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Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review

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  1. Huber, Martin & Steinmayr, Andreas, 2017. "A Framework for Separating Individual Treatment Effects From Spillover, Interaction, and General Equilibrium Effects," Rationality and Competition Discussion Paper Series 21, CRC TRR 190 Rationality and Competition.
  2. Richard K. Crump & V. Joseph Hotz & Guido W. Imbens & Oscar A. Mitnik, 2008. "Nonparametric Tests for Treatment Effect Heterogeneity," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 389-405, August.
  3. Zhu, Wei & Qi, Lixia & Wang, Ruime, 2021. "Impact of Market Price Support Measures on Chemical Fertilizer Use in China," International Journal of Food and Agricultural Economics (IJFAEC), Alanya Alaaddin Keykubat University, Department of Economics and Finance, vol. 9(1), January.
  4. Maasoumi, Esfandiar & Eren, Ozkan, 2006. "The Information Basis of Matching with Propensity Score," Departmental Working Papers 0606, Southern Methodist University, Department of Economics.
  5. Ruonan Xu, 2023. "Difference-in-Differences with Interference," Papers 2306.12003, arXiv.org, revised Feb 2024.
  6. van de Walle, Dominique & Mu, Ren, 2007. "Fungibility and the flypaper effect of project aid: Micro-evidence for Vietnam," Journal of Development Economics, Elsevier, vol. 84(2), pages 667-685, November.
  7. Adekambi, Souleimane Adeyemi & Diagne, Aliou & Simtowe, Franklin & Biaou, Gauthier, 2009. "The Impact of Agricultural Technology Adoption on Poverty: The case of NERICA rice varieties in Benin," 2009 Conference, August 16-22, 2009, Beijing, China 51645, International Association of Agricultural Economists.
  8. Zhexiao Lin & Peng Ding & Fang Han, 2023. "Estimation Based on Nearest Neighbor Matching: From Density Ratio to Average Treatment Effect," Econometrica, Econometric Society, vol. 91(6), pages 2187-2217, November.
  9. Wagstaff, Adam & Pradhan, Menno, 2005. "Health insurance impacts on health and nonmedical consumption in a developing country," Policy Research Working Paper Series 3563, The World Bank.
  10. Lechner, Michael, 2018. "Modified Causal Forests for Estimating Heterogeneous Causal Effects," IZA Discussion Papers 12040, Institute of Labor Economics (IZA).
  11. Geiler, Philipp & Renneboog, Luc, 2015. "Are female top managers really paid less?," Journal of Corporate Finance, Elsevier, vol. 35(C), pages 345-369.
  12. Tristan Le Cotty & Elodie Maître d'Hôtel & Julie Subervie, 2019. "Inventory credit to enhance food security in Africa," CIRED Working Papers hal-02018715, HAL.
  13. Alexandre Belloni & Victor Chernozhukov & Denis Chetverikov & Christian Hansen & Kengo Kato, 2018. "High-dimensional econometrics and regularized GMM," CeMMAP working papers CWP35/18, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  14. Essilfie, Felix Larry, 2018. "Varietal seed technology and household income of maize farmers: An application of the doubly robust model," Technology in Society, Elsevier, vol. 55(C), pages 85-91.
  15. Anikó Bíró & Márta Bisztray & João G. da Fonseca & Tímea Laura Molnár, 2023. "Accident-induced absence from work and wage ladders," IFS Working Papers W23/30, Institute for Fiscal Studies.
  16. Cavalletti, Barbara & Corsi, Matteo & Persico, Luca & di Bella, Enrico, 2021. "Public university orientation for high-school students. A quasi-experimental assessment of the efficiency gains from nudging better career choices," Socio-Economic Planning Sciences, Elsevier, vol. 73(C).
  17. Karim Chalak & Halbert White, 2011. "Viewpoint: An extended class of instrumental variables for the estimation of causal effects," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 44(1), pages 1-51, February.
  18. Turner, Alex J. & Fichera, Eleonora & Sutton, Matt, 2021. "The effects of in-utero exposure to influenza on mental health and mortality risk throughout the life-course," Economics & Human Biology, Elsevier, vol. 43(C).
