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]
Code Context


        trigger_error($message, E_USER_DEPRECATED);

    }
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 You can disable deprecation warnings by setting `Error.errorLevel` to `E_ALL & ~E_USER_DEPRECATED` in your config/app.php.'
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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
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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]
Code Context


        trigger_error($message, E_USER_DEPRECATED);

    }
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 You can disable deprecation warnings by setting `Error.errorLevel` to `E_ALL & ~E_USER_DEPRECATED` in your config/app.php.'
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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]
Code Context
            if (Configure::read('debug')) {

                trigger_error($message, E_USER_WARNING);

            } else {
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        LATEST NEWS UPDATES | What Surjit Bhalla got wrong about our study on spatial inequality in India -Vivek Dehejia    </title>
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Three richest states in India are three times as rich as three poorest, which is why we can&rsquo;t ignore spatial inequality.

In a recent review of James Crabtree&rsquo;s new book, The Billionaire Raj, also reviewed by me, columnist and part-time member..."/>
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Three richest states in India are three times as rich as three poorest, which is why we can&rsquo;t ignore spatial inequality.

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    <h1 class="cat-box-title">What Surjit Bhalla got wrong about our study on spatial inequality in India -Vivek Dehejia</h1>
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		 Published on</span><span class="text-date"> Aug 21, 2018</span>
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                            <div align="justify">-ThePrint.in<br /><br /><em>Three richest states in India are three times as rich as three poorest, which is why we can&rsquo;t ignore spatial inequality.<br /></em><br />In a recent review of James Crabtree&rsquo;s new book, The Billionaire Raj, also reviewed by me, columnist and part-time member of PM Modi&rsquo;s Economic Advisory Council, Surjit Bhalla, pays my co-author, political economist and presently data guru for the Indian National Congress, Praveen Chakravarty, the following compliment: &ldquo;In a much cited paper by Praveen Chakravarty and Vivek Dehejia (&lsquo;India&rsquo;s Curious Case of Economic Divergence&rsquo;) &mdash; Crabtree cites it approvingly as well &mdash; the authors contend that unlike other countries, India displays a divergence over time.&rdquo; Unfortunately, much of the rest of what he says about our argument is tendentious or plain wrong.<br /><br />Our 2016 briefing paper that Crabtree and he cited, along with our subsequent writings in Economic &amp; Political Weekly, and elsewhere, argue that India has been witnessing a skyrocketing spatial divergence of income per person &mdash; in particular, both between major states, and within them. Our empirical work uses standard and publicly available data on state-level income, as well as a novel data set that we developed at the IDFC Institute using nightlights luminosity as the first-order proxy for economic activity. Our headline finding is that the three richest states are three times as rich as the three poorest, clearly making India an outliner amongst major federal economic zones in the world.<br /><br />Our peer-reviewed research clearly demonstrates the fact of increasing spatial inequality in India, an observation which may or not coincide with increasing inter-personal inequality, in the sense of Thomas Piketty, which seems to be Bhalla&rsquo;s main bugbear. Unfortunately, in attempting to rebut our research, Bhalla seems to demonstrate a fundamental lack of understanding of our claim, as he tediously invokes the low R-squared (or &ldquo;goodness of fit&rdquo;) of our &ldquo;beta convergence&rdquo; regressions.<br /><br />To restate our claim: we argue that the &ldquo;null hypothesis&rdquo; of income convergence among major states is not supported by the data. And, paradoxically, the low R-squared in these regressions for India works in our favour and against Bhalla. He needs to prove that convergence is occurring; we just need to show that it is not proven &mdash; so states are diverging, at worst, or not converging, at best, neither of which fits the conventional narrative.<br /><br />What is more, Bhalla more or less entirely ignores our results on &ldquo;sigma convergence&rdquo; &mdash; which measures the variation in income per person among states at a point in time &mdash; which is&nbsp; a population-level statistic that is simply computed from data, to which no regression is attached, and hence no corresponding R-squared is required nor is offered. Given his statistical acumen, this is a puzzling misunderstanding by Bhalla.<br /><br />Please <a href="https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/" title="https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/">click here</a> to read more.</div>                                                           
