Replication Data for: Productivity Gains and Work Conditions in Coercive Labor Markets: Experimental Evidence from the Bangladesh Brick Sectordoi:10.7910/DVN/6OTWY2Harvard Dataverse2026-06-031Miller, Grant; Biswas, Debashish; Mahajan, Aprajit; Babiarz, Kimberly; Brooks, Nina; Brunner, Jessie; Ashraf, Sania; Shane, Jack; Scarabosio, Alvise; Maithel, Sameer; Ahmed, Shoeb; Mahzab, Moogdho; Uddin, Mohammad Rofi; Rahman, Md. Mahbubur; Luby, Stephen, 2026, "Replication Data for: Productivity Gains and Work Conditions in Coercive Labor Markets: Experimental Evidence from the Bangladesh Brick Sector", https://doi.org/10.7910/DVN/6OTWY2, Harvard Dataverse, V1, UNF:6:5gO37d/Ub7S+daFlBq5uOw== [fileUNF]Replication Data for: Productivity Gains and Work Conditions in Coercive Labor Markets: Experimental Evidence from the Bangladesh Brick Sectordoi:10.7910/DVN/6OTWY2Miller, GrantBiswas, DebashishMahajan, AprajitBabiarz, KimberlyBrooks, NinaBrunner, JessieAshraf, SaniaShane, JackScarabosio, AlviseMaithel, SameerAhmed, ShoebMahzab, MoogdhoUddin, Mohammad RofiRahman, Md. MahbuburLuby, StephenHarvard DataverseMiller, GrantScarabosio, Alvise2026-06-02Earth and Environmental SciencesSocial SciencesData and code to replicate the analysis from "Productivity Gains and Work Conditions in Coercive Labor Markets: Experimental Evidence from the Bangladesh Brick Sector".<a href="http://creativecommons.org/publicdomain/zero/1.0">CC0 1.0</a>emissions_paper_final_sample.tab2761text/tab-separated-valuesUNF:6:uelX8k4xH6tHpEyzVhhTxA==final_kiln.tab24677text/tab-separated-valuesUNF:6:54wraYgwRnVxHMpeC4gOLg==kiln_productivity.tab27618text/tab-separated-valuesUNF:6:0nv9hq4Vx2rapQq3N5q1Kw==kiln_strata.tab35726text/tab-separated-valuesUNF:6:i9IhBG+gQ1xFCFpV8gi4cg==migration_child.tab482text/tab-separated-valuesUNF:6:rLhOjDJeK0ynmJ4CvEo/IA==wage_data.tab144219text/tab-separated-valuesUNF:6:2Yj061DVGQj0oVSmKLIu/A==10156.27952919984340767.735507246376276.0.18001.041141.50.065038.0UNF:6:uelX8k4xH6tHpEyzVhhTxA==41088.62195121951246.018001.010230.49819798355665038.00.0.42575.0UNF:6:hyuHFQYOMoWlOofuoyyWfA==(max) r10.01.0246.00.0.0.138211382113821170.345825324600766260.0UNF:6:ppU0djSEHHqOZ9ta6jDWvg==(max) r20.01.00.4147600312519772.0.00.00.21951219512195114246.0UNF:6:11SUvx8wBbdbrcc0VnLfSw==(max) r31.00.21544715447154470.0.246.00.411970381405186050.00.0UNF:6:MK0kxlVdsbCUldOg7uHvKA==(max) r40.0246.00.0.0.00.489698084914239830.39430894308943071.0UNF:6:cgLHEHdjuxjmoXyuV7TwGQ==(max) ep10.00.38401786364068430.00.17886178861788621.0.0.0246.0UNF:6:6RBbZVjGi2YVx3DTKAdCXg==(max) ep20.00.089982761101799630.0081300813008130021.00.00.0.246.0UNF:6:yfpmUsdD/IXJKU5XPoSDPg==(max) ep5_liberal0.21951219512195111.0246.00.00.0.0.414760031251977630.0UNF:6:JBZxa63hycurwgAgD7J2Lw==(max) ep5_conservative0.406211110632383960.0.0.01.0246.00.00.20731707317073178UNF:6:xLoB7XbXOebWpgxs9UPW3g==(max) ep61.00.0246.00.2886178861788615.0.00.45404364656374260