  19. Gasparatos, A. & Mudombi, S. & Balde, B.S. & von Maltitz, G.P. & Johnson, F.X. & Romeu-Dalmau, C. & Jumbe, C. & Ochieng, C. & Luhanga, D. & Nyambane, A. & Rossignoli, C. & Jarzebski, M.P. & Dam Lam, R, 2022. "Local food security impacts of biofuel crop production in southern Africa," Renewable and Sustainable Energy Reviews, Elsevier, vol. 154(C).
  20. Caliendo, Marco & Künn, Steffen, 2011. "Start-up subsidies for the unemployed: Long-term evidence and effect heterogeneity," Journal of Public Economics, Elsevier, vol. 95(3), pages 311-331.
  21. Marcus Linder & Joakim Björkdahl & Daniel Ljungberg, 2014. "Environmental Orientation and Economic Performance: a Quasi‐experimental Study of Small Swedish Firms," Business Strategy and the Environment, Wiley Blackwell, vol. 23(5), pages 333-348, July.
  22. Binder, Martin & Coad, Alex, 2013. "“I'm afraid I have bad news for you…” Estimating the impact of different health impairments on subjective well-being," Social Science & Medicine, Elsevier, vol. 87(C), pages 155-167.
  23. Chakraborty, Pavel, 2016. "Judicial quality and regional firm performance: The case of Indian states," Journal of Comparative Economics, Elsevier, vol. 44(4), pages 902-918.
  24. María José Ibáñez & Felipe Vásquez Lavin & Roberto D. Ponce Oliva, 2023. "Female Underperformance Hypothesis Revisited: Methodological Review and Empirical Testing," SAGE Open, , vol. 13(4), pages 21582440231, December.
  25. Tenglong Li & Kenneth A. Frank, 2020. "The probability of a robust inference for internal validity and its applications in regression models," Papers 2005.12784, arXiv.org.
  26. Roxana Elena Manea, 2021. "School Feeding Programmes, Education and Food Security in Rural Malawi," CIES Research Paper series 63-2020, Centre for International Environmental Studies, The Graduate Institute.
  27. Matthieu Darracq Paries, 2018. "Financial frictions and monetary policy conduct," Erudite Ph.D Dissertations, Erudite, number ph18-01 edited by Ferhat Mihoubi, December.
  28. Dettmann, E. & Becker, C. & Schmeißer, C., 2011. "Distance functions for matching in small samples," Computational Statistics & Data Analysis, Elsevier, vol. 55(5), pages 1942-1960, May.
  29. Justine S. Hastings & Christopher A. Neilson & Seth D. Zimmerman, 2012. "The Effect of School Choice on Intrinsic Motivation and Academic Outcomes," Working Papers 2012-3, Princeton University. Economics Department..
  30. Elder, Todd E. & Goddeeris, John H. & Haider, Steven J., 2016. "Racial and ethnic infant mortality gaps and the role of socio-economic status," Labour Economics, Elsevier, vol. 43(C), pages 42-54.
  31. José de Sousa & Guillaume Hollard, 2021. "From Micro to Macro Gender Differences: Evidence from Field Tournaments," Post-Print hal-03389151, HAL.
  32. Chabé-Ferret, Sylvain, 2015. "Analysis of the bias of Matching and Difference-in-Difference under alternative earnings and selection processes," Journal of Econometrics, Elsevier, vol. 185(1), pages 110-123.
  33. Jason J. Sauppe & Sheldon H. Jacobson, 2017. "The role of covariate balance in observational studies," Naval Research Logistics (NRL), John Wiley & Sons, vol. 64(4), pages 323-344, June.
  34. Michael Lechner & Stephan Wiehler, 2011. "Kids or courses? Gender differences in the effects of active labor market policies," Journal of Population Economics, Springer;European Society for Population Economics, vol. 24(3), pages 783-812, July.
  35. Zhong, Wei & Gao, Yang & Zhou, Wei & Fan, Qingliang, 2021. "Endogenous treatment effect estimation using high-dimensional instruments and double selection," Statistics & Probability Letters, Elsevier, vol. 169(C).