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    <br><a href="https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/" class="re" target="_blank">ThePrint.in, 18 August, 2018, https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/</a><div class="clear"></div>
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    <h1 class="cat-box-title">What Surjit Bhalla got wrong about our study on spatial inequality in India -Vivek Dehejia</h1>
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                            <div align="justify">-ThePrint.in<br /><br /><em>Three richest states in India are three times as rich as three poorest, which is why we can&rsquo;t ignore spatial inequality.<br /></em><br />In a recent review of James Crabtree&rsquo;s new book, The Billionaire Raj, also reviewed by me, columnist and part-time member of PM Modi&rsquo;s Economic Advisory Council, Surjit Bhalla, pays my co-author, political economist and presently data guru for the Indian National Congress, Praveen Chakravarty, the following compliment: &ldquo;In a much cited paper by Praveen Chakravarty and Vivek Dehejia (&lsquo;India&rsquo;s Curious Case of Economic Divergence&rsquo;) &mdash; Crabtree cites it approvingly as well &mdash; the authors contend that unlike other countries, India displays a divergence over time.&rdquo; Unfortunately, much of the rest of what he says about our argument is tendentious or plain wrong.<br /><br />Our 2016 briefing paper that Crabtree and he cited, along with our subsequent writings in Economic &amp; Political Weekly, and elsewhere, argue that India has been witnessing a skyrocketing spatial divergence of income per person &mdash; in particular, both between major states, and within them. Our empirical work uses standard and publicly available data on state-level income, as well as a novel data set that we developed at the IDFC Institute using nightlights luminosity as the first-order proxy for economic activity. Our headline finding is that the three richest states are three times as rich as the three poorest, clearly making India an outliner amongst major federal economic zones in the world.<br /><br />Our peer-reviewed research clearly demonstrates the fact of increasing spatial inequality in India, an observation which may or not coincide with increasing inter-personal inequality, in the sense of Thomas Piketty, which seems to be Bhalla&rsquo;s main bugbear. Unfortunately, in attempting to rebut our research, Bhalla seems to demonstrate a fundamental lack of understanding of our claim, as he tediously invokes the low R-squared (or &ldquo;goodness of fit&rdquo;) of our &ldquo;beta convergence&rdquo; regressions.<br /><br />To restate our claim: we argue that the &ldquo;null hypothesis&rdquo; of income convergence among major states is not supported by the data. And, paradoxically, the low R-squared in these regressions for India works in our favour and against Bhalla. He needs to prove that convergence is occurring; we just need to show that it is not proven &mdash; so states are diverging, at worst, or not converging, at best, neither of which fits the conventional narrative.<br /><br />What is more, Bhalla more or less entirely ignores our results on &ldquo;sigma convergence&rdquo; &mdash; which measures the variation in income per person among states at a point in time &mdash; which is&nbsp; a population-level statistic that is simply computed from data, to which no regression is attached, and hence no corresponding R-squared is required nor is offered. Given his statistical acumen, this is a puzzling misunderstanding by Bhalla.<br /><br />Please <a href="https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/" title="https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/">click here</a> to read more.</div>                                                           
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    <br><a href="https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/" class="re" target="_blank">ThePrint.in, 18 August, 2018, https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/</a><div class="clear"></div>
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        LATEST NEWS UPDATES | What Surjit Bhalla got wrong about our study on spatial inequality in India -Vivek Dehejia    </title>
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Three richest states in India are three times as rich as three poorest, which is why we can&rsquo;t ignore spatial inequality.

