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Peer Effects, Teacher Incentives, and the Impact of Tracking: Evidence from a Randomized Evaluation in Kenya

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  1. Scuola, classi di livello: promosse o bocciate?
    by Lavoce.info in Il Fatto Quotidiano on 2016-01-30 15:50:32

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Cited by:

  1. Jackson, C. Kirabo, 2012. "Single-sex schools, student achievement, and course selection: Evidence from rule-based student assignments in Trinidad and Tobago," Journal of Public Economics, Elsevier, vol. 96(1), pages 173-187.
  2. Cummins, Joseph R., 2017. "Heterogeneous treatment effects in the low track: Revisiting the Kenyan primary school experiment," Economics of Education Review, Elsevier, vol. 56(C), pages 40-51.
  3. Andrew Dustan & Alain de Janvry & Elisabeth Sadoulet, 2017. "Flourish or Fail?: The Risky Reward of Elite High School Admission in Mexico City," Journal of Human Resources, University of Wisconsin Press, vol. 52(3), pages 756-799.
  4. Wang, Huan & Guan, Hongyu & Yi, Hongmei & Seevak, Emma & Manheim, Reid & Boswell, Matthew & Rozelle, Scott & Kotb, Sarah, 2020. "Independent reading in rural China’s elementary schools: A mixed-methods analysis," International Journal of Educational Development, Elsevier, vol. 78(C).
  5. Estrada, Ricardo & Gignoux, Jérémie, 2017. "Benefits to elite schools and the expected returns to education: Evidence from Mexico City," European Economic Review, Elsevier, vol. 95(C), pages 168-194.
  6. Evan Riehl & Meredith Welch, 2023. "Accountability, Test Prep Incentives, and the Design of Math and English Exams," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 42(1), pages 60-96, January.
  7. de Roux, Nicolás & Riehl, Evan, 2022. "Do college students benefit from placement into higher-achieving classes?," Journal of Public Economics, Elsevier, vol. 210(C).
  8. Marta De Philippis, 2021. "Multi-Task Agents and Incentives: The Case of Teaching and Research for University Professors," The Economic Journal, Royal Economic Society, vol. 131(636), pages 1643-1681.
  9. Karthik Muralidharan & Abhijeet Singh & Alejandro J. Ganimian, 2019. "Disrupting Education? Experimental Evidence on Technology-Aided Instruction in India," American Economic Review, American Economic Association, vol. 109(4), pages 1426-1460, April.
  10. Xu, Guo, 2013. "Development through Empowerment: Delivering Effective Public Services – a Literature Review," ADB Economics Working Paper Series 382, Asian Development Bank.
  11. Thurston Domina & Andrew McEachin & Paul Hanselman & Priyanka Agarwal & NaYoung Hwang & Ryan Lewis, 2016. "Beyond Tracking and Detracking The Dimensions of Organizational Differentiation in Schools," Working Papers WR-1155, RAND Corporation.
  12. Marco Bertoni & Roberto Nisticò, 2018. "Rank Concerns, Peer Effects, and Ability Tracking in University. Evidence from a Randomized Experiment," CSEF Working Papers 506, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
  13. Ben Kelcey & Zuchao Shen & Jessaca Spybrook, 2016. "Intraclass Correlation Coefficients for Designing Cluster-Randomized Trials in Sub-Saharan Africa Education," Evaluation Review, , vol. 40(6), pages 500-525, December.
  14. Guillaume Roels & Xuanming Su, 2014. "Optimal Design of Social Comparison Effects: Setting Reference Groups and Reference Points," Management Science, INFORMS, vol. 60(3), pages 606-627, March.
  15. Goller, Daniel & Diem, Andrea & Wolter, Stefan C., 2023. "Sitting next to a dropout: Academic success of students with more educated peers," Economics of Education Review, Elsevier, vol. 93(C).
  16. Zhang, Hongliang, 2016. "The role of testing noise in the estimation of achievement-based peer effects," Economics of Education Review, Elsevier, vol. 54(C), pages 113-123.
  17. Giacomo De Giorgi & Michele Pellizzari & William Gui Woolston, 2012. "Class Size And Class Heterogeneity," Journal of the European Economic Association, European Economic Association, vol. 10(4), pages 795-830, August.
