>
<a href="https://im4change.in/search?qryStr=Right to Food"
target="_blank" class="tag-link-4 font4">Right to Food</a>
<a href="https://im4change.in/search?qryStr=Corruption"
target="_blank" class="tag-link-4 font4">Corruption</a>
<a href="https://im4change.in/search?qryStr=farming"
target="_blank" class="tag-link-4 font4">farming</a>
<a href="https://im4change.in/search?qryStr=Environment"
target="_blank" class="tag-link-4 font4">Environment</a>
<a href="https://im4change.in/search?qryStr=Right to Information"
target="_blank" class="tag-link-4 font4">Right to Information</a>
<a href="https://im4change.in/search?qryStr=NREGS"
target="_blank" class="tag-link-4 font4">NREGS</a>
<a href="https://im4change.in/search?qryStr=Human Rights"
target="_blank" class="tag-link-4 font4">Human Rights</a>
<a href="https://im4change.in/search?qryStr=Governance"
target="_blank" class="tag-link-4 font4">Governance</a>
<a href="https://im4change.in/search?qryStr=PDS"
target="_blank" class="tag-link-4 font4">PDS</a>
<a href="https://im4change.in/search?qryStr=COVID-19"
target="_blank" class="tag-link-4 font4">COVID-19</a>
<a href="https://im4change.in/search?qryStr=Land Acquisition"
target="_blank" class="tag-link-4 font4">Land Acquisition</a>
<a href="https://im4change.in/search?qryStr=mgnrega"
target="_blank" class="tag-link-4 font4">mgnrega</a>
<a href="https://im4change.in/search?qryStr=Farmers"
target="_blank" class="tag-link-4 font4">Farmers</a>
<a href="https://im4change.in/search?qryStr=transparency"
target="_blank" class="tag-link-4 font4">transparency</a>
<a href="https://im4change.in/search?qryStr=Gender"
target="_blank" class="tag-link-4 font4">Gender</a>
<a href="https://im4change.in/search?qryStr=Poverty"
target="_blank" class="tag-link-4 font4">Poverty</a>
<a href="https://im4change.in/search?qryStr=Farm Laws" target="_blank" class="tag-link-4 font4">Farm Laws
</a>
<a href="https://im4change.in/search?qryStr=Citizenship Amendment Act" target="_blank" class="tag-link-4 font4">Citizenship Amendment Act
</a>
<a href="https://im4change.in/search?qryStr=CAA NPR NRIC" target="_blank" class="tag-link-4 font4">CAA NPR NRIC
</a>
<a href="https://im4change.in/search?qryStr=Job Losses" target="_blank" class="tag-link-4 font4">Job Losses
</a>
<a href="https://im4change.in/search?qryStr=Migrant Workers" target="_blank" class="tag-link-4 font4">Migrant Workers
</a>
<a href="https://im4change.in/search?qryStr=Unemployment" target="_blank" class="tag-link-4 font4">Unemployment
</a>
<a href="https://im4change.in/search?qryStr=PMGKAY" target="_blank" class="tag-link-4 font4">PMGKAY
</a>
<a href="https://im4change.in/search?qryStr=PM-KISAN" target="_blank" class="tag-link-4 font4">PM-KISAN
</a>
<a href="https://im4change.in/search?qryStr=PM-CARES" target="_blank" class="tag-link-4 font4">PM-CARES
</a>
<a href="https://im4change.in/search?qryStr=LFPR" target="_blank" class="tag-link-4 font4">LFPR
</a>
</div>
</div>
</div>
<!-- Widget Tag Cloud Ends here -->
</aside>
<!-- Right Side Section End -->
</div>
<section class="cat-box cats-review-box footerSec">
<h2 class="cat-box-title vSec CatArcha">Video
Archives</h2>
<h2 class="cat-box-title CatArchaTitle">Archives</h2>
<div class="cat-box-content">
<div class="reviews-cat">
<div class="CatArchaDiv1">
<div class="CatArchaDiv2">
<ul>
<li>
<a href="https://im4change.in/news-alerts-57/moving-upstream-luni-fellowship.html" target="_blank">
Moving Upstream: Luni – Fellowship </a>
</li>
<li>
<a href="https://im4change.in/news-alerts-57/135-million-indians-exited-multidimensional-poverty-as-per-government-figures-is-that-the-same-as-poverty-reduction.html" target="_blank">
135 Million Indians Exited “Multidimensional" Poverty as per Government... </a>
</li>
<li>
<a href="https://im4change.in/news-alerts-57/explainer-why-are-tomato-prices-on-fire.html" target="_blank">
Explainer: Why are Tomato Prices on Fire? </a>
</li>
<li>
<a href="https://im4change.in/news-alerts-57/nsso-survey-only-39-1-of-all-households-have-drinking-water-within-dwelling-46-7-of-rural-households-use-firewood-for-cooking.html" target="_blank">
NSSO Survey: Only 39.1% of all Households have Drinking... </a>
</li>
<li class="CatArchalLi1">
<a href="https://im4change.in/news-alerts-57"
class="more-link CatArchalAnch1" target="_blank">
More...
</a>
</li>
</ul>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/I51LYnP8BOk/1.jpg"
alt=" Im4Change.org हिंदी वेबसाइट का परिचय. Short Video on im4change.org...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Short-Video-on-im4change-Hindi-website-Inclusive-Media-for-Change" target="_blank">
Im4Change.org हिंदी वेबसाइट का परिचय. Short Video on im4change.org... </a>
</p>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/kNqha-SwfIY/1.jpg"
alt=" "Session 1: Scope of IDEA and AgriStack" in Exploring...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Session-1- Scope-of-IDEA-and-AgriStack-in-Exploring-Digitalisation-in-Agriculture-29-April-2022" target="_blank">
"Session 1: Scope of IDEA and AgriStack" in Exploring... </a>
</p>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/6kIVjlgZItk/1.jpg"
alt=" "Session 2: Farmer Centric Digitalisation in Agriculture" in Exploring...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Session-2-Farmer-Centric-Digitalisation-in-Agriculture-in-Exploring-Digitalisation-in-Agriculture-29-April-2022" target="_blank">
"Session 2: Farmer Centric Digitalisation in Agriculture" in Exploring... </a>
</p>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/2BeHTu0y7xc/1.jpg"
alt=" "Session 3: Future of Digitalisation in Agriculture" in Exploring...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Session-3-Future-of-Digitalisation-in-Agriculture-in-Exploring-Digitalisation-in-Agriculture-29-April-2022" target="_blank">
"Session 3: Future of Digitalisation in Agriculture" in Exploring... </a>
</p>
</div>
<div class="divWidth">
<ul class="divWidthMarg">
<li>
<a href="https://im4change.in/video/Public-Spending-on-Agriculture-in-India-Source-Foundation-for-Agrarian-Studies"
title="Public Spending on Agriculture in India (Source: Foundation for Agrarian Studies)" target="_blank">
Public Spending on Agriculture in India (Source: Foundation for...</a>
</li>
<li>
<a href="https://im4change.in/video/Agrarian-Change-Seminar-Protests-against-the-New-Farm-Laws-in-India-by-Prof-Vikas-Rawal-JNU-Source-Journal-Of-Agrarian-Change"
title="Agrarian Change Seminar: 'Protests against the New Farm Laws in India' by Prof. Vikas Rawal, JNU (Source: Journal Of Agrarian Change) " target="_blank">
Agrarian Change Seminar: 'Protests against the New Farm Laws...</a>
</li>
<li>
<a href="https://im4change.in/video/Webinar-Ramrao-The-Story-of-India-Farm-Crisis-Source-Azim-Premji-University"
title="Webinar: Ramrao - The Story of India's Farm Crisis (Source: Azim Premji University)" target="_blank">
Webinar: Ramrao - The Story of India's Farm Crisis...</a>
</li>
<li>
<a href="https://im4change.in/video/water-and-agricultural-transformation-in-India"
title="Water and Agricultural Transformation in India: A Symbiotic Relationship (Source: IGIDR)" target="_blank">
Water and Agricultural Transformation in India: A Symbiotic Relationship...</a>
</li>
<li class="CatArchalLi1">
<a href="https://im4change.in/videogallery"
class="more-link CatArchalAnch1" target="_blank">
More...
