{"id":15871,"date":"2020-08-18T19:37:34","date_gmt":"2020-08-18T14:07:34","guid":{"rendered":"https:\/\/iihs.co.in\/knowledge-gateway\/?p=15871"},"modified":"2020-09-03T10:16:01","modified_gmt":"2020-09-03T04:46:01","slug":"slipping-through-the-net-can-data-science-approaches-help-target-clean-cooking-policy-interventions","status":"publish","type":"post","link":"https:\/\/iihs.co.in\/knowledge-gateway\/slipping-through-the-net-can-data-science-approaches-help-target-clean-cooking-policy-interventions\/","title":{"rendered":"Slipping Through the Net: Can Data Science Approaches Help Target Clean Cooking Policy Interventions?"},"content":{"rendered":"<div id='full_slider_1'  class='avia-fullwidth-slider main_color avia-shadow   avia-builder-el-0  el_before_av_layout_row  avia-builder-el-first   container_wrap sidebar_right'  ><div  class='avia-slideshow av-5awj6db-b4e564707bc31ac06771e49052619176 avia-slideshow-featured av_slideshow_full avia-fade-slider av-slideshow-ui 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class='flex_cell_inner'><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ke00ypyq-d7c31537ee7b47d969c088d2501fafc5\">\n#top .av-special-heading.av-ke00ypyq-d7c31537ee7b47d969c088d2501fafc5{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-ke00ypyq-d7c31537ee7b47d969c088d2501fafc5 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-ke00ypyq-d7c31537ee7b47d969c088d2501fafc5 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-ke00ypyq-d7c31537ee7b47d969c088d2501fafc5 av-special-heading-h3  avia-builder-el-5  el_before_av_textblock  avia-builder-el-first '><h3 class='av-special-heading-tag '  itemprop=\"headline\"  >Slipping Through the Net: Can Data Science Approaches Help Target Clean Cooking Policy Interventions?<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><br \/>\n<section  class='av_textblock_section av-ke00rfwq-fafac30c7130d96fe117068604d37306 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p><span style=\"font-size: 13px; text-transform: none; color: #8a0000;\"><em><span class=\"gmail-content\"><span class=\"gmail-text gmail-given-name\">Andr\u00e9 Paul,\u00a0<\/span><span class=\"gmail-text gmail-surname\">Neto-Bradley,\u00a0<\/span><\/span><span class=\"gmail-content\"><span class=\"gmail-text gmail-given-name\">Ruchi<\/span><span class=\"gmail-text gmail-surname\">Choudhary, <\/span><\/span><a href=\"https:\/\/iihs.co.in\/iihs-people\/team\/amir-bazaz\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"gmail-content\"><span class=\"gmail-text gmail-given-name\">Amir<\/span><span class=\"gmail-text gmail-surname\">Bazaz<\/span><\/span> <\/a><\/em>| 2020<\/span><\/p>\n<\/div><\/section><br \/>\n<section  class='av_textblock_section av-ke00s2et-11ab970fd5d88fb3280b15b5bc92dfb0 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/BlogPosting\" itemprop=\"blogPost\" ><div class='avia_textblock'  itemprop=\"text\" ><p>Abstract<\/p>\n<p>Reliance on solid biomass cooking fuels in India has negative health and socio-economic consequences for households, yet policies aimed at promoting uptake of LPG for cooking have not always been effective at promoting sustained transition to cleaner cooking amongst intended beneficiaries. This paper uses a two step approach combining predictive and descriptive analyses of the IHDS panel dataset to identify different groups of households that switched stove between 2004\/5 and 2011\/12. A tree-based ensemble machine learning predictive analysis identifies key determinants of a switch from biomass to non-biomass stoves. A descriptive clustering analysis is used to identify groups of stove-switching households that follow different transition pathways. There are three key findings of this study: firstly non-income determinants of stove switching do not have a linear effect on stove switching, in particular variables on time of use and appliance ownership which offer a proxy for household energy practices; secondly location specific factors including region, infrastructure availability, and dwelling quality are found to be key determinants and as a result policies must be tailored to take into account local variations; thirdly some groups of households that adopt non-biomass stoves continue using biomass and interventions should be targeted to reduce their biomass use.