  18. Ulrike Unterhofer, 2022. "Peer Effects in Labor Market Training," Papers 2211.12366, arXiv.org, revised Jun 2023.
  19. Teresa Molina Millán & Karen Macours, 2017. "Attrition in randomized control trials: Using tracking information to correct bias," FEUNL Working Paper Series novaf:wp1702, Universidade Nova de Lisboa, Faculdade de Economia.
  20. Karthik Muralidharan & Mauricio Romero & Kaspar Wüthrich, 2019. "Factorial Designs, Model Selection, and (Incorrect) Inference in Randomized Experiments," NBER Working Papers 26562, National Bureau of Economic Research, Inc.
  21. Jones, Sam, 2016. "How does classroom composition affect learning outcomes in Ugandan primary schools?," International Journal of Educational Development, Elsevier, vol. 48(C), pages 66-78.
  22. Lex Borghans & Ron Diris & Wendy Smits & Jannes de Vries, 2019. "The long-run effects of secondary school track assignment," PLOS ONE, Public Library of Science, vol. 14(10), pages 1-29, October.
  23. Bonesrønning, Hans & Finseraas, Henning & Hardoy, Ines & Iversen, Jon Marius Vaag & Nyhus, Ole Henning & Opheim, Vibeke & Salvanes, Kari Vea & Sandsør, Astrid Marie Jorde & Schøne, Pål, 2022. "Small-group instruction to improve student performance in mathematics in early grades: Results from a randomized field experiment," Journal of Public Economics, Elsevier, vol. 216(C).
  24. Park, Albert & Shi, Xinzheng & Hsieh, Chang-tai & An, Xuehui, 2015. "Magnet high schools and academic performance in China: A regression discontinuity design," Journal of Comparative Economics, Elsevier, vol. 43(4), pages 825-843.
  25. Adam S. Booij & Edwin Leuven & Hessel Oosterbeek, 2017. "Ability Peer Effects in University: Evidence from a Randomized Experiment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 84(2), pages 547-578.
  26. Peter Leopold S. Bergman & Elizabeth Kopko & Julio Rodriguez, 2021. "Using Predictive Analytics to Track Students: Evidence from a Seven-College Experiment," CESifo Working Paper Series 9157, CESifo.
  27. Lucia Corno & Eliana La Ferrara & Justine Burns, 2022. "Interaction, Stereotypes, and Performance: Evidence from South Africa," American Economic Review, American Economic Association, vol. 112(12), pages 3848-3875, December.
  28. Stephen L. Ross, 2009. "Social Interactions within Cities: Neighborhood Environments and Peer Relationships," Working papers 2009-31, University of Connecticut, Department of Economics.
  29. Ortiz-Ospina Esteban, 2017. "Monopolistic Competition and Exclusive Quality," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 17(2), pages 1-14, April.
  30. David J. Deming & Sarah Cohodes & Jennifer Jennings & Christopher Jencks, 2016. "School Accountability, Postsecondary Attainment, and Earnings," The Review of Economics and Statistics, MIT Press, vol. 98(5), pages 848-862, December.
  31. Belot, Michèle & James, Jonathan, 2014. "A new perspective on the issue of selection bias in randomized controlled field experiments," Economics Letters, Elsevier, vol. 124(3), pages 326-328.
  32. Pistolesi Nicolas, 2022. "Enrolling at university and the social influence of peers," IZA Journal of Labor Economics, Sciendo & Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 11(1), pages 1-26, January.
  33. Bouguen, Adrien, 2016. "Adjusting content to individual student needs: Further evidence from an in-service teacher training program," Economics of Education Review, Elsevier, vol. 50(C), pages 90-112.
  34. Bastian Ravesteijn & Hans van Kippersluis & Mauricio Avendano & Pekka Martikainen & Hannu Vessari & Eddy van Doorslaer, 2017. "The Impact of Later Tracking on Mortality by Parental Income in Finland," Tinbergen Institute Discussion Papers 17-030/V, Tinbergen Institute.
