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Efficient semiparametric estimation of multi-valued treatment effects under ignorability

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  1. Sokbae Lee & Ryo Okui & Yoon†Jae Whang, 2017. "Doubly robust uniform confidence band for the conditional average treatment effect function," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(7), pages 1207-1225, November.
  2. Stojčić, Nebojša & Anić, Ivan-Damir & Aralica, Zoran, 2019. "Do firms in clusters perform better? Lessons from wood-processing industries in new EU member states," Forest Policy and Economics, Elsevier, vol. 109(C).
  3. Saraswata Chaudhuriy & David T. Frazierz & Eric Renault, 2016. "Indirect Inference with Endogenously Missing Exogenous Variables," CIRANO Working Papers 2016s-15, CIRANO.
  4. Matsushita, Yukitoshi & Otsu, Taisuke, 2020. "Likelihood inference on semiparametric models with generated regressors," LSE Research Online Documents on Economics 102696, London School of Economics and Political Science, LSE Library.
  5. Tristan Le Cotty & Elodie Maître d'Hôtel & Julie Subervie, 2019. "Inventory credit to enhance food security in Africa," CIRED Working Papers hal-02018715, HAL.
  6. 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.
  7. Wongmonta, Sasiwooth, 2023. "Revisiting the wage effects of vocational education and training (VET) over the life cycle: The case of Thailand," International Journal of Educational Development, Elsevier, vol. 103(C).
  8. Sasiwimon Warunsiri Paweenawat & Lusi Liao, 2024. "Who Suffers the Most During the COVID‐19 Pandemic? Evidence From Thailand," The Developing Economies, Institute of Developing Economies, vol. 62(3), pages 238-268, September.
  9. Beliyou Haile & Carlo Azzarri & Cleo Roberts & David J. Spielman, 2017. "Targeting, bias, and expected impact of complex innovations on developing-country agriculture: evidence from Malawi," Agricultural Economics, International Association of Agricultural Economists, vol. 48(3), pages 317-326, May.
  10. Matias D Cattaneo & Michael Jansson & Xinwei Ma, 2019. "Two-Step Estimation and Inference with Possibly Many Included Covariates," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(3), pages 1095-1122.
  11. Patricia Justino & Marinella Leone & Pierfrancesco Rolla & Monique Abimpaye & Caroline Dusabe & Marie D Uwamahoro & Richard Germond, 2023. "Improving Parenting Practices for Early Child Development: Experimental Evidence from Rwanda," Journal of the European Economic Association, European Economic Association, vol. 21(4), pages 1510-1550.
  12. Sant’Anna, Pedro H.C. & Zhao, Jun, 2020. "Doubly robust difference-in-differences estimators," Journal of Econometrics, Elsevier, vol. 219(1), pages 101-122.
  13. Stojčić, Nebojša, 2021. "Social and private outcomes of green innovation incentives in European advancing economies," Technovation, Elsevier, vol. 104(C).
  14. Pastore, Francesco & Webster, Allan & Hope, Kevin, 2020. "Assessing the Role of Women in Tourism Related Sectors in the Caribbean," IZA Discussion Papers 13486, Institute of Labor Economics (IZA).
  15. Manda, Julius & Feleke, Shiferaw & Mutungi, Christopher & Tufa, Adane H. & Mateete, Bekunda & Abdoulaye, Tahirou & Alene, Arega D., 2024. "Assessing the speed of improved postharvest technology adoption in Tanzania: The role of social learning and agricultural extension services," Technological Forecasting and Social Change, Elsevier, vol. 202(C).
  16. Sokbae Lee & Bernard Salanié, 2018. "Identifying Effects of Multivalued Treatments," Econometrica, Econometric Society, vol. 86(6), pages 1939-1963, November.
  17. Hartley, Robert Paul & Lamarche, Carlos, 2018. "Behavioral responses and welfare reform: Evidence from a randomized experiment," Labour Economics, Elsevier, vol. 54(C), pages 135-151.