<\/p>\n<\/div><\/section><br \/>\n<div  class='avia-button-wrap av-ke00sipb-6103e0d657301b0137b23ad53e7b2a34-wrap avia-button-left  avia-builder-el-8  el_after_av_textblock  el_before_av_hr '><a href='https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0301421520303815'  class='avia-button av-ke00sipb-6103e0d657301b0137b23ad53e7b2a34 av-link-btn 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href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/capacity-building\/\" class=\"tag-cloud-link tag-link-233 tag-link-position-6\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Capacity Building (2 items)\">Capacity Building<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/capacity-development\/\" class=\"tag-cloud-link tag-link-141 tag-link-position-7\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Capacity Development (2 items)\">Capacity Development<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/chronic-disease\/\" class=\"tag-cloud-link tag-link-212 tag-link-position-8\" style=\"font-size: 8pt;\" aria-label=\"Chronic disease (1 item)\">Chronic disease<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/climate-change\/\" class=\"tag-cloud-link tag-link-68 tag-link-position-9\" style=\"font-size: 14.782608695652pt;\" aria-label=\"Climate Change (11 items)\">Climate Change<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/culture\/\" class=\"tag-cloud-link tag-link-107 tag-link-position-10\" style=\"font-size: 14.434782608696pt;\" aria-label=\"Culture (10 items)\">Culture<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/cultures-of-medicine\/\" class=\"tag-cloud-link tag-link-211 tag-link-position-11\" style=\"font-size: 8pt;\" aria-label=\"Cultures of medicine (1 item)\">Cultures of medicine<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/data-and-metrics\/\" class=\"tag-cloud-link tag-link-103 tag-link-position-12\" style=\"font-size: 18.347826086957pt;\" aria-label=\"Data and Metrics (30 items)\">Data and Metrics<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/design\/\" class=\"tag-cloud-link tag-link-145 tag-link-position-13\" style=\"font-size: 11.478260869565pt;\" aria-label=\"Design (4 items)\">Design<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/economic-development\/\" class=\"tag-cloud-link tag-link-99 tag-link-position-14\" style=\"font-size: 18.95652173913pt;\" aria-label=\"Economic Development (35 items)\">Economic Development<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/ecosystem\/\" class=\"tag-cloud-link tag-link-152 tag-link-position-15\" style=\"font-size: 15.826086956522pt;\" aria-label=\"Ecosystem (15 items)\">Ecosystem<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/energy\/\" class=\"tag-cloud-link tag-link-160 tag-link-position-16\" style=\"font-size: 12.173913043478pt;\" aria-label=\"Energy (5 items)\">Energy<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/environment-and-climate\/\" class=\"tag-cloud-link tag-link-104 tag-link-position-17\" style=\"font-size: 22pt;\" aria-label=\"Environment and Climate (80 items)\">Environment and Climate<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/equity\/\" class=\"tag-cloud-link tag-link-94 tag-link-position-18\" style=\"font-size: 10.608695652174pt;\" aria-label=\"Equity (3 items)\">Equity<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/gender\/\" class=\"tag-cloud-link tag-link-110 tag-link-position-19\" style=\"font-size: 12.173913043478pt;\" aria-label=\"Gender (5 items)\">Gender<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/governance\/\" class=\"tag-cloud-link tag-link-102 tag-link-position-20\" style=\"font-size: 18pt;\" aria-label=\"Governance (27 items)\">Governance<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/health\/\" class=\"tag-cloud-link tag-link-151 tag-link-position-21\" style=\"font-size: 10.608695652174pt;\" aria-label=\"Health (3 items)\">Health<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/housing\/\" class=\"tag-cloud-link tag-link-13 tag-link-position-22\" style=\"font-size: 18pt;\" aria-label=\"Housing (27 items)\">Housing<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/human-development\/\" class=\"tag-cloud-link tag-link-100 tag-link-position-23\" style=\"font-size: 15.652173913043pt;\" aria-label=\"Human Development (14 items)\">Human Development<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/illness-narratives\/\" class=\"tag-cloud-link tag-link-210 tag-link-position-24\" style=\"font-size: 8pt;\" aria-label=\"Illness narratives (1 item)\">Illness narratives<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/industrial-policy\/\" class=\"tag-cloud-link tag-link-80 tag-link-position-25\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Industrial Policy (2 items)\">Industrial Policy<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/instructional-design\/\" class=\"tag-cloud-link tag-link-150 tag-link-position-26\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Instructional Design (2 items)\">Instructional Design<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/ipcc\/\" class=\"tag-cloud-link tag-link-126 tag-link-position-27\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"IPCC (2 items)\">IPCC<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/knowledge\/\" class=\"tag-cloud-link tag-link-143 tag-link-position-28\" style=\"font-size: 