  35. Amrei Lahno & Marta Serra-Garcia, 2015. "Peer effects in risk taking: Envy or conformity?," Journal of Risk and Uncertainty, Springer, vol. 50(1), pages 73-95, February.
  36. Anandi Mani & Emma Riley, 2019. "Social networks, role models, peer effects, and aspirations," WIDER Working Paper Series wp-2019-120, World Institute for Development Economic Research (UNU-WIDER).
  37. Nicole Schneeweis & Martina Zweimüller, 2014. "Early Tracking and the Misfortune of Being Young," Scandinavian Journal of Economics, Wiley Blackwell, vol. 116(2), pages 394-428, April.
  38. Victor Lavy & M. Daniele Paserman & Analia Schlosser, 2012. "Inside the Black Box of Ability Peer Effects: Evidence from Variation in the Proportion of Low Achievers in the Classroom," Economic Journal, Royal Economic Society, vol. 122(559), pages 208-237, March.
  39. Emmanuel Vazquez, 2016. "Segregación escolar por nivel socioeconómico. Midiendo el fenómeno y explorando sus determinantes," Económica, Departamento de Economía, Facultad de Ciencias Económicas, Universidad Nacional de La Plata, vol. 62, pages 121-184, January-D.
  40. Scott A. Imberman & Adriana D. Kugler & Bruce I. Sacerdote, 2012. "Katrina's Children: Evidence on the Structure of Peer Effects from Hurricane Evacuees," American Economic Review, American Economic Association, vol. 102(5), pages 2048-2082, August.
  41. Marchionni, Mariana & Vazquez, Emmanuel & Pinto, Florencia, 2012. "Desigualdad educativa en la Argentina. Análisis en base a los datos PISA 2009 [Education Inequality in Argentina. An analysis based on PISA 2009 data]," MPRA Paper 56420, University Library of Munich, Germany.
  42. Nina Guyon & Eric Maurin & Sandra McNally, 2012. "The Effect of Tracking Students by Ability into Different Schools: A Natural Experiment," Journal of Human Resources, University of Wisconsin Press, vol. 47(3), pages 684-721.
  43. Larissa Zierow, 2017. "Economic Perspectives on the Implications of Public Child Care and Schooling for Educational Outcomes in Childhood and Adult Life," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 76.
  44. Davide Viviano, 2020. "Experimental Design under Network Interference," Papers 2003.08421, arXiv.org, revised Jul 2022.
  45. M. Caridad Araujo & Pedro Carneiro & Yyannú Cruz-Aguayo & Norbert Schady, 2016. "Teacher Quality and Learning Outcomes in Kindergarten," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(3), pages 1415-1453.
  46. Sheetal Sekhri & Yona Rubinstein, "undated". "Do Public Colleges in Developing Countries Provide Better Education than Private ones? Evidence from General Education Sector in India," Virginia Economics Online Papers 375, University of Virginia, Department of Economics.
  47. Holla,Alaka & Bendini,Maria Magdalena & Dinarte Diaz,Lelys Ileana & Trako,Iva, 2021. "Is Investment in Preprimary Education Too Low ? Lessons from (Quasi) ExperimentalEvidence across Countries," Policy Research Working Paper Series 9723, The World Bank.
  48. Fredriksson, Peter & Öckert, Björn & Oosterbeek, Hessel, 2014. "Inside the Black Box of Class Size: Mechanisms, Behavioral Responses, and Social Background," IZA Discussion Papers 8019, Institute of Labor Economics (IZA).
  49. Meschi, Elena & Pavese, Caterina, 2023. "Ability composition in the class and the school performance of immigrant students," Labour Economics, Elsevier, vol. 85(C).
  50. Horrace, William C. & Liu, Xiaodong & Patacchini, Eleonora, 2016. "Endogenous network production functions with selectivity," Journal of Econometrics, Elsevier, vol. 190(2), pages 222-232.
  51. Grant Miller & A. Mushfiq Mobarak, 2015. "Learning About New Technologies Through Social Networks: Experimental Evidence on Nontraditional Stoves in Bangladesh," Marketing Science, INFORMS, vol. 34(4), pages 480-499, July.