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
</section> </div>
<div class="clear"></div>
<!-- Footer option Starts here -->
<div class="footer-bottom fade-in animated4">
<div class="container">
<div class="social-icons icon_flat">
<p class="SocialMargTop"> Website Developed by <a target="_blank" title="Web Development"
class="wot right"
href="http://www.ravinderkhurana.com/" rel="nofollow">
RAVINDErkHURANA.com</a></p>
</div>
<div class="alignleft">
<a
target="_blank" href="https://im4change.in/objectives-8.html"
class="link"
title="Objectives">Objectives</a> | <a
target="_blank" href="https://im4change.in/about-us-9.html"
class="link" title="About Us">About Us</a> | <a
target="_blank" href="https://im4change.in/media-workshops.php"
class="ucwords">Workshops</a> | <a
target="_blank" href="https://im4change.in/disclaimer/disclaimer-149.html"
title="Disclaimer">Disclaimer</a> </div>
</div>
</div>
<!-- Footer option ends here -->
</div>
<div id="connect">
<a target="_blank"
href="http://www.facebook.com/sharer.php?u=https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html"
title="Share on Facebook">
<img src="https://im4change.in/images/Facebook.png?1582080640" alt="share on Facebook" class="ImgBorder"/>
</a><br/>
<a target="_blank"
href="http://twitter.com/share?text=Im4change&url=https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html"
title="Share on Twitter">
<img src="https://im4change.in/images/twitter.png?1582080632" alt="Twitter" class="ImgBorder"/> </a>
<br/>
<a href="/feeds" title="RSS Feed" target="_blank">
<img src="https://im4change.in/images/rss.png?1582080632" alt="RSS" class="ImgBorder"/>
</a>
<br/>
<a class="feedback-link" id="feedbackFormLink" href="#">
<img src="https://im4change.in/images/feedback.png?1582080630" alt="Feedback" class="ImgBorder"/>
</a> <br/>
<a href="javascript:function iprl5(){var d=document,z=d.createElement('scr'+'ipt'),b=d.body,l=d.location;try{if(!b)throw(0);d.title='(Saving...) '+d.title;z.setAttribute('src',l.protocol+'//www.instapaper.com/j/WKrH3R7ORD5p?u='+encodeURIComponent(l.href)+'&t='+(new Date().getTime()));b.appendChild(z);}catch(e){alert('Please wait until the page has loaded.');}}iprl5();void(0)"
class="bookmarklet" onclick="return explain_bookmarklet();">
<img src="https://im4change.in/images/read-it-later.png?1582080632" alt="Read Later" class="ImgBorder"/> </a>
</div>
<!-- Feedback form Starts here -->
<div id="feedbackForm" class="overlay_form" class="ImgBorder">
<h2>Contact Form</h2>
<div id="contactform1">
<div id="formleft">
<form id="submitform" action="/contactus.php" method="post">
<input type="hidden" name="submitform" value="submitform"/>
<input type="hidden" name="salt_key" value="a0e0f2c6a0644a70e57ad2c96829709a"/>
<input type="hidden" name="ref" value="feedback"/>
<fieldset>
<label>Name :</label>
<input type="text" name="name" class="tbox" required/>
</fieldset>
<fieldset>
<label>Email :</label>
<input type="text" name="email" class="tbox" required/>
</fieldset>
<fieldset>
<label>Message :</label>
<textarea rows="5" cols="20" name="message" required></textarea>
</fieldset>
<fieldset>
Please enter security code
<div class="clear"></div>
<input type="text" name="vrcode" class="tbox"/>
</fieldset>
<fieldset>
<input type="submit" class="button" value="Submit"/>
<a href="#" id="closefeedbakcformLink">Close</a>
</fieldset>
</form>
</div>
<div class="clearfix"></div>
</div>
</div>
<div id="donate_popup" class="modal" style="max-width: 800px;">
<table width="100%" border="1">
<tr>
<td colspan="2" align="center">
<b>Support im4change</b>
</td>
</tr>
<tr>
<td width="25%" valign="middle">
<img src="https://im4change.in/images/logo2.jpg?1582080632" alt="" width="100%"/> </td>
<td style="padding-left:10px;padding-top:10px;">
<form action="https://im4change.in/donate" method="get">
<table width="100%" cellpadding="2" cellspacing="2">
<tr>
<td width="33%" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
10
</td>
<td width="33%" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
100
</td>
<td width="33%" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
1000
</td>
</tr>
<tr>
<td colspan="3">
</td>
</tr>
<tr>
<td style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
50
</td>
<td style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
500
</td>
<td style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
<input type="text" name="price" placeholder="?" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
</td>
</tr>
<tr>
<td colspan="3">
</td>
</tr>
<tr>
<td colspan="3" align="right">
<input type="button" name="Pay" value="Pay"
style="width: 200px;background-color: rgb(205, 35, 36);color: #ffffff;"/>
</td>
</tr>
</table>
</form>
</td>
</tr>
</table>
</div><script type='text/javascript'>
/* <![CDATA[ */
var tievar = {'go_to': 'Go to...'};
/* ]]> */
</script>
<script src="/js/tie-scripts.js?1575549704"></script><script src="/js/bootstrap.js?1575549704"></script><script src="/js/jquery.modal.min.js?1578284310"></script><script>
$(document).ready(function() {
// tell the autocomplete function to get its data from our php script
$('#s').autocomplete({
source: "/autocomplete"
});
});
</script>
<script src="/vj-main-sw-register.js" async></script>
<script>function init(){var imgDefer=document.getElementsByTagName('img');for(var i=0;i<imgDefer.length;i++){if(imgDefer[i].getAttribute('data-src')){imgDefer[i].setAttribute('src',imgDefer[i].getAttribute('data-src'))}}}
window.onload=init;</script>
</body>
</html>'
}
$reasonPhrase = 'OK'
header - [internal], line ??
