Cited by 6,238Advanced Causal Inference TechniquesEvaluation and Performance AssessmentSchool Choice and Performance

The DOI matches its Crossref record; 108 of the 111 references it cites were found in a registry or an index.

SOME PRACTICAL GUIDANCE FOR THE IMPLEMENTATION OF PROPENSITY SCORE MATCHING

Caliendo, Marco, Kopeinig, Sabine·2008·Journal of Economic Surveys

DOI 10.1111/j.1467-6419.2007.00527.x

Open this paper in CoChat — free account

Abstract

Propensity score matching (PSM) has become a popular approach to estimate causal treatment effects. It is widely applied when evaluating labour market policies, but empirical examples can be found in very diverse fields of study. Once the researcher has decided to use PSM, he is confronted with a lot of questions regarding its implementation. To begin with, a first decision has to be made concerning the estimation of the propensity score. Following that one has to decide which matching algorithm to choose and determine the region of common support. Subsequently, the matching quality has to be assessed and treatment effects and their standard errors have to be estimated. Furthermore, questions like ‘what to do if there is choice‐based sampling?’ or ‘when to measure effects?’ can be important in empirical studies. Finally, one might also want to test the sensitivity of estimated treatment effects with respect to unobserved heterogeneity or failure of the common support condition. Each implementation step involves a lot of decisions and different approaches can be thought of. The aim of this paper is to discuss these implementation issues and give some guidance to researchers who want to use PSM for evaluation purposes.

Integrity signals

Registry

Crossref · 10.1111/j.1467-6419.2007.00527.x

Cites

108 of 108 references verified0 citation errors · 0 not checkable

Statistics

Recomputing p-values needs the paper’s full text.

Claims the paper makes

This paper’s full text isn’t openly available, so its claims and self-check weren’t run. The registry and citation checks still apply.

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

The central role of the propensity score in observational studies for causal effects
ROSENBAUM, P. R., & RUBIN, D. B. (1983) · Biometrika · doi:10.1093/biomet/70.1.41 · Cited by 31,241
Untitled work
(2001) · RePEc: Research Papers in Economics · Cited by 27,577
Classification and Regression Trees.
Gordon, A. D., Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1984) · Biometrics · doi:10.2307/2530946 · Cited by 23,867
Classification and Regression Trees.
Ryzin, J. V., Breiman, L., Friedman, J. H., Olshen, R. A., & Stone, C. J. (1986) · Journal of the American Statistical Association · doi:10.2307/2288003 · Cited by 21,030
Density Estimation for Statistics and Data Analysis
Silverman, B. W. (2018) · Routledge eBooks · doi:10.1201/9781315140919 · Cited by 15,938
Statistical Aspects of the Analysis of Data From Retrospective Studies of Disease
(1959) · JNCI: Journal of the National Cancer Institute · doi:10.1093/jnci/22.4.719 · Cited by 14,689
Estimating causal effects of treatments in randomized and nonrandomized studies
Rubin, D. B. (1974) · Journal of Educational Psychology · doi:10.1037/h0037350 · Cited by 9,436
Density Estimation for Statistics and Data Analysis
(1986) · Springer eBooks · doi:10.1007/978-1-4899-3324-9 · Cited by 8,569
Human Capital
Becker, G. S. (1983) · Cited by 6,708
Constructing a Control Group Using Multivariate Matched Sampling Methods That Incorporate the Propensity Score
Rosenbaum, P. R., & Rubin, D. B. (1985) · The American Statistician · doi:10.2307/2683903 · Cited by 6,472

Show all 111 references

Research works printed but not linked: 3

Greene W.H., 2003, Econometric Analysis
10.2307/1390693 · DOI
Lechner M., 1998, Qualifikation, Weiterbildung und Arbeitsmarkterfolg. ZEW‐Wirtschaftsanalysen Band 31