  18. Naji Bsisu & Amanda Murdie, 2022. "Interventions and repression following civil conflict," Journal of Peace Research, Peace Research Institute Oslo, vol. 59(2), pages 213-228, March.
  19. Ndhlovu, Obrian & Muchapondwa, Edwin, 2021. "The Impact of Farmer Input Support Programme Reform on Crop Diversification and Rotation in Zambia," EfD Discussion Paper 21-10, Environment for Development, University of Gothenburg.
  20. Pierre Georges Van Wolleghem & Marina De Angelis & Sergio Scicchitano, 2023. "Do informal Networks Increase Migrants’ Over-Education? Comparing Over-Education for Natives, Migrants and Second Generations in Italy and Assessing the Role of Networks in Generating It," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 9(1), pages 175-197, March.
  21. Biggeri, Mario & Carraro, Alessandro & Ciani, Federico & Romano, Donato, 2022. "Disentangling the impact of a multiple-component project on SDG dimensions: The case of durum wheat value chain development in Oromia (Ethiopia)," World Development, Elsevier, vol. 153(C).
  22. HASEBE Takuya & KONISHI Yoshifumi & SHIN Kong Joo & MANAGI Shunsuke, 2018. "White Collar Exemption: Panacea for long work hours and low earnings?," Discussion papers 18002, Research Institute of Economy, Trade and Industry (RIETI).
  23. A. Belloni & V. Chernozhukov & I. Fernández‐Val & C. Hansen, 2017. "Program Evaluation and Causal Inference With High‐Dimensional Data," Econometrica, Econometric Society, vol. 85, pages 233-298, January.
  24. Sokbae Lee & Bernard Salani'e, 2020. "Treatment Effects with Targeting Instruments," Papers 2007.10432, arXiv.org, revised Dec 2024.
  25. Brunello, Giorgio & Rocco, Lorenzo, 2015. "The Labour Market Effects of Academic and Vocational Education over the Life Cycle: Evidence from Two British Cohorts," IZA Discussion Papers 9275, Institute of Labor Economics (IZA).
  26. 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.
  27. Combes,Jean-Louis,Minea,Alexandru,Sawadogo,Pegdewende Nestor, 2021. "Do Illicit Financial Flows Hurt Tax Revenues ? Evidence from the Developing World," Policy Research Working Paper Series 9781, The World Bank.
  28. Juan Serrato & Philippe Wingender, 2016. "Estimating Local Fiscal Multipliers," Working Papers id:11109, eSocialSciences.
  29. Ay, Jean-Sauveur & Le Gallo, Julie, 2021. "The Signaling Values of Nested Wine Names," Working Papers 321851, American Association of Wine Economists.
  30. Słoczyński, Tymon & Wooldridge, Jeffrey M., 2018. "A General Double Robustness Result For Estimating Average Treatment Effects," Econometric Theory, Cambridge University Press, vol. 34(1), pages 112-133, February.
  31. Le Cotty, Tristan & Maître d’Hôtel, Elodie & Subervie, Julie, 2023. "Inventory credit to enhance food security in Burkina Faso," World Development, Elsevier, vol. 161(C).
  32. Katie Meara & Francesco Pastore & Allan Webster, 2020. "The gender pay gap in the USA: a matching study," Journal of Population Economics, Springer;European Society for Population Economics, vol. 33(1), pages 271-305, January.
  33. Miroslav Štefánik & Katarína Karasová & Ivana Studená, 2020. "Can supporting workplace insertions of unemployed recent graduates improve their long-term employability?," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 47(2), pages 245-265, May.
  34. Alexandre Belloni & Victor Chernozhukov & Ivan Fernandez-Val & Christian Hansen, 2013. "Program evaluation with high-dimensional data," CeMMAP working papers CWP77/13, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
  35. Noam Wasserman, 2017. "The throne vs. the kingdom: Founder control and value creation in startups," Strategic Management Journal, Wiley Blackwell, vol. 38(2), pages 255-277, February.
  36. Francesco Pastore & Allan Webster, 2017. "Is the gender pay gap in the us just the result of gender segregation at work?," BAFES Working Papers BAFES08, Department of Accounting, Finance & Economic, Bournemouth University.