Cake\Http\ResponseEmitter::emitStatusLine() - CORE/src/Http/ResponseEmitter.php, line 148
Cake\Http\ResponseEmitter::emit() - CORE/src/Http/ResponseEmitter.php, line 54
Cake\Http\Server::emit() - CORE/src/Http/Server.php, line 141
[main] - ROOT/webroot/index.php, line 39
Warning (2): Cannot modify header information - headers already sent by (output started at /home/brlfuser/public_html/vendor/cakephp/cakephp/src/Error/Debugger.php:853) [CORE/src/Http/ResponseEmitter.php, line 181]
$response = object(Cake\Http\Response) {
'status' => (int) 200,
'contentType' => 'text/html',
'headers' => [
'Content-Type' => [
[maximum depth reached]
]
],
'file' => null,
'fileRange' => [],
'cookies' => object(Cake\Http\Cookie\CookieCollection) {},
'cacheDirectives' => [],
'body' => '<!DOCTYPE html>
<!--[if lt IE 7 ]>
<html class="ie ie6" lang='en'> <![endif]-->
<!--[if IE 7 ]>
<html class="ie ie7" lang='en'> <![endif]-->
<!--[if IE 8 ]>
<html class="ie ie8" lang='en'> <![endif]-->
<!--[if (gte IE 9)|!(IE)]><!-->
<html lang='en'>
<!--<![endif]-->
<head><meta http-equiv="Content-Type" content="text/html; charset=utf-8">
<title>
LATEST NEWS UPDATES | How data can address food security -Pravin Chandrasekaran </title>
<meta name="description" content="
-The Hindu Business Line
Given the analytical output, it will become easier for governments to take decisions
Global country risks, weather uncertainty, crop failure, lack of hedging instruments, increased capital costs, lack of insurance mechanisms and logistical bottlenecks are just a few..."/>
<meta name="keywords" content="data analysis,Food Security,Agriculture,farming"/>
<meta name="news_keywords" content="data analysis,Food Security,Agriculture,farming">
<link rel="alternate" type="application/rss+xml" title="ROR" href="/ror.xml"/>
<link rel="alternate" type="application/rss+xml" title="RSS 2.0" href="/feeds/"/>
<link rel="stylesheet" href="/css/bootstrap.min.css?1697864993"/> <link rel="stylesheet" href="/css/style.css?v=1.1.2"/> <link rel="stylesheet" href="/css/style-inner.css?1577045210"/> <link rel="stylesheet" id="Oswald-css"
href="https://fonts.googleapis.com/css?family=Oswald%3Aregular%2C700&ver=3.8.1" type="text/css"
media="all">
<link rel="stylesheet" href="/css/jquery.modal.min.css?1578285302"/> <script src="/js/jquery-1.10.2.js?1575549704"></script> <script src="/js/jquery-migrate.min.js?1575549704"></script> <link rel="shortcut icon" href="/favicon.ico" title="Favicon">
<link rel="stylesheet" href="/css/jquery-ui.css?1580720609"/> <script src="/js/jquery-ui.js?1575549704"></script> <link rel="preload" as="style" href="https://www.im4change.org/css/custom.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel="preload" as="style" href="https://www.im4change.org/css/jquery.modal.min.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel="preload" as="style" href="https://www.im4change.org/css/jquery-ui.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel="preload" as="style" href="https://www.im4change.org/css/li-scroller.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<!-- <link rel="preload" as="style" href="https://www.im4change.org/css/style.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous"> -->
<link rel="preload" as="style" href="https://www.im4change.org/css/style-inner.css" onload="this.rel='stylesheet'" media="all" crossorigin="anonymous">
<link rel='dns-prefetch' href="//im4change.org/css/custom.css" crossorigin >
<link rel="preload" as="script" href="https://www.im4change.org/js/bootstrap.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery.li-scroller.1.0.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery.modal.min.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery.ui.totop.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery-1.10.2.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery-migrate.min.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/jquery-ui.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/setting.js">
<link rel="preload" as="script" href="https://www.im4change.org/js/tie-scripts.js">
<!--[if IE]>
<script type="text/javascript">jQuery(document).ready(function () {
jQuery(".menu-item").has("ul").children("a").attr("aria-haspopup", "true");
});</script>
<![endif]-->
<!--[if lt IE 9]>
<script src="/js/html5.js"></script>
<script src="/js/selectivizr-min.js"></script>
<![endif]-->
<!--[if IE 8]>
<link rel="stylesheet" type="text/css" media="all" href="/css/ie8.css"/>
<![endif]-->
<meta property="og:title" content="LATEST NEWS UPDATES | How data can address food security -Pravin Chandrasekaran" />
<meta property="og:url" content="https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html" />
<meta property="og:type" content="article" />
<meta property="og:description" content="
-The Hindu Business Line
Given the analytical output, it will become easier for governments to take decisions
Global country risks, weather uncertainty, crop failure, lack of hedging instruments, increased capital costs, lack of insurance mechanisms and logistical bottlenecks are just a few..." />
<meta property="og:image" content="" />
<meta property="fb:app_id" content="0" />
<meta name="viewport" content="width=device-width, initial-scale=1, maximum-scale=1, user-scalable=no">
<link rel="apple-touch-icon-precomposed" sizes="144x144" href="https://im4change.in/images/apple1.png">
<link rel="apple-touch-icon-precomposed" sizes="120x120" href="https://im4change.in/images/apple2.png">
<link rel="apple-touch-icon-precomposed" sizes="72x72" href="https://im4change.in/images/apple3.png">
<link rel="apple-touch-icon-precomposed" href="https://im4change.in/images/apple4.png">
<style>
.gsc-results-wrapper-overlay{
top: 38% !important;
height: 50% !important;
}
.gsc-search-button-v2{
border-color: #035588 !important;
background-color: #035588 !important;
}
.gsib_a{
height: 30px !important;
padding: 2px 8px 1px 6px !important;
}
.gsc-search-button-v2{
height: 41px !important;
}
input.gsc-input{
background: none !important;
}
@media only screen and (max-width: 600px) {
.gsc-results-wrapper-overlay{
top: 11% !important;
width: 87% !important;
left: 9% !important;
height: 43% !important;
}
.gsc-search-button-v2{
padding: 10px 10px !important;
}
.gsc-input-box{
height: 28px !important;
}
/* .gsib_a {
padding: 0px 9px 4px 9px !important;
}*/
}
@media only screen and (min-width: 1200px) and (max-width: 1920px) {
table.gsc-search-box{
width: 15% !important;
float: right !important;
margin-top: -118px !important;
}
.gsc-search-button-v2 {
padding: 6px !important;
}
}
</style>
<script>
$(function () {
$("#accordion").accordion({
event: "click hoverintent"
});
});
/*
* hoverIntent | Copyright 2011 Brian Cherne
* http://cherne.net/brian/resources/jquery.hoverIntent.html
* modified by the jQuery UI team
*/
$.event.special.hoverintent = {
setup: function () {
$(this).bind("mouseover", jQuery.event.special.hoverintent.handler);
},
teardown: function () {
$(this).unbind("mouseover", jQuery.event.special.hoverintent.handler);
},
handler: function (event) {
var currentX, currentY, timeout,
args = arguments,
target = $(event.target),
previousX = event.pageX,
previousY = event.pageY;
function track(event) {
currentX = event.pageX;
currentY = event.pageY;
}
;
function clear() {
target
.unbind("mousemove", track)
.unbind("mouseout", clear);
clearTimeout(timeout);
}
function handler() {
var prop,
orig = event;
if ((Math.abs(previousX - currentX) +
Math.abs(previousY - currentY)) < 7) {
clear();
event = $.Event("hoverintent");
for (prop in orig) {
if (!(prop in event)) {
event[prop] = orig[prop];
}
}
// Prevent accessing the original event since the new event
// is fired asynchronously and the old event is no longer
// usable (#6028)
delete event.originalEvent;
target.trigger(event);
} else {
previousX = currentX;
previousY = currentY;
timeout = setTimeout(handler, 100);
}
}
timeout = setTimeout(handler, 100);
target.bind({
mousemove: track,
mouseout: clear
});
}
};
</script>
<script type="text/javascript">
var _gaq = _gaq || [];
_gaq.push(['_setAccount', 'UA-472075-3']);
_gaq.push(['_trackPageview']);
(function () {
var ga = document.createElement('script');
ga.type = 'text/javascript';
ga.async = true;
ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
var s = document.getElementsByTagName('script')[0];
s.parentNode.insertBefore(ga, s);
})();
</script>
<link rel="stylesheet" href="/css/custom.css?v=1.16"/> <script src="/js/jquery.ui.totop.js?1575549704"></script> <script src="/js/setting.js?1575549704"></script> <link rel="manifest" href="/manifest.json">
<meta name="theme-color" content="#616163" />
<meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black">
<meta name="apple-mobile-web-app-title" content="im4change">
<link rel="apple-touch-icon" href="/icons/logo-192x192.png">
</head>
<body id="top" class="home inner blog">
<div class="background-cover"></div>
<div class="wrapper animated">
<header id="theme-header" class="header_inner" style="position: relative;">
<div class="logo inner_logo" style="left:20px !important">
<a title="Home" href="https://im4change.in/">
<img src="https://im4change.in/images/logo2.jpg?1582080632" class="logo_image" alt="im4change"/> </a>
</div>
<div class="langhindi" style="color: #000;display:none;"
href="https://im4change.in/">
<a class="more-link" href="https://im4change.in/">Home</a>
<a href="https://im4change.in/hindi/" class="langbutton ">हिन्दी</a>
</div>
<nav class="fade-in animated2" id="main-nav">
<div class="container">
<div class="main-menu">
<ul class="menu" id="menu-main">
