Datasets:

cjerzak
/

PropensityScores

float64 0 1k ⌀	full_DOI stringlengths 14 31 ⌀	title stringlengths 1 261 ⌀	author stringlengths 6 294 ⌀	reduced_DOI float64 2.04 1,000k ⌀	pub_year float64 1.96k 2.01k ⌀	bal_report_prematch float64 0 1 ⌀	bal_noreport_prematch float64 0 1 ⌀	no_bal_prematch float64 0 1 ⌀	bal_report_postmatch float64 0 1 ⌀	bal_noreport_postmatch float64 0 1 ⌀	no_bal_postmatch float64 0 1 ⌀	psm_no_details float64 0 1 ⌀	psm_simple float64 0 1 ⌀	psm_w_exact float64 0 1 ⌀	psm_iterate float64 0 1 ⌀	ps_match_cov float64 0 1 ⌀	psm_algorithm stringclasses 23 values	simulation_data float64 0 1 ⌀	psm_dif_in_dif float64 0 1 ⌀	ps_strat float64 0 1 ⌀	psm_as_robustness float64 0 1 ⌀	ps_remove_only float64 0 1 ⌀	ps_performed float64 0 1 ⌀	ps_reg float64 0 1 ⌀	psm_missing float64 0 1 ⌀	ps_weighting float64 0 1 ⌀	ps_other float64 0 1 ⌀	methods_article float64 0 1 ⌀	response_comment_article float64 0 1 ⌀	english float64 0 1 ⌀	initial_sample float64 0 1 ⌀	other_notes nullclasses 113 values	Unnamed: 34 null	Unnamed: 35 null	Unnamed: 36 null	Unnamed: 37 null	Unnamed: 38 null
0	10.1086/668275	Does Market Experience Promote Rational Choice? Experimental Evidence from Rural Ethiopia	Francesco Cecchi, Erwin Bulte	668,275	2,013	1	0	0	0	0	1	0	1	0	0	0	kernel	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
1	10.2307/3132212	Sensitivity to Exogeneity Assumptions in Program Evaluation	Guido W. Imbens	132,212	2,003	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
2	10.2307/3701308	A Potential Outcomes View of Value-Added Assessment in Education	Donald B. Rubin, Elizabeth A. Stuart, Elaine L. Zanutto	701,308	2,004	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
4	10.2307/4501993	Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds	Richard Blundell, Amanda Gosling, Hidehiko Ichimura, Costas Meghir	501,993	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
5	10.2307/3666397	Enhancing Security Value by Ownership Restrictions: Evidence from a Natural Experiment	Amar Gande, Manju Puri	666,397	2,005	0	0	1	0	0	1	0	1	0	0	0	nearest, kernel	0	0	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
7	10.2307/25621580	To Choose or Not to Choose: High School Choice and Graduation in Chicago	Douglas Lee Lauen	621,580	2,009	1	0	0	0	1	0	0	0	1	0	0	NA	0	0	1	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
8	10.2307/4492822	Peanut Research and Poverty Reduction: Impacts of Variety Improvement to Control Peanut Viruses in Uganda	Sibusiso Moyo, George W. Norton, Jeffrey Alwang, Ingrid Rhinehart, C. Michael Deom	492,822	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	1	0	0	1	0	null	null	null	null	null	null
10	10.2307/27645751	Do CRM Systems Cause One-to-One Marketing Effectiveness?	Sunil Mithas, Daniel Almirall, M. S. Krishnan	645,751	2,006	1	0	0	1	0	0	0	0	0	0	0	null	0	0	1	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
12	10.2307/2288398	Reducing Bias in Observational Studies Using Subclassification on the Propensity Score	Paul R. Rosenbaum, Donald B. Rubin	288,398	1,984	0	0	1	0	0	1	0	0	0	0	0	null	0	0	1	0	0	1	0	0	0	0	1	0	1	1	null	null	null	null	null	null
15	10.2307/30221734	The Organization and Financing of Dialysis and Kidney Transplantation Services in New Zealand	Toni Ashton, Mark Roger Marshall	221,734	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
17	10.2307/3697709	Using Empirical Information in the Era of HIV/AIDS to Inform Mitigation and Rural Development Strategies: Selected Results from African Country Studies	David Mather, Cynthia Donovan, T. S. Jayne, Michael Weber	697,709	2,005	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
18	10.2307/25703496	The Credibility Revolution in Empirical Economics: How Better Research Design is Taking the Con out of Econometrics	Joshua D. Angrist, Jörn-Steffen Pischke	703,496	2,010	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
19	10.2307/40221558	Studying Prescription Drug Use and Outcomes with Medicaid Claims Data: Strengths, Limitations, and Strategies	Stephen Crystal, Ayse Akincigil, Scott Bilder, James T. Walkup	221,558	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
20	10.2307/30162678	Covenants with Weak Swords: ISO 14001 and Facilities' Environmental Performance	Matthew Potoski, Aseem Prakash	162,678	2,005	0	0	1	0	0	1	1	0	0	0	0	null	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