Sorted by citations

Items 101–200 of 1,008

The impact of the European Emission Trading Scheme on multiple measures of economic performance
Marin, G., Marino, M., & Pellegrin, C. (2018) · Environmental and Resource Economics · doi:10.1007/s10640-017-0173-0 · Cited by 195
Do farmers gain internet dividends from E-commerce adoption? Evidence from China
Li, X., Guo, H., Jin, S., Ma, W., & Zeng, Y. (2021) · Food Policy · doi:10.1016/j.foodpol.2021.102024 · Cited by 193
Research subsidies, industry–university cooperation and innovation
Szücs, F. (2018) · Research Policy · doi:10.1016/j.respol.2018.04.009 · Cited by 200
Grant Support and Exporting Activity
Görg, H., Henry, M., & Strobl, E. (2008) · The Review of Economics and Statistics · doi:10.1162/rest.90.1.168 · Cited by 187
Reassessing Disparities in Online Learner Student Engagement in Higher Education
Paulsen, J., & McCormick, A. C. (2020) · Educational Researcher · doi:10.3102/0013189x19898690 · Cited by 186
Do Private Equity Owners Increase Risk of Financial Distress and Bankruptcy?
Tykvová, T., & Borell, M. (2011) · Journal of Corporate Finance · doi:10.1016/j.jcorpfin.2011.11.004 · Cited by 185
Limitations of Contract Farming as a Pro-poor Strategy: The Case of Maize Outgrower Schemes in Upper West Ghana
Ragasa, C., Lambrecht, I. B., & Kufoalor, D. S. (2017) · World Development · doi:10.1016/j.worlddev.2017.09.008 · Cited by 185
Comparative Effectiveness of Matching Methods for Causal Inference
King, G., Nielsen, R. A., Coberley, C. R., Pope, J. E., & Wells, A. R. (2011) · Cited by 181
Is Eco-Certification a Win–Win for Developing Country Agriculture? Organic Coffee Certification in Colombia
Ibáñez, M., & Blackman, A. (2016) · World Development · doi:10.1016/j.worlddev.2016.01.004 · Cited by 209
The Sovereign Wealth Fund Discount: Evidence from Public Equity Investments
Bortolotti, B., Fotak, V., & Megginson, W. L. (2015) · Review of Financial Studies · doi:10.1093/rfs/hhv036 · Cited by 182
Exploring the Role of Carbon Taxation Policies on CO2 Emissions: Contextual Evidence from Tax Implementation and Non-Implementation European Countries
Ghazouani, A., Xia, W., Jebli, M. B., & Shahzad, U. (2020) · Sustainability · doi:10.3390/su12208680 · Cited by 181
Using balance statistics to determine the optimal number of controls in matching studies
Linden, A., & Samuels, S. J. (2013) · Journal of Evaluation in Clinical Practice · doi:10.1111/jep.12072 · Cited by 180
The impact of agricultural cooperatives membership on the wellbeing of smallholder farmers: empirical evidence from eastern Ethiopia
Ahmed, M. H., & Mesfin, H. M. (2017) · Agricultural and Food Economics · doi:10.1186/s40100-017-0075-z · Cited by 179
Adoption of improved agricultural technology and its impact on household income: a propensity score matching estimation in eastern Ethiopia
Wordofa, M. G., Hassen, J. Y., Endris, G. S., Aweke, C. S., Moges, D. K., & Rorisa, D. T. (2021) · Agriculture & Food Security · doi:10.1186/s40066-020-00278-2 · Cited by 179
Asymmetric Information and Imperfect Competition in Lending Markets
Crawford, G. S., Pavanini, N., & Schivardi, F. (2018) · American Economic Review · doi:10.1257/aer.20150487 · Cited by 214
Managerial ability, political connections, and fraudulent financial reporting in China
Wang, Z., Chen, M.-H., Chin, C., & Zheng, Q. (2017) · Journal of Accounting and Public Policy · doi:10.1016/j.jaccpubpol.2017.02.004 · Cited by 177
Is social capital associated with corporate innovation? Evidence from publicly listed firms in the U.S
Hasan, I., Hoi, C. K., Wu, Q., & Zhang, H. (2020) · Journal of Corporate Finance · doi:10.1016/j.jcorpfin.2020.101623 · Cited by 174
Growing Existing Customers’ Revenue Streams through Customer Referral Programs
Garnefeld, I., Eggert, A., Helm, S. V., & Tax, S. S. (2013) · Journal of Marketing · doi:10.1509/jm.11.0423 · Cited by 171
Performance of domestic and cross-border acquisitions: Empirical evidence from Russian acquirers
Bertrand, O., & Betschinger, M. (2011) · Journal of Comparative Economics · doi:10.1016/j.jce.2011.11.003 · Cited by 173
Impact of the U.S.–China trade war on the operating performance of U.S. firms: The role of outsourcing and supply base complexity
Fan, D., Zhou, Y., Yeung, A. C. L., Lo, C. K. Y., & Tang, C. S. (2022) · Journal of Operations Management · doi:10.1002/joom.1225 · Cited by 171