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children"
style="left: -40px;"><a
target="_blank" href="https://im4change.in/">Home</a>
</li>
<li class="menu-item mega-menu menu-item-type-taxonomy mega-menu menu-item-object-category mega-menu menu-item-has-children parent-list"
style=" margin-left: -40px;"><a href="#">KNOWLEDGE GATEWAY <span class="sub-indicator"></span>
</a>
<div class="mega-menu-block background_menu" style="padding-top:25px;">
<div class="container">
<div class="mega-menu-content">
<div class="mega-menu-item">
<h3><b>Farm Crisis</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/farmers039-suicides-14.html"
class="left postionrel">Farm Suicides </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/unemployment-30.html"
class="left postionrel">Unemployment </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/rural-distress-70.html"
class="left postionrel">Rural distress </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/migration-34.html"
class="left postionrel">Migration </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/key-facts-72.html"
class="left postionrel">Key Facts </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/farm-crisis/debt-trap-15.html"
class="left postionrel">Debt Trap </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Empowerment</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/union-budget-73.html"
class="left postionrel">Union Budget And Other Economic Policies </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/forest-and-tribal-rights-61.html"
class="left postionrel">Forest and Tribal Rights </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-education-60.html"
class="left postionrel">Right to Education </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-food-59.html"
class="left postionrel">Right to Food </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/displacement-3279.html"
class="left postionrel">Displacement </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-work-mg-nrega-39.html"
class="left postionrel">Right to Work (MG-NREGA) </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/gender-3280.html"
class="left postionrel">GENDER </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/right-to-information-58.html"
class="left postionrel">Right to Information </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/empowerment/social-audit-48.html"
class="left postionrel">Social Audit </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Hunger / HDI</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/poverty-and-inequality-20499.html"
class="left postionrel">Poverty and inequality </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/malnutrition-41.html"
class="left postionrel">Malnutrition </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/public-health-51.html"
class="left postionrel">Public Health </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/education-50.html"
class="left postionrel">Education </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/hunger-overview-40.html"
class="left postionrel">Hunger Overview </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/hdi-overview-45.html"
class="left postionrel">HDI Overview </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/pds-ration-food-security-42.html"
class="left postionrel">PDS/ Ration/ Food Security </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/sdgs-113.html"
class="left postionrel">SDGs </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/hunger-hdi/mid-day-meal-scheme-mdms-53.html"
class="left postionrel">Mid Day Meal Scheme (MDMS) </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Environment</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/environment/time-bomb-ticking-52.html"
class="left postionrel">Time Bomb Ticking </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/environment/water-and-sanitation-55.html"
class="left postionrel">Water and Sanitation </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/environment/impact-on-agriculture-54.html"
class="left postionrel">Impact on Agriculture </a>
</p>
</div>
<div class="mega-menu-item">
<h3><b>Law & Justice</b></h3>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/social-justice-20500.html"
class="left postionrel">Social Justice </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/access-to-justice-47.html"
class="left postionrel">Access to Justice </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/human-rights-56.html"
class="left postionrel">Human Rights </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/corruption-35.html"
class="left postionrel">Corruption </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/general-insecurity-46.html"
class="left postionrel">General Insecurity </a>
</p>
<p style="padding-left:5px;">
<a target="_blank" href="https://im4change.in/law-justice/disaster-relief-49.html"
class="left postionrel">Disaster & Relief </a>
</p>
</div>
</div>
</div>
</div>
</li>
<li class="menu-item menu-item-type-post_type menu-item-object-page "><a target="_blank" href="https://im4change.in/nceus_reports.php">NCEUS reports</a>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children parent-list ">
<a target="_blank" href="https://im4change.in/about-us-9.html">About Us <span
class="sub-indicator"></span></a>
<ul class="sub-menu aboutmenu">
<li class="menu-item menu-item-type-post_type menu-item-object-page"><a
target="_blank" href="https://im4change.in/objectives-8.html">Objectives</a>
</li>
<li class="menu-item menu-item-type-post_type menu-item-object-page"><a
target="_blank" href="https://im4change.in/contactus.php">Contact
Us</a></li>
<li class="menu-item menu-item-type-post_type menu-item-object-page"><a
target="_blank" href="https://im4change.in/about-us-9.html">About
Us</a></li>
</ul>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children ">
<a target="_blank" href="https://im4change.in/fellowships.php" title="Fellowships">Fellowships</a>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children "><a
target="_blank" href="https://im4change.in/media-workshops.php">Workshops</a>
</li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children "><a
target="_blank" href="https://im4change.in/research.php">Research</a></li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children "><a
target="_blank" href="https://im4change.in/links-64">Partners</a></li>
<li class="menu-item menu-item-type-custom menu-item-object-custom menu-item-has-children"
id="menu-item-539"><a target="_blank" href="https://im4change.in/hindi/"
class="langbutton langlinkfont17">हिन्दी</a></li>
</ul>
</div> </div>
<!-- <div style="float: right;">
<script async src="https://cse.google.com/cse.js?cx=18b4f2e0f11bed3dd"></script>
<div class="gcse-search"></div>
</div> -->
<div class="search-block" style=" margin-left: 8px; margin-right: 7px;">
<form method="get" id="searchform" name="searchform"
action="https://im4change.in/search"
onsubmit="return searchvalidate();">
<button class="search-button" type="submit" value="Search"></button>
<input type="text" id="s" name="qryStr" value=""
onfocus="if (this.value == 'Search...') {this.value = '';}"
onblur="if (this.value == '') {this.value = 'Search...';}">
</form>
</div>
</nav>
</header>
<div class="container">
<div id="main-content" class=" main1 container fade-in animated3 sidebar-narrow-left">
<div class="content-wrap">
<div class="content" style="width: 900px;min-height: 500px;">
<section class="cat-box recent-box innerCatRecent">
<h1 class="cat-box-title">How data can address food security -Pravin Chandrasekaran</h1>
<a href="JavaScript:void(0);" onclick="return shareArticle(24717);">
<img src="https://im4change.in/images/email.png?1582080630" border="0" width="24" align="right" alt="Share this article"/> </a>
<a href="https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898/print"
rel="nofollow">
<img src="https://im4change.in/images/icon-print.png?1582080630" border="0" width="24" align="right" alt="Share this article"/>
</a>
</section>
<section class="recent-box innerCatRecent">
<small class="pb-1"><span class="dateIcn">
<img src="https://im4change.in/images/published.svg?1582080666" alt="published"/>
Published on</span><span class="text-date"> May 3, 2014</span>
<span
class="dateIcn">
<img src="https://im4change.in/images/modified.svg?1582080666" alt="modified"/> Modified on </span><span class="text-date"> May 3, 2014</span>
</small>
</section>
<div class="clear"></div>
<div style="padding-top: 10px;">
<div class="innerLineHeight">
<div class="middleContent innerInput latest-news-updates">
<table>
<tr>
<td>
<div>