  37. Gorman, Emma & Harmon, Colm & Mendolia, Silvia & Staneva, Anita & Walker, Ian, 2019. "The Causal Effects of Adolescent School Bullying Victimisation on Later Life Outcomes," Working Papers 2019-05, University of Sydney, School of Economics.
  38. 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.
  39. Andrea Morescalchi, 2021. "A new career in a new town. Job search methods and regional mobility of unemployed workers," Portuguese Economic Journal, Springer;Instituto Superior de Economia e Gestao, vol. 20(2), pages 223-272, May.
  40. Phillip Heiler & Michael C. Knaus, 2021. "Effect or Treatment Heterogeneity? Policy Evaluation with Aggregated and Disaggregated Treatments," Papers 2110.01427, arXiv.org, revised Aug 2023.
  41. Michael Zimmert & Michael Lechner, 2019. "Nonparametric estimation of causal heterogeneity under high-dimensional confounding," Papers 1908.08779, arXiv.org.
  42. Zhaonan Qu & Ruoxuan Xiong & Jizhou Liu & Guido Imbens, 2021. "Semiparametric Estimation of Treatment Effects in Observational Studies with Heterogeneous Partial Interference," Papers 2107.12420, arXiv.org, revised Jun 2024.
  43. Bünnings, Christian & Hafner, Lucas & Reif, Simon & Tauchmann, Harald, 2021. "In sickness and in health? Health shocks and relationship breakdown: Empirical evidence from Germany," Journal of Economic Behavior & Organization, Elsevier, vol. 190(C), pages 164-190.
  44. Lars Thiel, 2015. "Leave the Drama on the Stage: The Effect of Cultural Participation on Health," SOEPpapers on Multidisciplinary Panel Data Research 767, DIW Berlin, The German Socio-Economic Panel (SOEP).
  45. Nebojša Stojčić, 2021. "Collaborative innovation in emerging innovation systems: Evidence from Central and Eastern Europe," The Journal of Technology Transfer, Springer, vol. 46(2), pages 531-562, April.
  46. Samuel Bazzi & Sudarno Sumarto & Asep Suryahadi, "undated". "Intinya Penentuan Waktu: Respons Belanja dan Suplai Kerja Rumah Tangga terhadap Bantuan Langsung Tunai," Working Papers 3610, Publications Department.
  47. Benin, Samuel, 2016. "Impacts of CAADP on Africa’s agricultural-led development:," IFPRI discussion papers 1553, International Food Policy Research Institute (IFPRI).
  48. Shaibu Baanni Azumah & Abraham Zakaria & Rosaine N. Yegbemey & Philips A. Apalogta & Vishal Dagar & Abass Mahama, 2022. "Climate Smart Production, Gross Income, and Downstream Risk Characterization of Rice Farmers in Ghana," Journal of Agricultural Studies, Macrothink Institute, vol. 10(2), pages 13-35, June.
  49. Cui, Li-E & Zhao, Puying & Tang, Niansheng, 2022. "Generalized empirical likelihood for nonsmooth estimating equations with missing data," Journal of Multivariate Analysis, Elsevier, vol. 190(C).
  50. Carlos A. Flores & Oscar A. Mitnik, 2013. "Comparing Treatments across Labor Markets: An Assessment of Nonexperimental Multiple-Treatment Strategies," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1691-1707, December.
  51. Zetterqvist, Johan & Waernbaum, Ingeborg, 2020. "Semi-parametric estimation of multi-valued treatment effects for the treated:estimating equations and sandwich estimators," Working Paper Series 2020:4, IFAU - Institute for Evaluation of Labour Market and Education Policy.
  52. Haitian Xie, 2020. "Efficient and Robust Estimation of the Generalized LATE Model," Papers 2001.06746, arXiv.org, revised Feb 2022.
  53. Lai, Peng & Wang, Qihua, 2014. "Semiparametric efficient estimation for partially linear single-index models with responses missing at random," Journal of Multivariate Analysis, Elsevier, vol. 128(C), pages 33-50.