Certification and Access to Export Markets: Adoption and Return on Investment of Organic-Certified Pineapple Farming in Ghana
Kleemann, L., Abdulai, A., & Buss, M. (2014) · World Development · doi:10.1016/j.worlddev.2014.05.005 · Cited by 170
Impact evaluation of India's ‘Yeshasvini’ community‐based health insurance programme
Aggarwal, A. (2010) · Health Economics · doi:10.1002/hec.1605 · Cited by 170
Marital Disruption and Economic Well-Being: a Comparative Analysis
Aassve, A., Betti, G., Mazzuco, S., & Mencarini, L. (2007) · Journal of the Royal Statistical Society Series A (Statistics in Society) · doi:10.1111/j.1467-985x.2007.00483.x · Cited by 170
Demand-pull and environmental innovations: Estimating the effects of innovative public procurement
Ghisetti, C. (2017) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2017.07.020 · Cited by 173
Modelling and Measuring the Effect of Public Subsidies on Business R&D: A Critical Review of the Econometric Literature*
Cerulli, G. (2010) · Economic Record · doi:10.1111/j.1475-4932.2009.00615.x · Cited by 167
The Effects of Inquiry Teaching on Student Science Achievement and Attitudes: Evidence from Propensity Score Analysis of PISA Data
Jiang, F., & McComas, W. F. (2015) · International Journal of Science Education · doi:10.1080/09500693.2014.1000426 · Cited by 167
The impact of health insurance on maternal health care utilization: evidence from Ghana, Indonesia and Rwanda
Wang, W., Temsah, G., & Mallick, L. M. (2016) · Health Policy and Planning · doi:10.1093/heapol/czw135 · Cited by 167
The Impact of Social Isolation on Pain Interference: A Longitudinal Study
Karayannis, N. V., Baumann, I., Sturgeon, J. A., Melloh, M., & Mackey, S. (2018) · Annals of Behavioral Medicine · doi:10.1093/abm/kay017 · Cited by 166
The marketization of a social movement: Activists, shareholders and CSR disclosure
Michelon, G., Rodrigue, M., & Trevisan, E. (2019) · Accounting Organizations and Society · doi:10.1016/j.aos.2019.101074 · Cited by 183
The Economics of Sustainable Land Management Practices in the Ethiopian Highlands
Kassie, M. B., Zikhali, P., Pender, J., & Köhlin, G. (2010) · Journal of Agricultural Economics · doi:10.1111/j.1477-9552.2010.00263.x · Cited by 164
Algorithmic fairness in computational medicine
Xu, J., Xiao, Y., Wang, W. H., Ning, Y., Shenkman, E. A., Bian, J., & Wang, F. (2022) · eBioMedicine · doi:10.1016/j.ebiom.2022.104250 · Cited by 170
Enterprise Risk Management and the Cost of Capital
Berry‐Stölzle, T. R., & Xu, J. (2016) · Journal of Risk & Insurance · doi:10.1111/jori.12152 · Cited by 164
Social and Environmental Impacts of Forest Management Certification in Indonesia
Miteva, D. A., Loucks, C., & Pattanayak, S. K. (2015) · PLoS ONE · doi:10.1371/journal.pone.0129675 · Cited by 163
The specification of the propensity score in multilevel observational studies
Arpino, B., & Mealli, F. (2010) · Computational Statistics & Data Analysis · doi:10.1016/j.csda.2010.11.008 · Cited by 9
Stakeholder Orientation and Acquisition Performance
Bettinazzi, E. L. M., & Zollo, M. (2017) · Strategic Management Journal · doi:10.1002/smj.2672 · Cited by 158
Poverty Reduction Effects of Agricultural Technology Adoption: A Micro-evidence from Rural Tanzania
Asfaw, S., Kassie, M. B., Simtowe, F. P., & Lipper, L. (2012) · The Journal of Development Studies · doi:10.1080/00220388.2012.671475 · Cited by 168
Modern Rice Technologies and Productivity in the Philippines: Disentangling Technology from Managerial Gaps
Villano, R. A., Bravo‐Ureta, B. E., Solís, D., & Fleming, E. (2014) · Journal of Agricultural Economics · doi:10.1111/1477-9552.12081 · Cited by 173
Farmer Participation in Supermarket Channels, Production Technology, and Efficiency: The Case of Vegetables in Kenya
Rao, E. J. O., Brümmer, B., & Qaim, M. (2012) · American Journal of Agricultural Economics · doi:10.1093/ajae/aas024 · Cited by 161
Teacher–child relationships and academic achievement: A multilevel propensity score model approach
McCormick, M. P., O'Connor, E. E., Cappella, E., & McClowry, S. (2013) · Journal of School Psychology · doi:10.1016/j.jsp.2013.05.001 · Cited by 181
Beyond the average effects: The distributional impacts of export promotion programs in developing countries
Martincus, C. V., & Carballo, J. (2009) · Journal of Development Economics · doi:10.1016/j.jdeveco.2009.02.007 · Cited by 161