  36. Lv, Xiaofeng & Li, Rui & Fang, Zheng, 2017. "Efficient semiparametric estimation for Gini inequality treatment effects," Economics Letters, Elsevier, vol. 154(C), pages 96-100.
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  38. Kyoo il Kim, 2019. "Efficiency of Average Treatment Effect Estimation When the True Propensity Is Parametric," Econometrics, MDPI, vol. 7(2), pages 1-13, May.
  39. Martin Huber & Giovanni Mellace, 2015. "Sharp Bounds on Causal Effects under Sample Selection," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 77(1), pages 129-151, February.
  40. Nguezet, Paul Martin Dontsop & Diagne, Aliou & Okoruwa, Victor Olusegun & Ojehomon, Vivian, 2011. "Impact of Improved Rice Technology (NERICA varieties) on Income and Poverty among Rice Farming Households in Nigeria: A Local Average Treatment Effect (LATE) Approach," Quarterly Journal of International Agriculture, Humboldt-Universitaat zu Berlin, vol. 50(3), pages 1-25.
  41. David E. Bloom & David Canning & Erica S. Shenoy, 2012. "The effect of vaccination on children's physical and cognitive development in the Philippines," Applied Economics, Taylor & Francis Journals, vol. 44(21), pages 2777-2783, July.
  42. Gunther Bensch & Jörg Peters, 2013. "Alleviating Deforestation Pressures? Impacts of Improved Stove Dissemination on Charcoal Consumption in Urban Senegal," Land Economics, University of Wisconsin Press, vol. 89(4), pages 676-698.
  43. Egger, Peter & Koethenbuerger, Marko & Smart, Michael, 2010. "Do fiscal transfers alleviate business tax competition? Evidence from Germany," Journal of Public Economics, Elsevier, vol. 94(3-4), pages 235-246, April.
  44. Dolton, Peter & Smith, Jeffrey A., 2011. "The Impact of the UK New Deal for Lone Parents on Benefit Receipt," IZA Discussion Papers 5491, Institute of Labor Economics (IZA).
  45. Dionissi Aliprantis, 2011. "Assessing the evidence on neighborhood effects from moving to opportunity," Working Papers (Old Series) 1101, Federal Reserve Bank of Cleveland.
  46. Ernesto Crivelli & Mr. Sanjeev Gupta, 2014. "Does conditionality in IMF-supported programs promote revenue reform?," IMF Working Papers 2014/206, International Monetary Fund.
  47. Gabriel V. Montes-Rojas, 2011. "Nonparametric Estimation of ATE and QTE: An Application of Fractile Graphical Analysis," Journal of Probability and Statistics, Hindawi, vol. 2011, pages 1-23, October.
  48. Rainer Eppel & Thomas Leoni & Helmut Mahringer & Trude Hausegger & Christine Reidl & Friederike Weber, 2017. "Einsatz und Wirkung aktiver arbeitsmarktpolitischer Maßnahmen für Personen mit gesundheitlichen Einschränkungen. Eine Evaluierung für Oberösterreich," WIFO Studies, WIFO, number 59356, Juni.
  49. Elizaphan J. O. Rao & Bernhard Brümmer & Matin Qaim, 2012. "Farmer Participation in Supermarket Channels, Production Technology, and Efficiency: The Case of Vegetables in Kenya," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 94(4), pages 891-912.
  50. Matthew A. Masten & Alexandre Poirier, 2018. "Interpreting Quantile Independence," Papers 1804.10957, arXiv.org.
  51. Bruno Cirillo & Stefano Brusoni & Giovanni Valentini, 2014. "The Rejuvenation of Inventors Through Corporate Spinouts," Organization Science, INFORMS, vol. 25(6), pages 1764-1784, December.
  52. Verena Lauber & Johanna Storck, 2016. "Helping with the Kids? How Family-Friendly Workplaces Affect Parental Well-Being and Behavior," SOEPpapers on Multidisciplinary Panel Data Research 883, DIW Berlin, The German Socio-Economic Panel (SOEP).