  54. Huang, Bin & Tani, Massimiliano & Zhu, Yu, 2021. "Does higher education make you more entrepreneurial? Causal evidence from China," Journal of Business Research, Elsevier, vol. 135(C), pages 543-558.
  55. James J. Heckman & Ganesh Karapakula, 2019. "The Perry Preschoolers at Late Midlife: A Study in Design-Specific Inference," Working Papers 2019-034, Human Capital and Economic Opportunity Working Group.
  56. Liu, Y., 2018. "Determinants and impacts of marketing channel choice among cooperatives members: Evidence from agricultural cooperative in China," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 275898, International Association of Agricultural Economists.
  57. Alejo, Javier & Galvao, Antonio F. & Montes-Rojas, Gabriel, 2018. "Quantile continuous treatment effects," Econometrics and Statistics, Elsevier, vol. 8(C), pages 13-36.
  58. Chris Muris, 2020. "Efficient GMM Estimation with Incomplete Data," The Review of Economics and Statistics, MIT Press, vol. 102(3), pages 518-530, July.
  59. Martina Lubyová & Miroslav Štefánik & Pavol Baboš & Daniel Gerbery & Veronika Hvozdíková & Katarína Karasová & Ivan Lichner & Tomáš Miklošovic & Marek Radvanský & Eva Rublíková & Ivana Studená, . "Labour Market in Slovakia 2017+," Books, Institute of Economic Research, Slovak Academy of Sciences, edition 1, number 003.
  60. C. Tort`u & I. Crimaldi & F. Mealli & L. Forastiere, 2020. "Modelling Network Interference with Multi-valued Treatments: the Causal Effect of Immigration Policy on Crime Rates," Papers 2003.10525, arXiv.org, revised Jun 2020.
  61. Jianxuan Liu & Yanyuan Ma & Lan Wang, 2018. "An alternative robust estimator of average treatment effect in causal inference," Biometrics, The International Biometric Society, vol. 74(3), pages 910-923, September.
  62. Hong, Yan-Zhen & Chang, Hung-Hao & Dai, Yong-Wu, 2018. "Is deregulation of forest land use rights transactions associated with economic well-being and labor allocation of farm households? Empirical evidence in China," Land Use Policy, Elsevier, vol. 75(C), pages 694-701.
  63. Wanglin Ma & Alan Renwick & Kathryn Bicknell, 2018. "Higher Intensity, Higher Profit? Empirical Evidence from Dairy Farming in New Zealand," Journal of Agricultural Economics, Wiley Blackwell, vol. 69(3), pages 739-755, September.
  64. Tzong-Haw Lee & Song-Yue Liu & Chiou-Lien Huang & Hung-Hao Chang & Jiun-Hao Wang, 2023. "Can Direct Marketing Increase Fishery Profitability and Environmental Quality? Empirical Evidence of Aquaculture Farm Households in Taiwan," Agriculture, MDPI, vol. 13(6), pages 1-15, June.
  65. Salanié, Bernard & Lee, Sokbae, 2020. "Filtered and Unfiltered Treatment Effects with Targeting Instruments," CEPR Discussion Papers 15092, C.E.P.R. Discussion Papers.
  66. Ferreira, Francisco H. G. & Firpo, Sergio & Galvao, Antonio F., 2017. "Estimation and Inference for Actual and Counterfactual Growth Incidence Curves," IZA Discussion Papers 10473, Institute of Labor Economics (IZA).
  67. Graham, Bryan S. & Pinto, Cristine Campos de Xavier, 2022. "Semiparametrically efficient estimation of the average linear regression function," Journal of Econometrics, Elsevier, vol. 226(1), pages 115-138.
  68. Su, Liangjun & Ura, Takuya & Zhang, Yichong, 2019. "Non-separable models with high-dimensional data," Journal of Econometrics, Elsevier, vol. 212(2), pages 646-677.
  69. Gao, Yanyan & Zheng, Jianghuai, 2020. "The impact of high-speed rail on innovation: An empirical test of the companion innovation hypothesis of transportation improvement with China’s manufacturing firms," World Development, Elsevier, vol. 127(C).