Foreign direct investment and firm performance: an empirical analysis of Italian firms
Borin, A., & Mancini, M. (2016) · Review of World Economics · doi:10.1007/s10290-016-0255-z · Cited by 159
Evaluation of credit guarantee policy using propensity score matching
Oh, I., Lee, J., Heshmati, A., & Choi, G. (2008) · Small Business Economics · doi:10.1007/s11187-008-9102-5 · Cited by 156
Gang Membership and Adherence to the “Code of the Street”
Matsuda, K. N., Melde, C., Taylor, T. J., Freng, A. B., & Esbensen, F. (2012) · Justice Quarterly · doi:10.1080/07418825.2012.684432 · Cited by 157
Empowerment Through Microfinance: The Relation Between Loan Cycle and Level of Empowerment
Weber, O., & Ahmad, A. (2014) · World Development · doi:10.1016/j.worlddev.2014.05.012 · Cited by 156
Dry land tree management for improved household livelihoods: Farmer managed natural regeneration in Niger
Haglund, E., Ndjeunga, J., Snook, L. K., & Pasternak, D. (2011) · Journal of Environmental Management · doi:10.1016/j.jenvman.2011.01.027 · Cited by 156
Do Analysts Understand the Economic and Reporting Complexities of Derivatives
Chang, H. S., Donohoe, M. P., & Sougiannis, T. (2016) · Journal of Accounting and Economics · doi:10.1016/j.jacceco.2015.07.005
How Satisfied are the Self-Employed? A Life Domain View
Binder, M., & Coad, A. (2015) · Journal of Happiness Studies · doi:10.1007/s10902-015-9650-8 · Cited by 158
The effect of community-based health insurance on the utilization of modern health care services: Evidence from Burkina Faso
Gnawali, D., Pokhrel, S., Sié, A., Sanon, M., Allegri, M. D., Souares, A., Dong, H., & Sauerborn, R. (2008) · Health Policy · doi:10.1016/j.healthpol.2008.09.015 · Cited by 154
Saving taxes through foreign plant ownership
Egger, P. H., Eggert, W., & Winner, H. (2010) · Journal of International Economics · doi:10.1016/j.jinteco.2009.12.004 · Cited by 154
Differential Impacts of Conservation Agriculture Technology Options on Household Income in Sub-Saharan Africa
Tambo, J. A., & Mockshell, J. (2018) · Ecological Economics · doi:10.1016/j.ecolecon.2018.05.005 · Cited by 169
High Noon for Microfinance Impact Evaluations: Re-investigating the Evidence from Bangladesh
Duvendack, M., & Palmer‐Jones, R. (2012) · The Journal of Development Studies · doi:10.1080/00220388.2011.646989 · Cited by 160
The System of Rice Intensification and its Impacts on Household Income and Child Schooling: Evidence from Rural Indonesia
Takahashi, K., & Barrett, C. B. (2013) · American Journal of Agricultural Economics · doi:10.1093/ajae/aat086 · Cited by 156
Parents’ Union Dissolution and Adolescents’ School Performance: Comparing Methodological Approaches
Frisco, M. L., Muller, C., & Frank, K. A. (2007) · Journal of Marriage and the Family · doi:10.1111/j.1741-3737.2007.00402.x · Cited by 153
THE UNINTENDED CONSEQUENCES OF BEING STOPPED OR ARRESTED: AN EXPLORATION OF THE LABELING MECHANISMS THROUGH WHICH POLICE CONTACT LEADS TO SUBSEQUENT DELINQUENCY
Wiley, S. A., Slocum, L. A., & Esbensen, F. (2013) · Criminology · doi:10.1111/1745-9125.12024 · Cited by 152
Estimation of Causal Effects with Multiple Treatments: A Review and New Ideas
Lopez, M. J., & Gutman, R. (2017) · Statistical Science · doi:10.1214/17-sts612 · Cited by 157
I Think (I Am Doing Well), Therefore I Am: Assessing the Validity of Administrators' Self-Assessments of Performance
Meier, K. J., & O’Toole, L. J. (2013) · International Public Management Journal · doi:10.1080/10967494.2013.796253 · Cited by 150
The Effects of Participating in a Physician-Driven Online Health Community in Managing Chronic Disease: Evidence from Two Natural Experiments
Liu, Q. B., Liu, X., & Guo, X. (2020) · MIS Quarterly · doi:10.25300/misq/2020/15102 · Cited by 153
What holds back high-growth firms? Evidence from UK SMEs
Lee, N. (2013) · Small Business Economics · doi:10.1007/s11187-013-9525-5 · Cited by 150
The impacts of postharvest storage innovations on food security and welfare in Ethiopia
Tesfaye, W. M., & Tirivayi, N. (2018) · Food Policy · doi:10.1016/j.foodpol.2018.01.004 · Cited by 167
The differential effects of school tracking on psychometric intelligence: Do academic-track schools make students smarter?
Becker, M., Lüdtke, O., Trautwein, U., Köller, O., & Baumert, J. (2012) · Journal of Educational Psychology · doi:10.1037/a0027608 · Cited by 165