  53. Michael Roach & Henry Sauermann, 2015. "Founder or Joiner? The Role of Preferences and Context in Shaping Different Entrepreneurial Interests," Management Science, INFORMS, vol. 61(9), pages 2160-2184, September.
  54. G. Miller & Yuriy Pylypchuk, 2014. "Marital Status, Spousal Characteristics, and the Use of Preventive Care," Journal of Family and Economic Issues, Springer, vol. 35(3), pages 323-338, September.
  55. Markus Frölich, 2008. "Parametric and Nonparametric Regression in the Presence of Endogenous Control Variables," International Statistical Review, International Statistical Institute, vol. 76(2), pages 214-227, August.
  56. Hang Miao & Kui Zhao & Zhun Wang & Linbo Jiang & Quanhui Jia & Yanming Fang & Quan Yu, 2020. "Intelligent Credit Limit Management in Consumer Loans Based on Causal Inference," Papers 2007.05188, arXiv.org.
  57. Jorge M. Aguero & Michael R. Carter & Ingrid Woolard, 2006. "The Impact of Unconditional Cash Transfers on Nutrition: The South African Child Support Grant," SALDRU Working Papers 8, Southern Africa Labour and Development Research Unit, University of Cape Town.
  58. Egger, Peter & Hahn, Franz R., 2010. "Endogenous bank mergers and their impact on banking performance: Some evidence from Austria," International Journal of Industrial Organization, Elsevier, vol. 28(2), pages 155-166, March.
  59. Shu Yang & Yunshu Zhang, 2023. "Multiply robust matching estimators of average and quantile treatment effects," Scandinavian Journal of Statistics, Danish Society for Theoretical Statistics;Finnish Statistical Society;Norwegian Statistical Association;Swedish Statistical Association, vol. 50(1), pages 235-265, March.
  60. Terry O'Malley, 2021. "The Impact of Repossession Risk on Mortgage Default," Journal of Finance, American Finance Association, vol. 76(2), pages 623-650, April.
  61. Martin Huber, 2019. "An introduction to flexible methods for policy evaluation," Papers 1910.00641, arXiv.org.
  62. Ken H. Johnson & Zhenguo Lin & Jia Xie, 2015. "Dual Agent Distortions in Real Estate Transactions," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 43(2), pages 507-536, June.
  63. Kitagawa, Toru & Muris, Chris, 2016. "Model averaging in semiparametric estimation of treatment effects," Journal of Econometrics, Elsevier, vol. 193(1), pages 271-289.
  64. Stefanie Behncke & Markus Frölich & Michael Lechner, 2008. "A Caseworker Like Me - Does The Similarity Between Unemployed And Caseworker Increase Job Placements?," University of St. Gallen Department of Economics working paper series 2008 2008-08, Department of Economics, University of St. Gallen.
  65. Takahashi, Ryo & Todo, Yasuyuki, 2015. "Coffee certification and forest quality: A case in Ethiopia," 2015 Conference, August 9-14, 2015, Milan, Italy 211939, International Association of Agricultural Economists.
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  127. Verena Lauber & Johanna Storck, 2016. "Helping with the Kids? How Family-Friendly Workplaces Affect Parental Well-Being and Behavior," Discussion Papers of DIW Berlin 1630, DIW Berlin, German Institute for Economic Research.
  128. Chabé-Ferret, Sylvain & Subervie, Julie, 2013. "How much green for the buck? Estimating additional and windfall effects of French agro-environmental schemes by DID-matching," Journal of Environmental Economics and Management, Elsevier, vol. 65(1), pages 12-27.
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  261. Elaine M. Wolf & Douglas A. Wolf, 2008. "Mixed Results in a Transitional Planning Program for Alternative School Students," Evaluation Review, , vol. 32(2), pages 187-215, April.
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  265. Gabriela Simonet & Julie Subervie & Driss Ezzine-de-Blas & Marina Cromberg & Amy Duchelle, 2015. "Paying smallholders not to cut down the Amazon forest: Impact evaluation of a REDD+ pilot project," Working Papers 15-14, LAMETA, Universtiy of Montpellier, revised Oct 2015.