21	10.2307/3649376	Assessing Bias in the Estimation of Causal Effects: Rosenbaum Bounds on Matching Estimators and Instrumental Variables Estimation with Imperfect Instruments	Thomas A. DiPrete, Markus Gangl	649,376	2,004	1	0	0	1	0	0	0	1	0	0	0	nearest	0	0	0	0	0	1	0	0	0	0	1	0	1	0	null	null	null	null	null	null
22	10.2307/3088846	Criteria for Confounders in Epidemiological Studies	Zhi Geng, Jianhua Guo, Wing-Kam Fung	88,846	2,002	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
23	10.2307/41301994	Family Business Groups around the World: Financing Advantages, Control Motivations, and Organizational Choices	Ronald W. Masulis, Peter Kien Pham, Jason Zein	301,994	2,011	1	0	0	0	0	1	1	0	0	0	0	null	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
24	10.2307/40608354	Estimates of the Benefit Incidence of Workfare [with Comments]	LUCAS RONCONI, María Laura Alzúa, G. David Rosas Shandy	608,354	2,009	1	0	0	0	1	0	0	0	1	0	0	nearest	0	1	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
26	10.2307/40441110	Learning-by-Exporting: Continuous Productivity Improvements or Capacity Utilization Effects? Evidence from Slovenian Firms	Jože P. Damijan, Črt Kostevc	441,110	2,006	0	0	1	0	0	1	0	1	0	0	0	nearest	0	1	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
27	10.2307/2566973	Matching as an Econometric Evaluation Estimator	James J. Heckman, Hidehiko Ichimura, Petra Todd	566,973	1,998	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
28	10.2307/30163438	The Effects of an Employer Subsidy on Employment Outcomes: A Study of the Work Opportunity and Welfare-to-Work Tax Credits	Sarah Hamersma	163,438	2,008	1	0	0	0	1	0	0	1	0	0	0	kernel	0	1	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
29	10.2307/25098853	Relationship-Specificity, Incomplete Contracts, and the Pattern of Trade	Nathan Nunn	98,853	2,007	0	0	1	0	0	1	0	1	0	0	0	nearest	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
30	10.2307/40985857	Shareholder Activism and CEO Pay	Yonca Ertimur, Fabrizio Ferri, Volkan Muslu	985,857	2,011	1	0	0	0	0	1	1	0	0	0	0	null	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
31	10.2307/23049883	Managing Threat, Cost, and Incentive to Kill: The Short- and Long-Term Effects of Intervention in Mass Killings	Jacob D. Kathman, Reed M. Wood	49,883	2,011	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
32	10.2307/27798512	Myopic Voters and Natural Disaster Policy	ANDREW HEALY, NEIL MALHOTRA	798,512	2,009	0	0	1	0	0	1	1	0	0	0	0	null	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
33	10.2307/20462360	The Birth to School Study: Evidence on the Effectiveness of PEEP, an Early Intervention for Children at Risk of Educational Under-Achievement	Maria Evangelou, Greg Brooks, Sally Smith	462,360	2,007	1	0	0	1	0	0	1	0	0	0	0	null	0	0	0	0	0	1	0	0	0	0	0	0	1	1	null	null	null	null	null	null
34	10.2307/40441074	Location Choice and Employment Decisions: A Comparison of German and Swedish Multinationals	Sascha O. Becker, Karolina Ekholm, Robert Jäckie, Marc-Andreas Muendler	441,074	2,005	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
35	10.2307/41508447	On the Construction of Imputation Classes in Surveys	David Haziza, Jean-François Beaumont	508,447	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	1	0	0	1	0	1	0	null	null	null	null	null	null
36	10.2307/20118223	Probabilities of Causation: Three Counterfactual Interpretations and Their Identification	Judea Pearl	118,223	1,999	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	1	null	null	null	null	null	null
37	10.2307/25098895	Betting on Hitler: The Value of Political Connections in Nazi Germany	Thomas Ferguson, Hans-Joachim Voth	98,895	2,008	1	0	0	0	0	1	0	1	0	0	0	nearest, kernel	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
39	10.2307/29789521	Comparing the Educational Attainment of Community College Transfer Students and Four-Year College Rising Juniors Using Propensity Score Matching Methods	Tatiana Melguizo, Gregory S. Kienzl, Mariana Alfonso	789,521	2,011	1	0	0	0	1	0	0	1	0	0	0	nearest, kernel	0	0	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
40	10.2307/30032527	Welfare Reforms and Consumption among Single Mother Households: Evidence from Canadian Provinces	Matthew Brzozowski	32,527	2,007	0	1	0	0	0	1	0	1	0	0	0	kernel	0	1	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