In a recent review of James Crabtree&rsquo;s new book, The Billionaire Raj, also reviewed by me, columnist and part-time member..."/>
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Three richest states in India are three times as rich as three poorest, which is why we can&rsquo;t ignore spatial inequality.

In a recent review of James Crabtree&rsquo;s new book, The Billionaire Raj, also reviewed by me, columnist and part-time member..." />
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                            <div align="justify">-ThePrint.in<br /><br /><em>Three richest states in India are three times as rich as three poorest, which is why we can&rsquo;t ignore spatial inequality.<br /></em><br />In a recent review of James Crabtree&rsquo;s new book, The Billionaire Raj, also reviewed by me, columnist and part-time member of PM Modi&rsquo;s Economic Advisory Council, Surjit Bhalla, pays my co-author, political economist and presently data guru for the Indian National Congress, Praveen Chakravarty, the following compliment: &ldquo;In a much cited paper by Praveen Chakravarty and Vivek Dehejia (&lsquo;India&rsquo;s Curious Case of Economic Divergence&rsquo;) &mdash; Crabtree cites it approvingly as well &mdash; the authors contend that unlike other countries, India displays a divergence over time.&rdquo; Unfortunately, much of the rest of what he says about our argument is tendentious or plain wrong.<br /><br />Our 2016 briefing paper that Crabtree and he cited, along with our subsequent writings in Economic &amp; Political Weekly, and elsewhere, argue that India has been witnessing a skyrocketing spatial divergence of income per person &mdash; in particular, both between major states, and within them. Our empirical work uses standard and publicly available data on state-level income, as well as a novel data set that we developed at the IDFC Institute using nightlights luminosity as the first-order proxy for economic activity. Our headline finding is that the three richest states are three times as rich as the three poorest, clearly making India an outliner amongst major federal economic zones in the world.<br /><br />Our peer-reviewed research clearly demonstrates the fact of increasing spatial inequality in India, an observation which may or not coincide with increasing inter-personal inequality, in the sense of Thomas Piketty, which seems to be Bhalla&rsquo;s main bugbear. Unfortunately, in attempting to rebut our research, Bhalla seems to demonstrate a fundamental lack of understanding of our claim, as he tediously invokes the low R-squared (or &ldquo;goodness of fit&rdquo;) of our &ldquo;beta convergence&rdquo; regressions.<br /><br />To restate our claim: we argue that the &ldquo;null hypothesis&rdquo; of income convergence among major states is not supported by the data. And, paradoxically, the low R-squared in these regressions for India works in our favour and against Bhalla. He needs to prove that convergence is occurring; we just need to show that it is not proven &mdash; so states are diverging, at worst, or not converging, at best, neither of which fits the conventional narrative.<br /><br />What is more, Bhalla more or less entirely ignores our results on &ldquo;sigma convergence&rdquo; &mdash; which measures the variation in income per person among states at a point in time &mdash; which is&nbsp; a population-level statistic that is simply computed from data, to which no regression is attached, and hence no corresponding R-squared is required nor is offered. Given his statistical acumen, this is a puzzling misunderstanding by Bhalla.<br /><br />Please <a href="https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/" title="https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/">click here</a> to read more.</div>                                                           
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    <br><a href="https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/" class="re" target="_blank">ThePrint.in, 18 August, 2018, https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/</a><div class="clear"></div>
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What Surjit Bhalla got wrong about our study on spatial inequality in India -Vivek Dehejia

Published on Aug 21, 2018   Modified on Aug 21, 2018

-ThePrint.in Three richest states in India are three times as rich as three poorest, which is why we can’t ignore spatial inequality. In a recent review of James Crabtree’s new book, The Billionaire Raj, also reviewed by me, columnist and part-time member of PM Modi’s Economic Advisory Council, Surjit Bhalla, pays my co-author, political economist and presently data guru for the Indian National Congress, Praveen Chakravarty, the following compliment: “In a much cited paper by Praveen Chakravarty and Vivek Dehejia (‘India’s Curious Case of Economic Divergence’) — Crabtree cites it approvingly as well — the authors contend that unlike other countries, India displays a divergence over time.” Unfortunately, much of the rest of what he says about our argument is tendentious or plain wrong. Our 2016 briefing paper that Crabtree and he cited, along with our subsequent writings in Economic & Political Weekly, and elsewhere, argue that India has been witnessing a skyrocketing spatial divergence of income per person — in particular, both between major states, and within them. Our empirical work uses standard and publicly available data on state-level income, as well as a novel data set that we developed at the IDFC Institute using nightlights luminosity as the first-order proxy for economic activity. Our headline finding is that the three richest states are three times as rich as the three poorest, clearly making India an outliner amongst major federal economic zones in the world. Our peer-reviewed research clearly demonstrates the fact of increasing spatial inequality in India, an observation which may or not coincide with increasing inter-personal inequality, in the sense of Thomas Piketty, which seems to be Bhalla’s main bugbear. Unfortunately, in attempting to rebut our research, Bhalla seems to demonstrate a fundamental lack of understanding of our claim, as he tediously invokes the low R-squared (or “goodness of fit”) of our “beta convergence” regressions. To restate our claim: we argue that the “null hypothesis” of income convergence among major states is not supported by the data. And, paradoxically, the low R-squared in these regressions for India works in our favour and against Bhalla. He needs to prove that convergence is occurring; we just need to show that it is not proven — so states are diverging, at worst, or not converging, at best, neither of which fits the conventional narrative. What is more, Bhalla more or less entirely ignores our results on “sigma convergence” — which measures the variation in income per person among states at a point in time — which is  a population-level statistic that is simply computed from data, to which no regression is attached, and hence no corresponding R-squared is required nor is offered. Given his statistical acumen, this is a puzzling misunderstanding by Bhalla. Please click here to read more.

ThePrint.in, 18 August, 2018, https://theprint.in/opinion/what-surjit-bhalla-got-wrong-about-our-study-on-spatial-inequality-in-india/100396/

Tagged with: Income Distribution Income Inequality Spatial Inequality Inequality

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