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  278. Enrico Vanino & Stephen Roper & Bettina Becker, 2020. "Knowledge to Money: Assessing the Business Performance Effects of Publicly Funded R&D Grants," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 17(04), pages 20-24, January.
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  280. Bryan S. Graham & Cristine Campos de Xavier Pinto & Daniel Egel, 2016. "Efficient Estimation of Data Combination Models by the Method of Auxiliary-to-Study Tilting (AST)," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 34(2), pages 288-301, April.
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  284. H. Spencer Banzhaf & Garima Bhalla, 2012. "Do Households Prefer Small School Districts? A Natural Experiment," Southern Economic Journal, John Wiley & Sons, vol. 78(3), pages 819-841, January.
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  286. Demianova, Anna & Lukiyanova, Anna, 2016. "The impact of disability status on labor supply in Russia," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 44, pages 50-74.
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  288. Carsten Lynge Jensen, Lars Garn Hansen, Troels Fjordbak, and Erik Gudbjerg, 2012. "Providing Free Autopoweroff Plugs: Measuring the Effect on Households' Electricity Consumption through a Field Experiment," The Energy Journal, International Association for Energy Economics, vol. 0(Number 4).
  289. Matthieu Bussière & Claude Lopez & Cédric Tille, 2015. "Do real exchange rate appreciations matter for growth?," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 30(81), pages 5-45.
  290. Nicolas CARAYOL & Marianne LANOË, 2017. "The Impact of Project-Based Funding in Science: \r\nLessons from the ANR Experience," Cahiers du GREThA (2007-2019) 2017-04, Groupe de Recherche en Economie Théorique et Appliquée (GREThA).
  291. Kendel, Adnane & Lazaric, Nathalie & Maréchal, Kevin, 2017. "What do people ‘learn by looking’ at direct feedback on their energy consumption? Results of a field study in Southern France," Energy Policy, Elsevier, vol. 108(C), pages 593-605.
  292. Schreinemachers, Pepijn & Wu, Mei-huey & Uddin, Md. Nasir & Ahmad, Shahabuddin & Hanson, Peter, 2016. "Farmer training in off-season vegetables: Effects on income and pesticide use in Bangladesh," Food Policy, Elsevier, vol. 61(C), pages 132-140.
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  295. Stephen L. Morgan & David J. Harding, 2006. "Matching Estimators of Causal Effects," Sociological Methods & Research, , vol. 35(1), pages 3-60, August.
  296. aus dem Moore, Nils, 2014. "Taxes and Corporate Financing Decisions – Evidence from the Belgian ACE Reform," Ruhr Economic Papers 533, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
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  299. Markus Gangl & Thomas A. DiPrete, 2004. "Kausalanalyse durch Matchingverfahren," Discussion Papers of DIW Berlin 401, DIW Berlin, German Institute for Economic Research.
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  303. Mullally, Conner & Chakravarty, Shourish, 2018. "Are matching funds for smallholder irrigation money well spent?," Food Policy, Elsevier, vol. 76(C), pages 70-80.
  304. Dmitry Arkhangelsky & Guido W. Imbens, 2019. "Doubly Robust Identification for Causal Panel Data Models," Papers 1909.09412, arXiv.org, revised Feb 2022.
  305. Carlos A. Flores & Oscar A. Mitnik, 2009. "Evaluating Nonexperimental Estimators for Multiple Treatments: Evidence from Experimental Data," Working Papers 2010-10, University of Miami, Department of Economics.
  306. Mats Wilhelmsson, 2019. "Energy Performance Certificates and Its Capitalization in Housing Values in Sweden," Sustainability, MDPI, vol. 11(21), pages 1-16, November.
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  308. Martin Huber, 2015. "Causal Pitfalls in the Decomposition of Wage Gaps," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 33(2), pages 179-191, April.
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  310. Yuehao Bai & Jizhou Liu & Azeem M. Shaikh & Max Tabord-Meehan, 2023. "On the Efficiency of Finely Stratified Experiments," Papers 2307.15181, arXiv.org, revised Feb 2024.