<div align="justify">-The Hindu Business Line</div><p align="justify"><br /><em>Given the analytical output, it will become easier for governments to take decisions</em></p><p align="justify">Global country risks, weather uncertainty, crop failure, lack of hedging instruments, increased capital costs, lack of insurance mechanisms and logistical bottlenecks are just a few of the issues that lead to volatility in prices of agricultural commodities.</p><p align="justify">This volatility, combined with a steady increase in demand for food around the world, has forced us to accept that food security is a national issue without borders.</p><p align="justify">From a food demand standpoint, two key changes are happening.</p><p align="justify">First, more people are coming out of poverty in various parts of the world, creating demand led by an associated income effect. Second, rising population is driving up demand.</p><p align="justify">On the supply front, while there have been improvements, the steadiness exhibited on the demand side has, unfortunately, seldom been complemented on the supply side. Invariably, there have also been a lot of supply shocks forcing us to face the prospect of scarcity in agricultural produce.</p><p align="justify"><em>Land investments</em></p><p align="justify">To address the issue above, governments have included Food Security on their national agendas and even created sovereign funds to invest in agricultural commodities.</p><p align="justify">In my opinion, this hasn't yet provided a robust solution, as these investments thus far have mainly gone towards land ownership.</p><p align="justify">For example, the West Asian countries own considerable land in South America and in the Black Sea region. As we have observed, neither does land ownership guarantee actual supply of agricultural goods, nor is it the optimal decision for incentivising growth in production. In short, capital allocation in this manner is relatively inefficient and can easily lead to inefficient future outcomes.</p><p align="justify"><em>Analysing data</em></p><p align="justify">Data analytics can solve this inefficiency problem.</p><p align="justify">A keen review of data can tell us what assets to invest in and where to invest, so that people can be secure in having food on their table and know in advance how much their meal is going to cost them.</p><p align="justify">To illustrate my point, let's take the example of bread and West Asia. While bread is a staple food in the region, wheat is barely grown in that part of the world. West Asia is a net importer of wheat, and it pays the world market prices to acquire wheat for bread production.</p><p align="justify">As the West Asia is petroleum-rich, it can afford to subsidise bread for its population.</p><p align="justify">To protect its interest in wheat, its governments have many options, including: 1) getting into long-term wheat supply agreements with a producer, like US/Russia/Ukraine, 2) buying arable land in South America to help secure wheat supply 3) owning ports and having control wheat distribution logistics. These are only some of the options at hand.</p><p align="justify">In the current time, in order to make the best choice, the region would ideally need to employ a bit of clairvoyance given the opacity inherent in this type long-term strategy planning. Barring that ability, what the region needs to do is look into critical data surrounding each of these options and make a predictive model of possible outcomes to determine which of the options is the most suitable.</p><p align="justify">In this model, the risks need to be quantified: risks associated with foreign policy decisions, for example can hurt wheat supply; yield reductions can increase prices and reduce wheat quality; improper logistics or a sudden increase of freight costs can hurt wheat purchases; and so on.</p><p align="justify">Factoring all of these risks and making an optimal decision based on myriad data inputs would be inordinately time consuming using even an expert's brain, we can agree. And yet, human decisions, supported often with only heuristics, still drive the majority of these far-reaching food policy decisions today.</p><p align="justify"><em>Analytical output</em></p><p align="justify">The power afforded by data analytics, as we have seen in other areas of policy and private sectors, can help solve the food security puzzle.</p><p align="justify">In the case described above, we would take all of the data on wheat we have - historical yields, prices, protein quality, origins, freight charges, water content, and weather forecast, and generate probabilistic scenarios of where the wheat that the West Asia demands will be grown in the world with a high probability of good-yield, the best prices, and logistical advantage.</p><p align="justify">Given this analytical output, decision-making for the governments becomes easier, and it is rooted in a calculated view of the future, with a greater confidence of prudent choice for investments in wheat origination.</p><p align="justify">If we now consider the whole world as a massive multiple of the wheat and West Asian scenario just discussed, it is clear the applications of data analytics in food security planning would have corresponding, positive multiplier effects on a global scale.</p><p align="justify">We would reduce lead times, increase yields, decrease wasteful inventories, reduce volatility of prices and bring the food from the producer to the consumer in much more efficient manners.</p><p align="justify">An irony we face as a global community is that we have ample food in the world being produced, but unfortunately it still often does not reach the people who need it, or when or if it does, it is at an unaffordable price.</p><p align="justify">As we look to the future, it is clear that data analytics and smart applications of information-based decision support in this arena will help both solve the ongoing food issues we contend with as well as give us a much greater chance of achieving food security.</p><p align="justify"><em>The writer is based in London and is the founder and Managing Director of OpalCrest (www.opalcrest.com). </em></p><p align="justify"> </p>
</div>
</td>
</tr>
</table>
</div>
</div>
</div>
<div class="clear"></div>
<br><a href="http://www.thehindubusinessline.com/markets/commodities/how-data-can-address-food-security/article5966067.ece" class="re" target="_blank">The Hindu Business Line, 1 May, 2014, http://www.thehindubusinessline.com/markets/commodities/how-data-can-address-food-security/article5966067.ece</a><div class="clear"></div>
<div style="padding-top: 18px;">
<p class="post-tag">Tagged with:
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=data analysis"
title="data analysis">
data analysis </a>
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=Food Security"
title="Food Security">
Food Security </a>
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=Agriculture"
title="Agriculture">
Agriculture </a>
<a class="tagcloud5"
href="https://im4change.in/search?qryStr=farming"
title="farming">
farming </a>
</p>
</div>
<div class="clear"></div>
<br><br>
<div class="widget-top">
<h4>Related Articles</h4>
<div class="stripe-line"></div>
</div>
<div class="widget-container">
<ul id="recentcomments">
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/tur-nomics-prices-of-india-s-favourite-dal-heat-up-akshi-chawla.html"
title="Tur-nomics: Prices of India’s Favourite Dal Heat Up - Akshi Chawla">
Tur-nomics: Prices of India’s Favourite Dal Heat Up - Akshi Chawla </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/monsoon-takes-pause-in-august-after-july-deluge-el-nino-may-further-weaken-rains-rural-voice.html"
title="Monsoon takes pause in August after July deluge, El Nino may further weaken rains - Rural Voice">
Monsoon takes pause in August after July deluge, El Nino may further weaken rains - Rural Voice </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/food-inflation-increases-to-11-51-in-july-highest-in-3-5-years.html"
title="Food Inflation Increases to 11.51% in July, Highest in 3.5 Years">
Food Inflation Increases to 11.51% in July, Highest in 3.5 Years </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/is-the-land-really-mine-amrutha-kosuru.html"
title="Is the land really mine? - Amrutha Kosuru">
Is the land really mine? - Amrutha Kosuru </a>
</li>
<li class="recentcomments">
<a href="https://im4change.in/latest-news-updates/imd-predicts-normal-rainfall-but-indian-monsoon-skewed-and-anomalous-so-far-carbon-copy.html"
title="IMD Predicts Normal Rainfall, but Indian Monsoon Skewed And Anomalous so Far - Carbon Copy">
IMD Predicts Normal Rainfall, but Indian Monsoon Skewed And Anomalous so Far - Carbon Copy </a>
</li>
</ul>
</div>
<div class="comment-respond" id="respond">
<a name="commentbox"> </a>
<h3 class="comment-reply-title" id="reply-title">Write Comments</h3>
<form method="post" accept-charset="utf-8" role="form" action="/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html"><div style="display:none;"><input type="hidden" name="_method" value="POST"/></div> <form class="comment-form" id="commentform" method="post" action="#commentbox" onSubmit="return validate()"
name="cmtform">
<input type="hidden" name="cmttype" value="articlecmt"/>
<input type="hidden" name="article_id" value="24717"/>
<p class="comment-notes">Your email address will not be published. Required fields are marked <span
class="required">*</span></p>
<p class="comment-form-author">
<label for="commenterName">Name</label>
<span class="required">*</span>
<input type="text" aria-required="true" size="30"
value=""
name="commenterName" id="commenterName" required="true">
</p>
<p class="comment-form-email">
<label for="commenterEmail">Email</label> <span class="required">*</span>
<input aria-required="true" size="30" name="commenterEmail" id="commenterEmail" type="email"
value=""
required="true">
</p>
<p class="comment-form-contact">
<label for="commenterPh">Contact No.</label>
<input type="text" size="30"
value=""
name="commenterPh" id="commenterPh">
</p>
<p class="comment-form-comment">
<label for="comment">Comment</label>
<textarea aria-required="true" required="true" rows="8" cols="45" name="comment"
id="comment"></textarea>
</p>
<p class="comment-form-comment">
<label for="comment">Type the characters you see in the image below <span class="required">*</span><br><img
class="captchaImg"