.0UNF:6:7GPrvvf6Lgaiks+sxzxMYg==(max) ep71.00.0.246.00.00.14139788965517890.0203252032520325230.0UNF:6:6Ogy7zq70oIoCzxIq2LT1w==(max) ep81.00.154571937371559720.9756097560975610.00.0246.01.0.UNF:6:/GA18KchSeFCIkLtEAtlmw==(max) pl10.00.01.00.3415042996215864246.00.0.0.13414634146341473UNF:6:h6tSDJYOm0IG7c0px0vbBA==(max) pl5_liberal0.00.435065013860055750.0.246.01.00.25203252032520330.0UNF:6:0OX4SYBGwc7TA5cr2rQzRQ==(max) pl5_conservative.0.00.0203252032520325440.0246.01.00.141397889655178940.0UNF:6:bwhTulBh4SxbMJdNLf6iuw==(max) dc1_liberal0.08536585365853676.1.00.00.0246.00.00.27999502235495854UNF:6:iCIj59kGfVwGcaHpHq6IeQ==(max) dc1_conservative0.00.0.246.00.239773412201199220.00.060975609756097741.0UNF:6:7ROvDeZUI5M0rxLKM/hNEw==(max) dc2_conservative0.94715447154471530.0246.0.0.224181123293528381.01.00.0UNF:6:bJAEjDRttWXPKAOQFXc1NA==(max) dc2_liberal0.01.00.0.1.01.01.0246.0UNF:6:NXavAgx7GrrGA7pgP5ZE1Q==(max) dc4_conservative1.00.020325203252032544246.00.00.0.0.141397889655178940.0UNF:6:TLaah7VU/wO8sl6HTbwA/g==(max) dc4_liberal1.0.0.00.0246.00.00.254150873173448750.06910569105691056UNF:6://6oBWnidkwytPePhPk+2w==(max) fm1_liberal0.0.0.3130081300813011.0246.00.00.00.464663029028432UNF:6:wwwrOP7a/gJzYhgNvv6F6w==(max) fm1_conservative0.00.00.073170731707317040.26094746386001310.0246.01.0.UNF:6:nNoBKz62Fn8s+qTrj5u8Gg==(max) fm20.126016260162601650.0.0.3325442792978287246.00.00.01.0UNF:6:5IKoruTl/2lsuQO4ILeRBw==(max) fm30.369754110017584240.00.0246.0.0.00.16260162601626041.0UNF:6:+6L96LrlPlQA21jDhF9zqg==(max) fm40.01.0246.00.430310062195481960.00.75609756097560981.0.UNF:6:3ChPzhb8vvFju1HYCTR2Vw==(max) dd10.00.166608584536774270.028455284552845506246.01.00.0.0.0UNF:6:EVndQOGvedCNTDLG8ksdAw==(max) dd40.0.0.0246.01.00.459546526250913470.00.3008130081300813UNF:6:HQkFmUwOfnubHZXvc+eXnQ==(max) v10.00.01.00.25203252032520330.435065013860055750.0.246.0UNF:6:phafuy0EmlIIRMyHviKDLQ==(max) v3246.00.00.29732505804985580.0.1.00.097560975609756030.0UNF:6:/2UWktselKfipV0yFWvqGw==(max) v8246.00.380567459424810.00.00.17479674796747963.0.01.0UNF:6:Dsn+06OA3h1fW2t7nftsCg==Child Labor Exists at Kiln.0.01.0245.00.4526787302125931.00.71428571428571421.0UNF:6:+VqfR/dGbTskKEFi1FhvLw==Child Labor Exists at Kiln for Children Under 14245.00.0.0.18775510204081650.01.00.391315903715274861.0UNF:6:DyMQLsFpVURdjLQjB3Ir1Q==(max) treatment_reg246.01.00.00.81557145267909343.02.0.1.9878048780487805UNF:6:qyG35OjXpPjWXOMfQxNEyQ==(max) strata1.04.50.02.587663294820294.12.0246.05.357723577235779UNF:6:lyxyLYP1A2fw0hNkiwETwg==(max) count_child_labor0.05.0246.00.01.01.3907478295754139.1.5813008130081296UNF:6:cNFnGN9WfHOu7lkvK8kqPw==(max) count_under_140.00.67505507398426050.2804878048780486.0.04.00.0246.0UNF:6:rABuSiLZ0A38nTninbHDbA==Trafficked Worker at Kiln (Conservative)0.50100281053164721.0246.00.00.0.0.49593495934959340.0UNF:6:dcQtuVF2FzifMCwQtCjS3w==Trafficked Worker at Kiln (Liberal)0.60162601626016270.00.490561317782053361.0246.00.01.0.UNF:6:+ts8NHG/cFGdso1O5GjjjQ==(max) pct_class_1_brick0.48320992664512474.0.00.81982373695199880.07754172404776095246.00.95594441430035570.8341710113119536UNF:6:Xdygi0tdtiKPjOwfkWtWpA==(max) technical_only0.0.0.00.00.32520325203252030.469405789541083246.01.0UNF:6:KcrRXcYZb+nFtOtg3734mg==Count of Trafficked Workers at Kiln (Conservative)0.01.42575797288520350.01.0894308943089428246.06.00.0.UNF:6:B9sslGPZuWvPhEUqmzHjRw==Count of Trafficked Workers at Kiln (Liberal)1.5773039776980380.0.246.01.41056910569105720.01.06.0UNF:6:xj6WgmiRDTquayOMbBDr6g==Owner Experience (Years).14.09.606083362343571.015.93089430894308848.0246.00.0UNF:6:rd+FbWcGF+H3GSpfFK9MmQ==Jashore Pilot Intervention Knowledge56.01.00.480647479389054670.3578947368421051.0.0190.00.0UNF:6:ns0iCBnYK4mmDD2evRKtyg==Jashore Owner Interaction68.01.0178.00.00.50349960526518290.48529411764705876.0.0UNF:6:Hapek396tODCbFXevXnnGg==Zigzag Year246.03.81770825233979672021.0.2014.00.02000.02014.239837398374UNF:6:GlzMAX7yvBYR6a6eycO3bA==Water Adjacent0.485888470509453660.62195121951219550.01.0.246.00.01.0UNF:6:3fYDP6OfsCfrLnRMevs2xg==Bricks Fired (100,000s).246.05.01.10915166351454048.0203658487738640.012.08.0UNF:6:3lP9p5wYrmKKynLrthEGNQ==Circuits Completed6.012.03.00.01.6154491852957509.6.087479676657576246.0UNF:6:qvXOxWVKFp3ZScauTlrI+A==Class 1 Production Share (\%)70.020.066.1138211382113888.0.10.2397411096359130.0246.0UNF:6:6ebO5KaIkOQ8Cg6Qv3CyXg==Production Cost BDT (per 1K Bricks)9000.012000.0246.0.1000.00.01116.5353300227388704.71544715447UNF:6:C1M8k2FLgcqbuoK9doIchQ==Total Workers110.00.0246.045.0253.0110.9918699186991832.37471826304565.UNF:6:3omdR3LpxqiSj4pAm62bHA==Joint Ownership0.00.00.4765097651988359.246.00.34552845528455280.01.0UNF:6:4Vs47Pq0hpuIlgV5JbrRbA==Weighted Count of Indicators at Kiln (Conservative)11.203252150760436.0.032.000000238418580.666666686534881610.1666667759418495.255664756601912246.0UNF:6:2PDT3vCArqQ4C20g4Lb9Og==Weighted Count of Indicators at Kiln (Liberal)5.5824037633737960.0.35.3333330154418951.333333373069763212.166666865348816246.013.097561093849865UNF:6:WW7B8lmOY+c0lSqGIxGw/Q==(sum) target_indicators_conservative0.00.03.3333334326744086.666666567325592.2.836043439987229246.01.07612385791193UNF:6:rC+DKqPsqoR6jdM2EGs2ow==(sum) target_indicators_liberal7.99999988079071044.00000011920928960.0246.00.6994813687352343.4.0799459105100090.6666666865348816UNF:6:73BMjcugzGgERZDDXRKX7A==(count) trafficking_prif5.8617886178861786.06.0246.00.01.00.6679264685428498.UNF:6:Ur+pLSOA38r3lXHlAGtfJA==7.00.01.00.01.31707317073170761.4836088002486392.246.0UNF:6:7lettSpR48dBwbK8U3b0Xw==1.58130081300812961.0.246.01.6411469157080690.00.07.0UNF:6:DrIGmWY7FZS8ets25rcVPw==9.04.321138211382114246.00.01.6233375562821091.0.4.0UNF:6:CGXWifAyGaevgnjJXc7LvQ==246.01.7689691067625453.4.6666666666666670.010.02.04.0UNF:6:qUm6Cf10mzQ9oHhnuexHaw==Weighted Count of Unique Indicators at Kiln (Conservative).11.6666669845581050.00.66666668653488162.3042255715594854.1978319854271123.6666667461395264246.0UNF:6:D034nCE3hGxDa5NAVF6VLg==Weighted Count of Unique Indicators at Kiln (Liberal)246.0.4.33333349227905313.02.55351185571216770.01.33333337306976324.6924119334879935UNF:6:Z10FUd+Wc/docJieT+rr5A==Weighted Count of Target Indicators at Kiln (Conservative).0.705962074723672.33333325386047360.66666668653488160.00.0246.00.3212654157688156UNF:6:wkqpi90vscJ9McQqlyASrw==Weighted Count of Target Indicators at Kiln (Liberal)0.0246.00.33990262056916442.33333325386047360.66666668653488160.66666668653488160.7981029964559447.UNF:6:o3d8iBKJ8TVP5LDe+phVgQ==246.02.3973577235772350.08.752.0.1.75847311146813760.25UNF:6:+eXiQN0y+hICQtPi3MYzRw==0.259024922999749830.00.30284552845528470.0246.01.50.25.UNF:6:9NyIXfAj6J1+EbzfpDC2VA==246.0.2.7574525761410471.8607720294882769.3333330154418950.02.33333325386047360.3333333432674408UNF:6:W+TM+979pCL5G5bSX+AUpQ==0.01.66666662693023680.00.38346884538972253246.0.0.268897948021382670.3333333432674408UNF:6:0xF8kRUMUP4dcdXwXaN+IA==3.03.47764227642276510.50.00.52.0767193835571867246.0.UNF:6:9Iu7yMYzbP8420iXOQTuHQ==2.00.0.0.54471544715447140.00.29282668887858310.5246.0UNF:6:Tr+qXbwXOqomRT0EsNwrsA==4.5579268292682934.0246.0.0.752.4213017604240010.012.25UNF:6:onEjkziaHAo+QyMjo1nDrQ==2.50.75.0.33682631451879420.0246.00.78658536585365820.0UNF:6:4IObIkLixF785ojVH35JYQ==2.782452898923372.246.014.05.638211382113820.05.01.0UNF:6:U7t+sPNR1Ey+Lxq4scCdvw==246.01.00.03.00.0.1.02845528455284540.38756599442312306UNF:6:LRg4TxiiBcsjgycUCcwVRw==40767.73550724637610156.279529199843276.065038.041141.518001.00.0.UNF:6:uelX8k4xH6tHpEyzVhhTxA==0.00.5009082659620331.276.00.50.51.00.0UNF:6:CRyvEyk3QppwDS6oqEWh3Q==1.6394737761491280.9551943521913974276.00.197403954926519240.00.98539612985799230.6415486845532166.UNF:6:xw4Dmpb3Q/klP2BOW+XFqQ==0.09.926082771896054.14.3894648312481830.4844192634560914.81463873994763.13872342456552276.0UNF:6:owrqpe/ZB0QsbVPKWpI+yA==5.9868421052631580.0.276.03.45791630282063030.7397951699565880.03.3799530289250033UNF:6:ViyoP7q3Mx+/g5biEkjeRw==0.8219568835000746276.00.84329899291518750.00.483209926645124740.9618624337021909.0.07730160167862717UNF:6:bSZX2tHOZdT2UK53v3tvAg==925.0.133.9225538689528913.0217391304346600.01200.0276.00.0UNF:6:j9ttvecI+IVPHsMlFeBZRw==1050.0276.0600.01200.0117.259241357747461032.1630434782608.0.0UNF:6:JeZ8UKRdS2bjPXXjOv/QyA==408000.0276.059668.279405906665.0.0218799.47826086954218996.0170.0UNF:6:2UqCsKrfo72AXZLSpzFTjw==310.00.0276.0.200.041.64275635431981311.5289855072463400.0UNF:6:KFPiSRCxu7HDkwfNp/F/Ug==.1400000.01084765.6884057971675000.0276.00.01080000.0152897.3704033253UNF:6:SZGfZN8xDo/LjklCcE6qGA==31.167886584595337200.0276.0310.0.206.73913043478260.0150.0UNF:6:DDlIEPDy2triCAVmg+5MfQ==276.080.079.1304347826087.0.08.27511150110566393.050.0UNF:6:0hbt9ntOgCmpXkyPRiyD7Q==0.07000.09200.0.706.7586095785737276.012000.09189.402173913044UNF:6:5vrU+ZH/E3r6rk5C4CplkQ==276.013.286415176808369.109.20.026.262.662.59349239130435UNF:6:LeVwNhdy/QAUHJ8tdQxv8Q==UNF:6:4s0VfOrc96b8Tipis8oXPQ==.8.02.8557687265888427276.00.012.01.06.8913043478260875kushtia.Above