Subsidized start-ups out of unemployment: a comparison to regular business start-ups
Caliendo, M., Hogenacker, J., Künn, S., & Wießner, F. (2015) · Small Business Economics · doi:10.1007/s11187-015-9646-0 · Cited by 149
Self-citation
Technical efficiency analysis correcting for biases from observed and unobserved variables: an application to a natural resource management project
Bravo‐Ureta, B. E., Greene, W. H., & Solís, D. (2011) · Empirical Economics · doi:10.1007/s00181-011-0491-y · Cited by 149
Evaluating the effectiveness of palm oil certification in delivering multiple sustainability objectives
Morgans, C., Meijaard, E., Santika, T., Law, E. A., Budiharta, S., Ancrenaz, M., & Wilson, K. A. (2018) · Environmental Research Letters · doi:10.1088/1748-9326/aac6f4 · Cited by 154
The economic effects of financial derivatives on corporate tax avoidance
Donohoe, M. P. (2014) · Journal of Accounting and Economics · doi:10.1016/j.jacceco.2014.11.001 · Cited by 148
Does the PCAOB international inspection program improve audit quality for non-US-listed foreign clients?
Fung, S., Raman, K., & Zhu, X.-D. (2017) · Journal of Accounting and Economics · doi:10.1016/j.jacceco.2017.04.002 · Cited by 110
Influence of a pilot carbon trading policy on enterprises’ low-carbon innovation in China
Qi, S., Zhou, C., Li, K., & Tang, S.-Y. (2021) · Climate Policy · doi:10.1080/14693062.2020.1864268 · Cited by 152
The Impact of Undergraduate Debt on the Graduate School Enrollment of STEM Baccalaureates
Malcom, L., & Dowd, A. C. (2011) · Review of higher education/The review of higher education · doi:10.1353/rhe.2012.0007 · Cited by 146
Social Network Sites, Individual Social Capital and Happiness
Arampatzi, E., Burger, M., & Novik, N. (2016) · Journal of Happiness Studies · doi:10.1007/s10902-016-9808-z · Cited by 164
A practical guide to propensity score analysis for applied clinical research
Lee, J., & Little, T. D. (2017) · Behaviour Research and Therapy · doi:10.1016/j.brat.2017.01.005 · Cited by 149
Mandatory CSR disclosure, monitoring and investment efficiency: evidence from China
Liu, L., & Tian, G. G. (2019) · Accounting and Finance · doi:10.1111/acfi.12588 · Cited by 154
Health shocks and risk aversion
Decker, S., & Schmitz, H. (2016) · Journal of Health Economics · doi:10.1016/j.jhealeco.2016.09.006 · Cited by 145
Race, Self-Selection, and the Job Search Process
Pager, D., & Pedulla, D. S. (2015) · American Journal of Sociology · doi:10.1086/681072 · Cited by 144
The impact of employment transitions on health in Germany. A difference-in-differences propensity score matching approach
Gebel, M., & Voßemer, J. (2014) · Social Science & Medicine · doi:10.1016/j.socscimed.2014.02.039 · Cited by 144
Financial inclusion, mobile money, and individual welfare: The case of Burkina Faso
N'dri, L. G. M., & Kakinaka, M. (2020) · Telecommunications Policy · doi:10.1016/j.telpol.2020.101926 · Cited by 157
The effects of public support schemes on small and medium enterprises
Radas, S., Anić, I., Tafro, A., & Wagner, V. (2014) · Technovation · doi:10.1016/j.technovation.2014.08.002 · Cited by 167
Knowledge training and the change of fertilizer use intensity: Evidence from wheat farmers in China
Pan, D., Kong, F., Zhang, N., & Ying, R. (2017) · Journal of Environmental Management · doi:10.1016/j.jenvman.2017.03.069 · Cited by 143
Changes in Hospital Quality Associated with Hospital Value-Based Purchasing
Ryan, A. M., Krinsky, S., Maurer, K. A., & Dimick, J. B. (2017) · New England Journal of Medicine · doi:10.1056/nejmsa1613412 · Cited by 141
Chapter 59 Evaluating Anti-Poverty Programs
Ravallion, M. D. (2007) · Handbook of development economics · doi:10.1016/s1573-4471(07)04059-4 · Cited by 141
Quasi-experimental methods enable stronger inferences from observational data in ecology
Butsic, V., Lewis, D. J., Radeloff, V. C., Baumann, M., & Kuemmerle, T. (2017) · Basic and Applied Ecology · doi:10.1016/j.baae.2017.01.005 · Cited by 139
The Earnings Benefits of Majoring in STEM Fields Among High Achieving Minority Students
Melguizo, T., & Wolniak, G. C. (2012) · Research in Higher Education · doi:10.1007/s11162-011-9238-z · Cited by 139
Does Inmate Behavior Affect Post-Release Offending? Investigating the Misconduct-Recidivism Relationship among Youth and Adults
Cochran, J. C., Mears, D. P., Bales, W. D., & Stewart, E. A. (2012) · Justice Quarterly · doi:10.1080/07418825.2012.736526 · Cited by 140