src="https://im4change.in/securimage_show_art.php?tk=395455540" alt="captcha"/>
</label>
</p>
<input type="text" name="vrcode" required="true"/>
<p class="form-submit" style="width: 200px;">
<input type="submit" value="Post Comment" id="submit" name="submit">
</p></form>
</div>
<style>
.ui-widget-content {
height: auto !important;
}
</style>
<div id="share-modal"></div>
<style>
.middleContent a{
background-color: rgba(108,172,228,.2);
}
.middleContent a:hover{
background-color: #418fde;
border-color: #418fde;
color: #000;
}
</style>
<script>
function shareArticle(article_id) {
var options = {
modal: true,
height: 'auto',
width: 600 + 'px'
};
$('#share-modal').html("");
$('#share-modal').load('https://im4change.in/share_article?article_id=' + article_id).dialog(options).dialog('open');
}
function postShare() {
var param = 'article_id=' + $("#article_id").val();
param = param + '&y_name=' + $("#y_name").val();
param = param + '&y_email=' + $("#y_email").val();
param = param + '&f_name=' + $("#f_name").val();
param = param + '&f_email=' + $("#f_email").val();
param = param + '&y_msg=' + $("#y_msg").val();
$.ajax({
type: "POST",
url: 'https://im4change.in/post_share_article',
data: param,
success: function (response) {
$('#share-modal').html("Thank You, Your message posted to ");
}
});
return false;
}
</script> </div>
</div>
<!-- Right Side Section Start -->
<!-- MAP Section START -->
<aside class="sidebar indexMarg">
<div class="ad-cell">
<a href="https://im4change.in/statemap.php" title="">
<img src="https://im4change.in/images/map_new_version.png?1582080666" alt="India State Map" class="indiamap" width="232" height="252"/> </a>
<div class="rightmapbox">
<div id="sideOne" class="docltitle"><a href="https://im4change.in/state-report/india/36" target="_blank">DOCUMENTS/
REPORTS</a></div>
<div id="sideTwo" class="statetitle"><a href="https://im4change.in/states.php"target="_blank">STATE DATA/
HDRs.</a></div>
</div>
<div class="widget widgePadTop"></div>
</div>
</aside>
<!-- MAP Section END -->
<aside class="sidebar sidePadbottom">
<div class="rightsmlbox1" >
<a href="https://im4change.in/knowledge_gateway" target="_blank" style="color: #035588;
font-size: 17px;">
KNOWLEDGE GATEWAY
</a>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title">
<a href="https://im4change.in/newsletter" target="_blank">
NEWSLETTER
</a>
</p>
</div>
</div>
<div class="rightsmlbox1" style="height: 325px;">
<div>
<p class="rightsmlbox1_title">
Interview with Prof. Ravi Srivastava
</p>
<p class="rightsmlbox1_title">
<a href="https://im4change.in/video/interview-with-prof-ravi-srivastava-on-current-economic-crisis">
<img width="250" height="200" src="/images/interview_video_home.jpg" alt="Interview with Prof. Ravi Srivastava"/>
</a>
<!--
<iframe width="250" height="200" src="https://www.youtube.com/embed/MmaTlntk-wc" frameborder="0" allow="accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture" allowfullscreen=""></iframe>-->
</p>
<a href="https://im4change.in/videogallery" class="more-link CatArchalAnch1" target="_blank">
More videos
</a>
</div>
</div>
<div class="rightsmlbox1">
<div>
<!--div id="sstory" class="rightboxicons"></div--->
<p class="rightsmlbox1_title"><a href="https://im4change.in/list-success-stories" target="_blank">Success Stories</a></p>
</div>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title"><a
href="https://im4change.in/interviews" target="_blank">Interviews</a>
</p>
</div>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title"><a href="https://www.commoncause.in/page.php?id=10" >Donate</a></p>
</div>
</div>
<div class="rightsmlbox1">
<div>
<p class="rightsmlbox1_title"><a
href="https://im4change.in/marquee"
class="isf_link more-link" title="India Focus?" style="border: 4px solid #fdd922;width: 90%;background-color: #fdd922;text-align: center;color: #000000;font-size:18px" target="_blank">India Focus</a></p> </div>
</div>
<div class="rightsmlbox1" style="height: 104px !important;">
<a href="https://im4change.in/quarterly_reports.php" target="_blank">
Quarterly Reports on Effect of Economic Slowdown on Employment in India (2008 - 2015)
</a>
</div>
<!-- <div class="rightsmlbox1">
<a href="https://play.google.com/store/apps/details?id=com.im4.im4change" target="_blank">
</a></div> -->
<!-- <section class="cat-box recent-box secMarg">
<h2 class="cat-box-title">Most Visited</h2>
</section> -->
<!-- accordion Starts here -->
<!-- <div id="accordion" class="accordMarg">
</div> -->
<!-- accordion ends here -->
<!-- Widget Tag Cloud Starts here -->
<div id="tag_cloud-2" class="widget widget_tag_cloud">
<section class="cat-box recent-box secMarg">
<h2 class="cat-box-title">MOST VISITED TAGS</h2>
</section>
<div class="widget-top wiPdTp">
<div class="stripe-line"></div>
</div>
<div class="widget-container">
<div class="tagcloud">
<a href="https://im4change.in/search?qryStr=Agriculture"
target="_blank" class="tag-link-4 font4">Agriculture</a>
<a href="https://im4change.in/search?qryStr=Food Security"
target="_blank" class="tag-link-4 font4">Food Security</a>
<a href="https://im4change.in/search?qryStr=Law and Justice"
target="_blank" class="tag-link-4 font4">Law and Justice</a>
<a href="https://im4change.in/search?qryStr=Health"
target="_blank" class="tag-link-4 font4">Health</a>
<a href="https://im4change.in/search?qryStr=Right to Food"
target="_blank" class="tag-link-4 font4">Right to Food</a>
<a href="https://im4change.in/search?qryStr=Corruption"
target="_blank" class="tag-link-4 font4">Corruption</a>
<a href="https://im4change.in/search?qryStr=farming"
target="_blank" class="tag-link-4 font4">farming</a>
<a href="https://im4change.in/search?qryStr=Environment"
target="_blank" class="tag-link-4 font4">Environment</a>
<a href="https://im4change.in/search?qryStr=Right to Information"
target="_blank" class="tag-link-4 font4">Right to Information</a>
<a href="https://im4change.in/search?qryStr=NREGS"
target="_blank" class="tag-link-4 font4">NREGS</a>
<a href="https://im4change.in/search?qryStr=Human Rights"
target="_blank" class="tag-link-4 font4">Human Rights</a>
<a href="https://im4change.in/search?qryStr=Governance"
target="_blank" class="tag-link-4 font4">Governance</a>
<a href="https://im4change.in/search?qryStr=PDS"
target="_blank" class="tag-link-4 font4">PDS</a>
<a href="https://im4change.in/search?qryStr=COVID-19"
target="_blank" class="tag-link-4 font4">COVID-19</a>
<a href="https://im4change.in/search?qryStr=Land Acquisition"
target="_blank" class="tag-link-4 font4">Land Acquisition</a>
<a href="https://im4change.in/search?qryStr=mgnrega"
target="_blank" class="tag-link-4 font4">mgnrega</a>
<a href="https://im4change.in/search?qryStr=Farmers"
target="_blank" class="tag-link-4 font4">Farmers</a>
<a href="https://im4change.in/search?qryStr=transparency"
target="_blank" class="tag-link-4 font4">transparency</a>
<a href="https://im4change.in/search?qryStr=Gender"
target="_blank" class="tag-link-4 font4">Gender</a>
<a href="https://im4change.in/search?qryStr=Poverty"
target="_blank" class="tag-link-4 font4">Poverty</a>
<a href="https://im4change.in/search?qryStr=Farm Laws" target="_blank" class="tag-link-4 font4">Farm Laws
</a>
<a href="https://im4change.in/search?qryStr=Citizenship Amendment Act" target="_blank" class="tag-link-4 font4">Citizenship Amendment Act
</a>
<a href="https://im4change.in/search?qryStr=CAA NPR NRIC" target="_blank" class="tag-link-4 font4">CAA NPR NRIC
</a>
<a href="https://im4change.in/search?qryStr=Job Losses" target="_blank" class="tag-link-4 font4">Job Losses
</a>
<a href="https://im4change.in/search?qryStr=Migrant Workers" target="_blank" class="tag-link-4 font4">Migrant Workers
</a>
<a href="https://im4change.in/search?qryStr=Unemployment" target="_blank" class="tag-link-4 font4">Unemployment
</a>
<a href="https://im4change.in/search?qryStr=PMGKAY" target="_blank" class="tag-link-4 font4">PMGKAY
</a>
<a href="https://im4change.in/search?qryStr=PM-KISAN" target="_blank" class="tag-link-4 font4">PM-KISAN
</a>
<a href="https://im4change.in/search?qryStr=PM-CARES" target="_blank" class="tag-link-4 font4">PM-CARES
</a>
<a href="https://im4change.in/search?qryStr=LFPR" target="_blank" class="tag-link-4 font4">LFPR
</a>
</div>
</div>
</div>
<!-- Widget Tag Cloud Ends here -->
</aside>
<!-- Right Side Section End -->
</div>
<section class="cat-box cats-review-box footerSec">
<h2 class="cat-box-title vSec CatArcha">Video
Archives</h2>
<h2 class="cat-box-title CatArchaTitle">Archives</h2>
<div class="cat-box-content">
<div class="reviews-cat">
<div class="CatArchaDiv1">
<div class="CatArchaDiv2">
<ul>
<li>
<a href="https://im4change.in/news-alerts-57/moving-upstream-luni-fellowship.html" target="_blank">
Moving Upstream: Luni – Fellowship </a>
</li>
<li>
<a href="https://im4change.in/news-alerts-57/135-million-indians-exited-multidimensional-poverty-as-per-government-figures-is-that-the-same-as-poverty-reduction.html" target="_blank">
135 Million Indians Exited “Multidimensional" Poverty as per Government... </a>
</li>
<li>
<a href="https://im4change.in/news-alerts-57/explainer-why-are-tomato-prices-on-fire.html" target="_blank">
Explainer: Why are Tomato Prices on Fire? </a>
</li>
<li>
<a href="https://im4change.in/news-alerts-57/nsso-survey-only-39-1-of-all-households-have-drinking-water-within-dwelling-46-7-of-rural-households-use-firewood-for-cooking.html" target="_blank">
NSSO Survey: Only 39.1% of all Households have Drinking... </a>
</li>
<li class="CatArchalLi1">
<a href="https://im4change.in/news-alerts-57"
class="more-link CatArchalAnch1" target="_blank">
More...