  52. Joao Firmino & Luis Catela Nunes & Ana Balcao Reis & Carmo Seabra, 2018. "Class composition and student achievement: evidence from Portugal," Nova SBE Working Paper Series wp624, Universidade Nova de Lisboa, Nova School of Business and Economics.
  53. Sabrin Beg & Waqas Halim & Adrienne M. Lucas & Umar Saif, 2022. "Engaging Teachers with Technology Increased Achievement, Bypassing Teachers Did Not," American Economic Journal: Economic Policy, American Economic Association, vol. 14(2), pages 61-90, May.
  54. Pedro Carneiro & Sokbae Lee & Daniel Wilhelm, 2020. "Optimal data collection for randomized control trials [Microcredit impacts: Evidence from a randomized microcredit program placement experiment by Compartamos Banco]," The Econometrics Journal, Royal Economic Society, vol. 23(1), pages 1-31.
  55. Christian Dustmann & Patrick A. Puhani & Uta Schönberg, 2012. "The Long-term Effects of School Quality on Labor Market Outcomes and Educational Attainment," RF Berlin - CReAM Discussion Paper Series 1208, Rockwool Foundation Berlin (RF Berlin) - Centre for Research and Analysis of Migration (CReAM).
  56. Robert Garlick, 2018. "Academic Peer Effects with Different Group Assignment Policies: Residential Tracking versus Random Assignment," American Economic Journal: Applied Economics, American Economic Association, vol. 10(3), pages 345-369, July.
  57. M. Caridad Araujo & Yyannu Cruz-Aguayo & Analia Jaimovich & Sharon Lynn Kagan, 2015. "Drawing Up an Institutional Architecture," IDB Publications (Book Chapters), in: Samuel Berlinski & Norbert Schady (ed.), The Early Years: Child Well-Being and the Role of Public Policy, edition 1, chapter 7, pages 179-202, Inter-American Development Bank.
  58. Luc Behaghel & Clément de Chaisemartin & Marc Gurgand, 2017. "Ready for Boarding? The Effects of a Boarding School for Disadvantaged Students," American Economic Journal: Applied Economics, American Economic Association, vol. 9(1), pages 140-164, January.
  59. Bölükbaş, Sema & Gür, Bekir S., 2020. "Tracking and inequality: The results from Turkey," International Journal of Educational Development, Elsevier, vol. 78(C).
  60. Oriana Bandiera & Valentino Larcinese & Imran Rasul, 2010. "Heterogeneous Class Size Effects: New Evidence from a Panel of University Students," Economic Journal, Royal Economic Society, vol. 120(549), pages 1365-1398, December.
  61. Heath, Rachel & Mushfiq Mobarak, A., 2015. "Manufacturing growth and the lives of Bangladeshi women," Journal of Development Economics, Elsevier, vol. 115(C), pages 1-15.
  62. Martin Foureaux Koppensteiner, 2018. "Relative Age, Class Assignment, and Academic Performance: Evidence from Brazilian Primary Schools," Scandinavian Journal of Economics, Wiley Blackwell, vol. 120(1), pages 296-325, January.
  63. Zhaonan Qu & Ruoxuan Xiong & Jizhou Liu & Guido Imbens, 2021. "Efficient Treatment Effect Estimation in Observational Studies under Heterogeneous Partial Interference," Papers 2107.12420, arXiv.org, revised Jun 2022.
  64. Andrei Munteanu, 2024. "School Choice, Student Sorting and Academic Performance," Cahiers de recherche / Working Papers 2401, Chaire de recherche sur les enjeux économiques intergénérationnels / Research Chair in Intergenerational Economics.
  65. Fischer, Stefanie, 2017. "The downside of good peers: How classroom composition differentially affects men's and women's STEM persistence," Labour Economics, Elsevier, vol. 46(C), pages 211-226.
  66. Simone Balestra & Aurélien Sallin & Stefan C. Wolter, 2023. "High-Ability Influencers? The Heterogeneous Effects of Gifted Classmates," Journal of Human Resources, University of Wisconsin Press, vol. 58(2), pages 633-665.