10.608695652174pt;\" aria-label=\"Knowledge (3 items)\">Knowledge<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/land\/\" class=\"tag-cloud-link tag-link-108 tag-link-position-29\" style=\"font-size: 19.652173913043pt;\" aria-label=\"Land (43 items)\">Land<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/medical-diversity\/\" class=\"tag-cloud-link tag-link-208 tag-link-position-30\" style=\"font-size: 8pt;\" aria-label=\"Medical diversity (1 item)\">Medical diversity<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/migration\/\" class=\"tag-cloud-link tag-link-234 tag-link-position-31\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"migration (2 items)\">migration<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/non-economic-loss\/\" class=\"tag-cloud-link tag-link-194 tag-link-position-32\" style=\"font-size: 8pt;\" aria-label=\"Non-Economic Loss (1 item)\">Non-Economic Loss<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/planning\/\" class=\"tag-cloud-link tag-link-106 tag-link-position-33\" style=\"font-size: 17.565217391304pt;\" aria-label=\"Planning (24 items)\">Planning<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/pluralism\/\" class=\"tag-cloud-link tag-link-209 tag-link-position-34\" style=\"font-size: 8pt;\" aria-label=\"Pluralism (1 item)\">Pluralism<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/policies\/\" class=\"tag-cloud-link tag-link-146 tag-link-position-35\" style=\"font-size: 10.608695652174pt;\" aria-label=\"Policies (3 items)\">Policies<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/poverty-and-inequality\/\" class=\"tag-cloud-link tag-link-101 tag-link-position-36\" style=\"font-size: 17.391304347826pt;\" aria-label=\"Poverty and Inequality (23 items)\">Poverty and Inequality<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/risk\/\" class=\"tag-cloud-link tag-link-97 tag-link-position-37\" style=\"font-size: 16.521739130435pt;\" aria-label=\"Risk (18 items)\">Risk<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/sanitation\/\" class=\"tag-cloud-link tag-link-67 tag-link-position-38\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Sanitation (2 items)\">Sanitation<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/scholarly-publishing\/\" class=\"tag-cloud-link tag-link-130 tag-link-position-39\" style=\"font-size: 9.5652173913043pt;\" aria-label=\"Scholarly Publishing (2 items)\">Scholarly Publishing<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/science-gaps\/\" class=\"tag-cloud-link tag-link-193 tag-link-position-40\" style=\"font-size: 8pt;\" aria-label=\"Science Gaps (1 item)\">Science Gaps<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/sustainability\/\" class=\"tag-cloud-link tag-link-93 tag-link-position-41\" style=\"font-size: 12.782608695652pt;\" aria-label=\"Sustainability (6 items)\">Sustainability<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/training-manual\/\" class=\"tag-cloud-link tag-link-242 tag-link-position-42\" style=\"font-size: 10.608695652174pt;\" aria-label=\"Training manual (3 items)\">Training manual<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/transport\/\" class=\"tag-cloud-link tag-link-95 tag-link-position-43\" style=\"font-size: 12.173913043478pt;\" aria-label=\"Transport (5 items)\">Transport<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/urbanisation\/\" class=\"tag-cloud-link tag-link-88 tag-link-position-44\" style=\"font-size: 12.782608695652pt;\" aria-label=\"Urbanisation (6 items)\">Urbanisation<\/a>\n<a href=\"https:\/\/iihs.co.in\/knowledge-gateway\/tag\/water-and-sanitation\/\" class=\"tag-cloud-link tag-link-96 tag-link-position-45\" style=\"font-size: 18.086956521739pt;\" aria-label=\"Water and Sanitation (28 items)\">Water and Sanitation<\/a><\/div>\n<\/div><\/div><\/p>\n<\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p><em>Andr\u00e9 Paul,\u00a0Neto-Bradley,\u00a0RuchiChoudhary,\u00a0AmirBazaz\u00a0<\/em><\/p>\n<hr\/>\n","protected":false},"author":6,"featured_media":11834,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[71],"tags":[],"class_list":["post-15871","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-paper"],"_links":{"self":[{"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/posts\/15871","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/comments?post=15871"}],"version-history":[{"count":0,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/posts\/15871\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/media\/11834"}],"wp:attachment":[{"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/media?parent=15871"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/categories?post=15871"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/iihs.co.in\/knowledge-gateway\/wp-json\/wp\/v2\/tags?post=15871"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}