Interactive effects of brand reputation and ESG on green bond issues: A sustainable development perspective
Cheng, L. T. W., Sharma, P., & Broadstock, D. C. (2022) · Business Strategy and the Environment · doi:10.1002/bse.3161 · Cited by 138
Turning Unemployment into Self‐Employment: Effectiveness of Two Start‐Up Programmes*
Baumgartner, H. J., & Caliendo, M. (2008) · Oxford Bulletin of Economics and Statistics · doi:10.1111/j.1468-0084.2008.00505.x · Cited by 150
Self-citation
ANXIETY DISORDERS ARE INDEPENDENTLY ASSOCIATED WITH SUICIDE IDEATION AND ATTEMPTS: PROPENSITY SCORE MATCHING IN TWO EPIDEMIOLOGICAL SAMPLES
Thibodeau, M. A., Welch, P. G., Sareen, J., & Asmundson, G. J. G. (2013) · Depression and Anxiety · doi:10.1002/da.22203 · Cited by 138
Does cyberbullying impact youth suicidal behaviors?
Nikolaou, D. (2017) · Journal of Health Economics · doi:10.1016/j.jhealeco.2017.09.009 · Cited by 136
Information Technology Outsourcing, Knowledge Transfer, and Firm Productivity: An Empirical Analysis1
Chang, Y. B., & Gurbaxani, V. (2012) · MIS Quarterly · doi:10.2307/41703497 · Cited by 135
Paper park performance: Mexico's natural protected areas in the 1990s
Blackman, A., Pfaff, A. S. P., & Robalino, J. (2015) · Global Environmental Change · doi:10.1016/j.gloenvcha.2014.12.004 · Cited by 137
Global value chains participation and productivity gains for North African firms
Prete, D. D., Giovannetti, G., & Marvasi, E. (2017) · Review of World Economics · doi:10.1007/s10290-017-0292-2 · Cited by 134
Synergistic impacts of agricultural credit and extension on adoption of climate-smart agricultural technologies in southern Africa
Makate, C., Makate, M., Mutenje, M. J., Mango, N., & Siziba, S. (2019) · Environmental Development · doi:10.1016/j.envdev.2019.100458 · Cited by 134
Impacts of rural electrification in Rwanda
Bensch, G., Kluve, J., & Peters, J. (2011) · Journal of Development Effectiveness · doi:10.1080/19439342.2011.621025 · Cited by 134
The employment effects of job-creation schemes in Germany: A microeconometric evaluation
Caliendo, M., Hujer, R., & Thomsen, S. L. (2008) · Advances in econometrics · doi:10.1016/s0731-9053(07)00013-8 · Cited by 135
Self-citation
The impact of FDI through mergers and acquisitions on innovation in target firms
Stiebale, J., & Reize, F. (2011) · International Journal of Industrial Organization · doi:10.1016/j.ijindorg.2010.06.003 · Cited by 146
Effects of Internet and Smartphone Addictions on Depression and Anxiety Based on Propensity Score Matching Analysis
Kim, Y.-J., Jang, H. M., Lee, Y., Lee, D., & Kim, D. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15050859 · Cited by 151
Smallholder farmers’ adaptation to climate change and its potential contribution to UN’s sustainable development goals of zero hunger and no poverty
Khanal, U., Wilson, C., Rahman, S., Lee, B. L., & Hoang, V.-N. V. (2020) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2020.124999 · Cited by 133
The impact of conflict-driven cropland abandonment on food insecurity in South Sudan revealed using satellite remote sensing
Olsen, V. M., Fensholt, R., Olofsson, P., Bonifácio, R., Butsic, V., Druce, D., Ray, D. K., & Prishchepov, A. V. (2021) · Nature Food · doi:10.1038/s43016-021-00417-3 · Cited by 140
An Assessment of the Impact that Participation in Local Climate Networks Has on Cities’ Implementation of Climate, Energy, and Transportation Policies
Krause, R. M. (2012) · Review of Policy Research · doi:10.1111/j.1541-1338.2012.00582.x · Cited by 132
Are middlemen facilitators or barriers to improve smallholders' welfare in rural economies? Empirical evidence from Ethiopia
Abebe, G. K., Bijman, J., & Royer, A. (2015) · Journal of Rural Studies · doi:10.1016/j.jrurstud.2015.12.004 · Cited by 132
The Unequal Consequences of Mass Incarceration for Children
Turney, K. (2017) · Demography · doi:10.1007/s13524-016-0543-1 · Cited by 135
“Filling the maize basket” supports crop diversity and quality of household diet in Malawi
Snapp, S. S., & Fisher, M. (2014) · Food Security · doi:10.1007/s12571-014-0410-0 · Cited by 131
Do investors want politically connected independent directors? Evidence from their forced resignations in China
Hu, R., Karim, K. E., Lin, K. J., & Tan, J. (2019) · Journal of Corporate Finance · doi:10.1016/j.jcorpfin.2018.11.004 · Cited by 131