  67. Daniel Borbely & Jonathan Norris & Agnese Romiti, 2023. "Peer Gender and Schooling: Evidence from Ethiopia," Journal of Human Capital, University of Chicago Press, vol. 17(2), pages 207-249.
  68. Sandra E. Black & Paul J. Devereux & Kjell G. Salvanes, 2013. "Under Pressure? The Effect of Peers on Outcomes of Young Adults," Journal of Labor Economics, University of Chicago Press, vol. 31(1), pages 119-153.
  69. Pugatch, Todd & Schroeder, Elizabeth, 2014. "Incentives for teacher relocation: Evidence from the Gambian hardship allowance," Economics of Education Review, Elsevier, vol. 41(C), pages 120-136.
  70. Frattini, Tommaso & Meschi, Elena, 2019. "The effect of immigrant peers in vocational schools," European Economic Review, Elsevier, vol. 113(C), pages 1-22.
  71. Olivier De Groote & Koen Declercq, 2021. "Tracking and specialization of high schools: Heterogeneous effects of school choice," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 36(7), pages 898-916, November.
  72. Edwin Leuven & Marte Rønning, 2016. "Classroom Grade Composition and Pupil Achievement," Economic Journal, Royal Economic Society, vol. 126(593), pages 1164-1192, June.
  73. Leonardo Bursztyn & Robert Jensen, 2015. "How Does Peer Pressure Affect Educational Investments?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(3), pages 1329-1367.
  74. Islam, Asad & Lee, Wang-Sheng & Nicholas, Aaron, 2021. "The Effects of Chess Instruction on Academic and Non-cognitive Outcomes: Field Experimental Evidence from a Developing Country," Journal of Development Economics, Elsevier, vol. 150(C).
  75. Fernando Albornoz & Samuel Berlinski & Antonio Cabrales, 2010. "Incentives, resources and the organization of the school system," Working Papers 2010-28, FEDEA.
  76. Facundo Albornoz & María Victoria Anauati & Melina Furman & Mariana Luzuriaga & María Eugenia Podestá & Inés Taylor, 2020. "Training to Teach Science: Experimental Evidence from Argentina," The World Bank Economic Review, World Bank, vol. 34(2), pages 393-417.
  77. Cristian Pop-Eleches & Miguel Urquiola, 2013. "Going to a Better School: Effects and Behavioral Responses," American Economic Review, American Economic Association, vol. 103(4), pages 1289-1324, June.
  78. Buhl-Wiggers, Julie & Kerwin, Jason & Muñoz-Morales, Juan S. & Smith, Jeffrey A. & Thornton, Rebecca L., 2020. "Some Children Left Behind: Variation in the Effects of an Educational Intervention," IZA Discussion Papers 13598, Institute of Labor Economics (IZA).
  79. Shuyang Sheng & Xiaoting Sun, 2023. "Social Interactions with Endogenous Group Formation," Papers 2306.01544, arXiv.org.
  80. Briole, Simon, 2021. "Are girls always good for boys? Short and long term effects of school peers’ gender," Economics of Education Review, Elsevier, vol. 84(C).
  81. Sari Pekkala Kerr & Tuomas Pekkarinen & Roope Uusitalo, 2013. "School Tracking and Development of Cognitive Skills," Journal of Labor Economics, University of Chicago Press, vol. 31(3), pages 577-602.
  82. Abhijit Banerjee & Rukmini Banerji & James Berry & Esther Duflo & Harini Kannan & Shobhini Mukerji & Marc Shotland & Michael Walton, 2017. "From Proof of Concept to Scalable Policies: Challenges and Solutions, with an Application," Journal of Economic Perspectives, American Economic Association, vol. 31(4), pages 73-102, Fall.
  83. Kalena E. Cortes & Joshua S. Goodman, 2014. "Ability-Tracking, Instructional Time, and Better Pedagogy: The Effect of Double-Dose Algebra on Student Achievement," American Economic Review, American Economic Association, vol. 104(5), pages 400-405, May.
  84. van Elk, Roel & van der Steeg, Marc & Webbink, Dinand, 2011. "Does the timing of tracking affect higher education completion?," Economics of Education Review, Elsevier, vol. 30(5), pages 1009-1021, October.