  70. Oyenubi, Adeola & Kollamparambil, Umakrishnan, 2023. "Does noncompliance with COVID-19 regulations impact the depressive symptoms of others?," Economic Modelling, Elsevier, vol. 120(C).
  71. Knox, Melissa A. & Oddo, Vanessa M. & Walkinshaw, Lina Pinero & Jones-Smith, Jessica, 2020. "Is the public sweet on sugary beverages? Social desirability bias and sweetened beverage taxes," Economics & Human Biology, Elsevier, vol. 38(C).
  72. Egamberdiev, Bekhzod, 2024. "Resilience Capacity and Food Security: Is There a Relationship Between Household Resilience Profiles and Food Security Outcomes?," EconStor Preprints 305322, ZBW - Leibniz Information Centre for Economics.
  73. Amandine Pinget & Rachel Bocquet & Caroline Mothe, 2015. "Barriers to Environmental Innovation in SMEs: Empirical Evidence from French Firms," Post-Print hal-01300837, HAL.
  74. Ying-Ying Lee, 2015. "Efficient propensity score regression estimators of multi-valued treatment effects for the treated," Economics Series Working Papers 738, University of Oxford, Department of Economics.
  75. Charles Yaw Okyere, 2020. "Environmental quality, gender and health outcomes in Southern Ghana," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(8), pages 7865-7886, December.
  76. Emma Gorman & Colm Harmon & Silvia Mendolia & Anita Staneva & Ian Walker, 2021. "Adolescent School Bullying Victimization and Later Life Outcomes," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 83(4), pages 1048-1076, August.
  77. Assima, Amidou & Haggblade, Steven & Smale, Melinda, 2017. "Counterfeit Herbicides And Farm Productivity In Mali: A Multivalued Treatment Approach," Feed the Future Innovation Lab for Food Security Policy Research Papers 259563, Michigan State University, Department of Agricultural, Food, and Resource Economics, Feed the Future Innovation Lab for Food Security (FSP).
  78. Jason Abrevaya & Yu-Chin Hsu & Robert P. Lieli, 2015. "Estimating Conditional Average Treatment Effects," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 33(4), pages 485-505, October.
  79. Okyere, Charles Yaw & Kornher, Lukas, 2023. "Carbon farming training and welfare: Evidence from Northern Ghana," Land Use Policy, Elsevier, vol. 134(C).
  80. Fabiana Rocha & Veronica Orellano, 2020. "Are incentives to attract investments effective? An analysis of Brazilian municipalities," Economics Bulletin, AccessEcon, vol. 40(1), pages 534-541.
  81. Esposti, Roberto, 2014. "The Impact of the 2005 CAP-First Pillar Reform as a Multivalued Treatment Effect -Alternative Estimation Approaches," 2014 Third Congress, June 25-27, 2014, Alghero, Italy 173005, Italian Association of Agricultural and Applied Economics (AIEAA).
  82. Emanuela Ghignoni & Francesco Pastore, 2023. "The gender wage gap in Egypt: public versus private sector," International Journal of Manpower, Emerald Group Publishing Limited, vol. 44(8), pages 1511-1534, May.
  83. W K Newey & S Stouli, 2022. "Heterogeneous coefficients, control variables and identification of multiple treatment effects [Multivalued treatments and decomposition analysis: An application to the WIA program]," Biometrika, Biometrika Trust, vol. 109(3), pages 865-872.
  84. Chunrong Ai & Oliver Linton & Kaiji Motegi & Zheng Zhang, 2021. "A unified framework for efficient estimation of general treatment models," Quantitative Economics, Econometric Society, vol. 12(3), pages 779-816, July.
  85. Daniel Morales Martínez & Alexandre Gori Maia, 2018. "The Impacts of Cash Transfers on Subjective Wellbeing and Poverty: The Case of Colombia," Journal of Family and Economic Issues, Springer, vol. 39(4), pages 616-633, December.