</a>
</li>
</ul>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/I51LYnP8BOk/1.jpg"
alt=" Im4Change.org हिंदी वेबसाइट का परिचय. Short Video on im4change.org...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Short-Video-on-im4change-Hindi-website-Inclusive-Media-for-Change" target="_blank">
Im4Change.org हिंदी वेबसाइट का परिचय. Short Video on im4change.org... </a>
</p>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/kNqha-SwfIY/1.jpg"
alt=" "Session 1: Scope of IDEA and AgriStack" in Exploring...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Session-1- Scope-of-IDEA-and-AgriStack-in-Exploring-Digitalisation-in-Agriculture-29-April-2022" target="_blank">
"Session 1: Scope of IDEA and AgriStack" in Exploring... </a>
</p>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/6kIVjlgZItk/1.jpg"
alt=" "Session 2: Farmer Centric Digitalisation in Agriculture" in Exploring...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Session-2-Farmer-Centric-Digitalisation-in-Agriculture-in-Exploring-Digitalisation-in-Agriculture-29-April-2022" target="_blank">
"Session 2: Farmer Centric Digitalisation in Agriculture" in Exploring... </a>
</p>
</div>
<div class="CatArchaWidth">
<img class="CatArchaImg"
src="https://img.youtube.com/vi/2BeHTu0y7xc/1.jpg"
alt=" "Session 3: Future of Digitalisation in Agriculture" in Exploring...">
<p class="CatArchaPPad">
<a href="https://im4change.in/video/Session-3-Future-of-Digitalisation-in-Agriculture-in-Exploring-Digitalisation-in-Agriculture-29-April-2022" target="_blank">
"Session 3: Future of Digitalisation in Agriculture" in Exploring... </a>
</p>
</div>
<div class="divWidth">
<ul class="divWidthMarg">
<li>
<a href="https://im4change.in/video/Public-Spending-on-Agriculture-in-India-Source-Foundation-for-Agrarian-Studies"
title="Public Spending on Agriculture in India (Source: Foundation for Agrarian Studies)" target="_blank">
Public Spending on Agriculture in India (Source: Foundation for...</a>
</li>
<li>
<a href="https://im4change.in/video/Agrarian-Change-Seminar-Protests-against-the-New-Farm-Laws-in-India-by-Prof-Vikas-Rawal-JNU-Source-Journal-Of-Agrarian-Change"
title="Agrarian Change Seminar: 'Protests against the New Farm Laws in India' by Prof. Vikas Rawal, JNU (Source: Journal Of Agrarian Change) " target="_blank">
Agrarian Change Seminar: 'Protests against the New Farm Laws...</a>
</li>
<li>
<a href="https://im4change.in/video/Webinar-Ramrao-The-Story-of-India-Farm-Crisis-Source-Azim-Premji-University"
title="Webinar: Ramrao - The Story of India's Farm Crisis (Source: Azim Premji University)" target="_blank">
Webinar: Ramrao - The Story of India's Farm Crisis...</a>
</li>
<li>
<a href="https://im4change.in/video/water-and-agricultural-transformation-in-India"
title="Water and Agricultural Transformation in India: A Symbiotic Relationship (Source: IGIDR)" target="_blank">
Water and Agricultural Transformation in India: A Symbiotic Relationship...</a>
</li>
<li class="CatArchalLi1">
<a href="https://im4change.in/videogallery"
class="more-link CatArchalAnch1" target="_blank">
More...
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
</section> </div>
<div class="clear"></div>
<!-- Footer option Starts here -->
<div class="footer-bottom fade-in animated4">
<div class="container">
<div class="social-icons icon_flat">
<p class="SocialMargTop"> Website Developed by <a target="_blank" title="Web Development"
class="wot right"
href="http://www.ravinderkhurana.com/" rel="nofollow">
RAVINDErkHURANA.com</a></p>
</div>
<div class="alignleft">
<a
target="_blank" href="https://im4change.in/objectives-8.html"
class="link"
title="Objectives">Objectives</a> | <a
target="_blank" href="https://im4change.in/about-us-9.html"
class="link" title="About Us">About Us</a> | <a
target="_blank" href="https://im4change.in/media-workshops.php"
class="ucwords">Workshops</a> | <a
target="_blank" href="https://im4change.in/disclaimer/disclaimer-149.html"
title="Disclaimer">Disclaimer</a> </div>
</div>
</div>
<!-- Footer option ends here -->
</div>
<div id="connect">
<a target="_blank"
href="http://www.facebook.com/sharer.php?u=https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html"
title="Share on Facebook">
<img src="https://im4change.in/images/Facebook.png?1582080640" alt="share on Facebook" class="ImgBorder"/>
</a><br/>
<a target="_blank"
href="http://twitter.com/share?text=Im4change&url=https://im4change.in/latest-news-updates/how-data-can-address-food-security-pravin-chandrasekaran-24898.html"
title="Share on Twitter">
<img src="https://im4change.in/images/twitter.png?1582080632" alt="Twitter" class="ImgBorder"/> </a>
<br/>
<a href="/feeds" title="RSS Feed" target="_blank">
<img src="https://im4change.in/images/rss.png?1582080632" alt="RSS" class="ImgBorder"/>
</a>
<br/>
<a class="feedback-link" id="feedbackFormLink" href="#">
<img src="https://im4change.in/images/feedback.png?1582080630" alt="Feedback" class="ImgBorder"/>
</a> <br/>
<a href="javascript:function iprl5(){var d=document,z=d.createElement('scr'+'ipt'),b=d.body,l=d.location;try{if(!b)throw(0);d.title='(Saving...) '+d.title;z.setAttribute('src',l.protocol+'//www.instapaper.com/j/WKrH3R7ORD5p?u='+encodeURIComponent(l.href)+'&t='+(new Date().getTime()));b.appendChild(z);}catch(e){alert('Please wait until the page has loaded.');}}iprl5();void(0)"
class="bookmarklet" onclick="return explain_bookmarklet();">
<img src="https://im4change.in/images/read-it-later.png?1582080632" alt="Read Later" class="ImgBorder"/> </a>
</div>
<!-- Feedback form Starts here -->
<div id="feedbackForm" class="overlay_form" class="ImgBorder">
<h2>Contact Form</h2>
<div id="contactform1">
<div id="formleft">
<form id="submitform" action="/contactus.php" method="post">
<input type="hidden" name="submitform" value="submitform"/>
<input type="hidden" name="salt_key" value="a0e0f2c6a0644a70e57ad2c96829709a"/>
<input type="hidden" name="ref" value="feedback"/>
<fieldset>
<label>Name :</label>
<input type="text" name="name" class="tbox" required/>
</fieldset>
<fieldset>
<label>Email :</label>
<input type="text" name="email" class="tbox" required/>
</fieldset>
<fieldset>
<label>Message :</label>
<textarea rows="5" cols="20" name="message" required></textarea>
</fieldset>
<fieldset>
Please enter security code
<div class="clear"></div>
<input type="text" name="vrcode" class="tbox"/>
</fieldset>
<fieldset>
<input type="submit" class="button" value="Submit"/>
<a href="#" id="closefeedbakcformLink">Close</a>
</fieldset>
</form>
</div>
<div class="clearfix"></div>
</div>
</div>
<div id="donate_popup" class="modal" style="max-width: 800px;">
<table width="100%" border="1">
<tr>
<td colspan="2" align="center">
<b>Support im4change</b>
</td>
</tr>
<tr>
<td width="25%" valign="middle">
<img src="https://im4change.in/images/logo2.jpg?1582080632" alt="" width="100%"/> </td>
<td style="padding-left:10px;padding-top:10px;">
<form action="https://im4change.in/donate" method="get">
<table width="100%" cellpadding="2" cellspacing="2">
<tr>
<td width="33%" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
10
</td>
<td width="33%" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
100
</td>
<td width="33%" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
1000
</td>
</tr>
<tr>
<td colspan="3">
</td>
</tr>
<tr>
<td style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
50
</td>
<td style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