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  313. Eliasson, Kent, 2006. "How Robust is the Evidence on the Returns to College Choice? Results Using Swedish Administrative Data," Umeå Economic Studies 692, Umeå University, Department of Economics.
  314. Paweł Strawiński, 2012. "Small sample properties of matching with caliper," Working Papers 2012-13, Faculty of Economic Sciences, University of Warsaw.
  315. Frölich, Markus & Michaelowa, Katharina, 2004. "Peer effects and textbooks in primary education: Evidence from francophone sub-Saharan Africa," HWWA Discussion Papers 311, Hamburg Institute of International Economics (HWWA).
  316. Bracco, Emanuele & Revelli, Federico, 2018. "Concurrent elections and political accountability: Evidence from Italian local elections," Journal of Economic Behavior & Organization, Elsevier, vol. 148(C), pages 135-149.
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  321. Anita Alves Pena, 2015. "The effect of continuing education participation on outcomes of male and female agricultural workers in the USA," Education Economics, Taylor & Francis Journals, vol. 23(6), pages 751-776, December.
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  324. Rothe, Christoph & Firpo, Sergio Pinheiro, 2013. "Semiparametric estimation and inference using doubly robust moment conditions," Textos para discussão 330, FGV EESP - Escola de Economia de São Paulo, Fundação Getulio Vargas (Brazil).
  325. Pirmin Fessler & Maximilian Kasy & Peter Lindner, 2018. "Survey mode effects on measured income inequality," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 16(4), pages 487-505, December.
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  329. Hugo Bodory & Martin Huber & Lukáš Lafférs, 2022. "Evaluating (weighted) dynamic treatment effects by double machine learning [Identification of causal effects using instrumental variables]," The Econometrics Journal, Royal Economic Society, vol. 25(3), pages 628-648.
  330. Borgschulte, Mark & Vogler, Jacob, 2020. "Did the ACA Medicaid expansion save lives?," Journal of Health Economics, Elsevier, vol. 72(C).
  331. Boehm, Martin, 2008. "Determining the impact of internet channel use on a customer's lifetime," Journal of Interactive Marketing, Elsevier, vol. 22(3), pages 2-22.
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  333. Eggers, Andy & Hainmueller, Jens, 2008. "MPs for Sale? Estimating Returns to Office in Post-War British Politics," MPRA Paper 7892, University Library of Munich, Germany.
  334. Andreas Billmeier & Tommaso Nannicini, 2009. "Trade Openness and Growth: Pursuing Empirical Glasnost," IMF Staff Papers, Palgrave Macmillan, vol. 56(3), pages 447-475, August.
  335. Hofer, Katharina E., 2015. "Does Female Suffrage Increase Public Support for Government Spending? Evidence from Swiss Ballots," Economics Working Paper Series 1502, University of St. Gallen, School of Economics and Political Science.
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  337. Michael Lechner, 2005. "A Note on Endogenous Control Variables in Evaluation Studies," University of St. Gallen Department of Economics working paper series 2005 2005-16, Department of Economics, University of St. Gallen.
  338. Wouter Zant, 2014. "Do Organic Inputs in African Subsistence Agriculture Raise Productivity? Evidence from Plot Data of Malawi Household Surveys," Tinbergen Institute Discussion Papers 14-114/V, Tinbergen Institute.
  339. Kuhfuss, Laure & Subervie, Julie, 2018. "Do European Agri-environment Measures Help Reduce Herbicide Use? Evidence From Viticulture in France," Ecological Economics, Elsevier, vol. 149(C), pages 202-211.
  340. Poirier, Alexandre, 2017. "Efficient estimation in models with independence restrictions," Journal of Econometrics, Elsevier, vol. 196(1), pages 1-22.
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  343. Rao, Elizaphan J. O. & Omondi, Immaculate & Karimov, Aziz A. & Baltenweck, Isavelle, 2016. "Dairy farm households, processor linkages and household income: the case of dairy hub linkages in East Africa," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 19(4), October.
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  346. Rahel Aichele, 2013. "Trade, Climate Policy and Carbon Leakage - Theory and Empirical Evidence," ifo Beiträge zur Wirtschaftsforschung, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 49.
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