  86. Frölich, Markus & Huber, Martin & Wiesenfarth, Manuel, 2017. "The finite sample performance of semi- and non-parametric estimators for treatment effects and policy evaluation," Computational Statistics & Data Analysis, Elsevier, vol. 115(C), pages 91-102.
  87. Amanda Dettmer & James J. Heckman & Juan Pantano & Victor Ronda & Stephen Suomi, 2020. "Intergenerational Effects of Early-Life Advantage: Lessons from a Primate Study," Working Papers 2020-064, Human Capital and Economic Opportunity Working Group.
  88. Mullally, Conner & Chakravarty, Shourish, 2018. "Are matching funds for smallholder irrigation money well spent?," Food Policy, Elsevier, vol. 76(C), pages 70-80.
  89. Michael C. Knaus, 2021. "A double machine learning approach to estimate the effects of musical practice on student’s skills," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 184(1), pages 282-300, January.
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  112. Stojčić, Nebojša & Dabić, Marina & Kraus, Sascha, 2024. "Customisation and co-creation revisited: Do user types and engagement strategies matter for product innovation success?," Technovation, Elsevier, vol. 134(C).
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  114. Jorge Rodríguez & Fernando Saltiel & Sergio Urzúa, 2022. "Dynamic treatment effects of job training," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 37(2), pages 242-269, March.
  115. Ainembabazi, John Herbert & Abdoulaye, Tahirou & Feleke, Shiferaw & Alene, Arega & Dontsop-Nguezet, Paul M. & Ndayisaba, Pierre Celestin & Hicintuka, Cyrille & Mapatano, Sylvain & Manyong, Victor, 2018. "Who benefits from which agricultural research-for-development technologies? Evidence from farm household poverty analysis in Central Africa," World Development, Elsevier, vol. 108(C), pages 28-46.
  116. Riccardo Di Francesco, 2024. "Aggregation Trees," Papers 2410.11408, arXiv.org.
  117. Takeshima, Hiroyuki & Shrestha, Rudra Bahadur & Kaphle, Basu Dev & Karkee, Madhab & Pokhrel, Suroj & Kumar, Anjani, 2016. "Effects of agricultural mechanization on smallholders and their self-selection into farming: An insight from the Nepal Terai," IFPRI discussion papers 1583, International Food Policy Research Institute (IFPRI).
  118. Revilla, Elena & Rodríguez-Prado, Beatriz, 2018. "Bulding ambidexterity through creativity mechanisms: Contextual drivers of innovation success," Research Policy, Elsevier, vol. 47(9), pages 1611-1625.
  119. Shu Yang & Guido W. Imbens & Zhanglin Cui & Douglas E. Faries & Zbigniew Kadziola, 2016. "Propensity score matching and subclassification in observational studies with multi‐level treatments," Biometrics, The International Biometric Society, vol. 72(4), pages 1055-1065, December.
  120. Saori Chiba & Chien-Yuan Sher & Min-Hsueh Tsai, 2021. "Can a lengthy application title make an application successful? A perspective of information theory," KIER Working Papers 1058, Kyoto University, Institute of Economic Research.
  121. Huang, W. & Linton, O. & Zhang, Z., 2021. "A Unified Framework for Specification Tests of Continuous Treatment Effect Models," Cambridge Working Papers in Economics 2113, Faculty of Economics, University of Cambridge.
  122. Hou, Xiaohui & Wang, Bo & Lian, Jiale & Ke, Kong-lin, 2021. "Do CEO's early-life marketization experiences affect the innovation behavior of SMEs?," Journal of Asian Economics, Elsevier, vol. 75(C).
  123. Abdul-Hanan Abdallah & Awal Abdul-Rahaman & Gazali Issahaku, 2021. "Sustainable agricultural practices, farm income and food security among rural households in Africa," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(12), pages 17668-17701, December.
  124. Andreas F. Buehler & Patrick Lehnert & Uschi Backes-Gellner, 2023. "Curriculum Updates in Vocational Education and Changes in Graduates' Skills and Wages," Economics of Education Working Paper Series 0205, University of Zurich, Department of Business Administration (IBW).
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