500
</td>
<td style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
<input type="text" name="price" placeholder="?" style="font-family: 'Script Font', cursive, Arial;font-size: 20px;font-weight: 700;">
</td>
</tr>
<tr>
<td colspan="3">
</td>
</tr>
<tr>
<td colspan="3" align="right">
<input type="button" name="Pay" value="Pay"
style="width: 200px;background-color: rgb(205, 35, 36);color: #ffffff;"/>
</td>
</tr>
</table>
</form>
</td>
</tr>
</table>
</div><script type='text/javascript'>
/* <![CDATA[ */
var tievar = {'go_to': 'Go to...'};
/* ]]> */
</script>
<script src="/js/tie-scripts.js?1575549704"></script><script src="/js/bootstrap.js?1575549704"></script><script src="/js/jquery.modal.min.js?1578284310"></script><script>
$(document).ready(function() {
// tell the autocomplete function to get its data from our php script
$('#s').autocomplete({
source: "/autocomplete"
});
});
</script>
<script src="/vj-main-sw-register.js" async></script>
<script>function init(){var imgDefer=document.getElementsByTagName('img');for(var i=0;i<imgDefer.length;i++){if(imgDefer[i].getAttribute('data-src')){imgDefer[i].setAttribute('src',imgDefer[i].getAttribute('data-src'))}}}
window.onload=init;</script>
</body>
</html>'
}
$cookies = []
$values = [
(int) 0 => 'text/html; charset=UTF-8'
]
$name = 'Content-Type'
$first = true
$value = 'text/html; charset=UTF-8'
header - [internal], line ??
Cake\Http\ResponseEmitter::emitHeaders() - CORE/src/Http/ResponseEmitter.php, line 181
Cake\Http\ResponseEmitter::emit() - CORE/src/Http/ResponseEmitter.php, line 55
Cake\Http\Server::emit() - CORE/src/Http/Server.php, line 141
[main] - ROOT/webroot/index.php, line 39
LATEST NEWS UPDATES | How data can address food security -Pravin Chandrasekaran
How data can address food security -Pravin Chandrasekaran
Published on May 3, 2014
Modified on May 3, 2014
-The Hindu Business Line
Given the analytical output, it will become easier for governments to take decisions
Global country risks, weather uncertainty, crop failure, lack of hedging instruments, increased capital costs, lack of insurance mechanisms and logistical bottlenecks are just a few of the issues that lead to volatility in prices of agricultural commodities.
This volatility, combined with a steady increase in demand for food around the world, has forced us to accept that food security is a national issue without borders.
From a food demand standpoint, two key changes are happening.
First, more people are coming out of poverty in various parts of the world, creating demand led by an associated income effect. Second, rising population is driving up demand.
On the supply front, while there have been improvements, the steadiness exhibited on the demand side has, unfortunately, seldom been complemented on the supply side. Invariably, there have also been a lot of supply shocks forcing us to face the prospect of scarcity in agricultural produce.
Land investments
To address the issue above, governments have included Food Security on their national agendas and even created sovereign funds to invest in agricultural commodities.
In my opinion, this hasn't yet provided a robust solution, as these investments thus far have mainly gone towards land ownership.
For example, the West Asian countries own considerable land in South America and in the Black Sea region. As we have observed, neither does land ownership guarantee actual supply of agricultural goods, nor is it the optimal decision for incentivising growth in production. In short, capital allocation in this manner is relatively inefficient and can easily lead to inefficient future outcomes.
Analysing data
Data analytics can solve this inefficiency problem.
A keen review of data can tell us what assets to invest in and where to invest, so that people can be secure in having food on their table and know in advance how much their meal is going to cost them.
To illustrate my point, let's take the example of bread and West Asia. While bread is a staple food in the region, wheat is barely grown in that part of the world. West Asia is a net importer of wheat, and it pays the world market prices to acquire wheat for bread production.
As the West Asia is petroleum-rich, it can afford to subsidise bread for its population.
To protect its interest in wheat, its governments have many options, including: 1) getting into long-term wheat supply agreements with a producer, like US/Russia/Ukraine, 2) buying arable land in South America to help secure wheat supply 3) owning ports and having control wheat distribution logistics. These are only some of the options at hand.
In the current time, in order to make the best choice, the region would ideally need to employ a bit of clairvoyance given the opacity inherent in this type long-term strategy planning. Barring that ability, what the region needs to do is look into critical data surrounding each of these options and make a predictive model of possible outcomes to determine which of the options is the most suitable.
In this model, the risks need to be quantified: risks associated with foreign policy decisions, for example can hurt wheat supply; yield reductions can increase prices and reduce wheat quality; improper logistics or a sudden increase of freight costs can hurt wheat purchases; and so on.
Factoring all of these risks and making an optimal decision based on myriad data inputs would be inordinately time consuming using even an expert's brain, we can agree. And yet, human decisions, supported often with only heuristics, still drive the majority of these far-reaching food policy decisions today.
Analytical output
The power afforded by data analytics, as we have seen in other areas of policy and private sectors, can help solve the food security puzzle.
In the case described above, we would take all of the data on wheat we have - historical yields, prices, protein quality, origins, freight charges, water content, and weather forecast, and generate probabilistic scenarios of where the wheat that the West Asia demands will be grown in the world with a high probability of good-yield, the best prices, and logistical advantage.
Given this analytical output, decision-making for the governments becomes easier, and it is rooted in a calculated view of the future, with a greater confidence of prudent choice for investments in wheat origination.
If we now consider the whole world as a massive multiple of the wheat and West Asian scenario just discussed, it is clear the applications of data analytics in food security planning would have corresponding, positive multiplier effects on a global scale.
We would reduce lead times, increase yields, decrease wasteful inventories, reduce volatility of prices and bring the food from the producer to the consumer in much more efficient manners.
An irony we face as a global community is that we have ample food in the world being produced, but unfortunately it still often does not reach the people who need it, or when or if it does, it is at an unaffordable price.
As we look to the future, it is clear that data analytics and smart applications of information-based decision support in this arena will help both solve the ongoing food issues we contend with as well as give us a much greater chance of achieving food security.
The writer is based in London and is the founder and Managing Director of OpalCrest (www.opalcrest.com).
Write Comments