  85. Ariel BenYishay & A. Mushfiq Mobarak, 2014. "Social Learning and Communication," NBER Working Papers 20139, National Bureau of Economic Research, Inc.
  86. Bykhovskaya, Anna, 2020. "Stability in matching markets with peer effects," Games and Economic Behavior, Elsevier, vol. 122(C), pages 28-54.
  87. Avitabile, Ciro & de Hoyos, Rafael, 2018. "The heterogeneous effect of information on student performance: Evidence from a randomized control trial in Mexico," Journal of Development Economics, Elsevier, vol. 135(C), pages 318-348.
  88. Hikaru Kawarazaki & Minhaj Mahmud & Yasuyuki Sawada & Mai Seki, 2023. "Haste Makes No Waste: Positive Peer Effects of Classroom Speed Competition on Learning," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 85(4), pages 755-772, August.
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  91. Adrienne M. Lucas & Isaac M. Mbiti, 2014. "Effects of School Quality on Student Achievement: Discontinuity Evidence from Kenya," American Economic Journal: Applied Economics, American Economic Association, vol. 6(3), pages 234-263, July.
  92. Lisa Barrow & Marisa de la Torre & Lauren Sartain, 2016. "The Role of Selective High Schools in Equalizing Educational Outcomes: Heterogeneous Effects by Neighborhood Socioeconomic Status," Working Paper Series WP-2016-17, Federal Reserve Bank of Chicago.
  93. Marcel Fafchamps & Simon Quinn, 2018. "Networks and Manufacturing Firms in Africa: Results from a Randomized Field Experiment," The World Bank Economic Review, World Bank, vol. 32(3), pages 656-675.
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  96. Canaan, Serena, 2020. "The long-run effects of reducing early school tracking," Journal of Public Economics, Elsevier, vol. 187(C).
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  119. Vincenzo Andrietti & Xuejuan Su, 2019. "Education curriculum and student achievement: theory and evidence," Education Economics, Taylor & Francis Journals, vol. 27(1), pages 4-19, January.
  120. Santiago Garganta & María Florencia Pinto & Joaquín Zentner, 2023. "Extended School Day and Teenage Fertility in Dominican Republic," CEDLAS, Working Papers 0317, CEDLAS, Universidad Nacional de La Plata.
  121. Horn, Dániel & Gurzó, Klára, 2015. "A korai iskolai szelekció hosszú távú hatása. Egy közpolitikai kísérlet tanulságai [The long-term effects of early educational selection. A quasi-natural policy experiment from Hungary]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(10), pages 1070-1096.
  122. Asim,Salman & Chase,Robert S. & Dar,Amit & Schmillen,Achim Daniel, 2015. "Improving education outcomes in South Asia : findings from a decade of impact evaluations," Policy Research Working Paper Series 7362, The World Bank.
  123. Kiss, David, 2013. "The impact of peer achievement and peer heterogeneity on own achievement growth: Evidence from school transitions," Economics of Education Review, Elsevier, vol. 37(C), pages 58-65.
  124. van Lent, Max, 2024. "Peer Creativity and Academic Achievement," IZA Discussion Papers 16847, Institute of Labor Economics (IZA).
  125. Luc Behaghel & Karen Macours & Julie Subervie, 2019. "How can randomised controlled trials help improve the design of the common agricultural policy?," European Review of Agricultural Economics, Oxford University Press and the European Agricultural and Applied Economics Publications Foundation, vol. 46(3), pages 473-493.
  126. Gupta, Shriyam & Liu, Chengfang & Li, Shaoping & Chang, Fang & Shi, Yaojiang, 2021. "Impact of Ability-Tracking on Student’s Academic and Non-Academic Outcomes: Empirical Evidence from Junior High Schools in China," 2021 Conference, August 17-31, 2021, Virtual 315375, International Association of Agricultural Economists.
  127. Carneiro, Pedro & Cruz Aguayo, Yyannu & Salvati, Francesca & Schady, Norbert, 2023. "The Effect of Classroom Rank on Learning throughout Elementary School: Experimental Evidence from Ecuador," IZA Discussion Papers 16384, Institute of Labor Economics (IZA).
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