Median Class 1101chuadanga.Above Median Class 1159jhenaidah.Below Median Class 1358jashore.Below Median Class 18910khulna.Below Median Class 12312narail.Below Median Class 126narail.Above Median Class 144khulna.Above Median Class 12311kushtia.Below Median Class 1177chuadanga.Below Median Class 1243jhenaidah.Above Median Class 1172jashore.Above Median Class 117UNF:6:FWYpmQS/1o5f+TAG/6he/A==1.98913043478260890.00.81121097200834162.01.0.3.0276.01control923technical892incentive95UNF:6:+HzbyBXR4yHLAP+Z7YbswQ==41144.041011.6974789915518001.0.357.011746.7969025612130.074039.0UNF:6:TsVk1+Qql/Iz6NYBhy6l/Q==UNF:6:0q3dXZav7D0HwMGhxAuB3A==9.313709074389980.014.95518207282913212.01.0357.0.48.0UNF:6:773R51N0arpYZX2o7kPh3w==kiln_jashore_intervention_knowledgeUNF:6:jQdw1cGlAAgzbKiQ8v/F5Q==UNF:6:8qR5b2ZGd0aQgN7ZCGAPVQ==3.7334302247656732000.00.02014.0357.02021.0.2014.406162464986UNF:6:R5W2D6ea5yJegy5nL291qw==0.0357.01.00.00.488288549283718.1.00.610644257703081UNF:6:OvxNvN86NAKTqN9W71B9Qg==7.9835574166113612.08.0.5.00.01.1459067077369671357.0UNF:6:C0hzUNHpfsMQz1W/BGsCYA==3.05.9104201693494781.637120688511062512.0.6.00.0357.0UNF:6:6lWizmEY6fVL2PJo6/eQFw==10.55326043579427270.00.020.0.357.065.445378151260588.0UNF:6:wKPyuApsiiPYujFH6YHuww==production_cost_estimate_bdt_per_1k_bricks900.0357.01093.40131011079260.0.9000.012000.08682.240896358544UNF:6:dRnrpHs3Zt/sPR0oqGEBhA==2.53.39201120902844184.53.40000009536743160.22716527531687306357.00.0.UNF:6:r5u5vB9oYgzFdsM/o4H4lw==UNF:6:n7Am2IMQEApq96p0AezviA==UNF:6:Qvt29wBzsIxpcwBj9GZTCw==UNF:6:duHme10W9FxZpX0smJ4TuQ==45.0253.0357.0.105.030.953247762339775108.313725490196080.0UNF:6:WKyrGKgg6cY74wiDAkZdPA==0.01.0357.00.5910364145658263.0.49233254874921321.00.0UNF:6:Mot1ReHltie+ABDiQWThjA==.0.00.44401410149935705357.01.01.00.731092436974790.0UNF:6:+lX6a9r7xr7edlKGRP7FxQ==0.00.11764705882352950.32264193605736121.0.0.00.0357.0UNF:6:8698sClJR8oE4TgHYI0woQ==0.01.00.00.33893557422969180.0.357.00.47401226551655UNF:6:iXQmNItmZdPPH4z2lzE7tQ==UNF:6:RYLtZQ6wgfd3TzRWqJJScw==UNF:6:5bM9EUvbAYjlVaBu8xe4RQ==UNF:6:4MWzbVeOxqCL6q9TaknwSQ==UNF:6:nJY7l02BZDs2szDLZ2ppDg==UNF:6:g9N7/T2Dj/Kf7IpuW7NQiA==0.0529256124024964150.0028011204481792791.00.00.0357.0.0.0UNF:6:dSj8uFY7b4IfDg93ahNAvQ==0.0966.625526.56658365421991117.01707.0.48.055.0UNF:6:r1XXVse1aLvBSayWbDWBug==5.03.42472238353057214.1250.015.0.48.017.0UNF:6:eb8WKOK57kL+JMIsGrUqGA==10140.90965556092341062.26005547838.1442.041147.018001.00.065038.0UNF:6:/KrWg8tgTAMjBRl6PGUQSw==2.00.8138693882247757.1.00.01442.03.01.98127600554785UNF:6:52ldGg7aNNnCdRN3JiGu5g==.1442.05.3245492371705571.012.00.04.02.5567956498604056UNF:6:hQILRiAbqIFsGn3DbA9efw==UNF:6:3oVF1QU4GZQMxKUlCZYA5A==Molder 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