Authors: Caliendo, M., & Kopeinig, S.
Affiliations: IZA - Institute of Labor Economics (DE)
ORCID: Caliendo, Marco
Venue: Journal of Economic Surveys
Publisher: Wiley
Published: 2008-01-31
Volume: 22
Issue: 1
Pages: 31-72
ISSN: 0950-0804 (ISSN-L)
1467-6419
DOI: 10.1111/j.1467-6419.2007.00527.x
OpenAlex: W2159805452
Cited by: 6,238
References: 111
Citations by year: 2026: 382 · 2025: 443 · 2024: 428 · 2023: 426 · 2022: 459 · 2021: 455 · 2020: 430 · 2019: 401 · 2018: 396 · 2017: 362 · 2016: 341 · 2015: 338 · 2014: 367 · 2013: 261 · 2012: 234
FWCI: 143.00
Type: journal article
Language: en
Open access: closed
Licence: onlinelibrary.wiley.com/termsAndConditions#vor (vor)
Locations: Journal of Economic Surveys (publishedVersion)
Topics: Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
Social Sciences › Public Administration › Evaluation and Performance Assessment
Social Sciences › Education › School Choice and Performance
Keywords: propensity score matching, causal treatment effects, common support, choice-based sampling, unobserved heterogeneity, sensitivity analysis, labour market policy evaluation

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

SOME PRACTICAL GUIDANCE FOR THE IMPLEMENTATION OF PROPENSITY SCORE MATCHING

Abstract

Overview

Integrity signals

Verification

Claims the paper makes

Claims other papers make about this one

Citations

Cites

Cited by

Related

Metadata

Record

About these checks