41	10.2307/20506043	Impact of Case Management (Evercare) on Frail Elderly Patients: Controlled before and after Analysis of Quantitative Outcome Data	Hugh Gravelle, Mark Dusheiko, Rod Sheaff, Penny Sargent, Ruth Boaden, Susan Pickard, Stuart Parker, Martin Roland	506,043	2,007	0	0	1	0	0	1	0	0	0	0	0	null	0	0	1	1	0	1	0	0	0	0	0	0	1	1	null	null	null	null	null	null
42	10.2307/40539204	Technological Innovation and Acquisitions	Xinlei Zhao	539,204	2,009	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
43	10.1086/650421	Matching the Gold Standard: Comparing Experimental and Nonexperimental Evaluation Techniques for a Geographically Targeted Program	Sudhanshu Handa, John A. Maluccio	650,421	2,010	0	0	1	0	1	0	0	1	0	0	0	nearest, kernel	0	0	0	0	0	1	0	0	0	0	1	0	1	0	null	null	null	null	null	null
44	10.2307/23025047	Foreign Aid Shocks as a Cause of Violent Armed Conflict	Richard A. Nielsen, Michael G. Findley, Zachary S. Davis, Tara Candland, Daniel L. Nielson	25,047	2,011	1	0	0	1	0	0	0	1	0	0	0	nearest	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
45	10.2307/27800069	Nonparametric Methods for Modeling Nonlinearity in Regression Analysis	Robert Andersen	800,069	2,009	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
46	10.2307/29737709	The Sociology of James S. Coleman	Peter V. Marsden	737,709	2,005	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
48	10.2307/23368103	Some Perspectives on Quantitative Criminology Pre-JQC: and Then Some	Alfred Blumstein	368,103	2,010	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
49	10.2307/29789478	On the Importance of Reliable Covariate Measurement in Selection Bias Adjustments Using Propensity Scores	Peter M. Steiner, Thomas D. Cook, William R. Shadish	789,478	2,011	1	0	0	1	0	0	0	0	0	0	0	null	0	0	1	0	0	1	1	0	1	0	1	0	1	0	null	null	null	null	null	null
53	10.2307/30166562	Why Do Customer Relationship Management Applications Affect Customer Satisfaction?	Sunil Mithas, M. S. Krishnan, Claes Fornell	166,562	2,005	0	0	1	0	0	1	1	0	0	0	0	null	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
54	10.2307/40961303	The Effects of Price Risk on Housing Demand: Empirical Evidence from U.S. Markets	Lu Han	961,303	2,010	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
55	10.2307/30128052	Raising the Bar: Curricular Intensity and Academic Performance	Paul Attewell, Thurston Domina	128,052	2,008	1	0	0	1	0	0	0	1	0	0	0	caliper	0	0	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
59	10.2307/3533523	Violating Ignorability of Treatment by Controlling for Too Many Factors	Jeffrey M. Wooldridge	533,523	2,005	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
60	10.2307/27639777	A Distributional Approach for Causal Inference Using Propensity Scores	Zhiqiang Tan	639,777	2,006	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	1	0	1	0	1	0	null	null	null	null	null	null
61	10.2307/29765533	THE SENSITIVITY OF LINEAR REGRESSION COEFFICIENTS' CONFIDENCE LIMITS TO THE OMISSION OF A CONFOUNDER	Carrie A. Hosman, Ben B. Hansen, Paul W. Holland	765,533	2,010	0	0	1	0	0	1	0	0	0	0	0	null	0	0	1	0	0	1	0	0	0	0	1	0	1	0	null	null	null	null	null	null
62	10.2307/23019228	Consequences of Parental Divorce for Child Development	Hyun Sik Kim	19,228	2,011	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
63	10.2307/40221564	Using Inverse Probability-Weighted Estimators in Comparative Effectiveness Analyses with Observational Databases	Lesley H. Curtis, Bradley G. Hammill, Eric L. Eisenstein, Judith M. Kramer, Kevin J. Anstrom	221,564	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
64	10.2307/40732417	<b>Targeted Funding for Educationally Disadvantaged Students: A Regression Discontinuity Estimate of the Impact on High School Student Achievement</b>	Gary T. Henry, C. Kevin Fortner, Charles L. Thompson	732,417	2,010	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
68	10.2307/2533848	Assessing the Sensitivity of Regression Results to Unmeasured Confounders in Observational Studies	D. Y. Lin, B. M. Psaty, R. A. Kronmal	533,848	1,998	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
70	10.2307/40221549	Emerging Methods in Comparative Effectiveness and Safety: Symposium Overview and Summary	Kathleen N. Lohr	221,549	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
71	10.2307/30130768	Misunderstandings between Experimentalists and Observationalists about Causal Inference	Kosuke Imai, Gary King, Elizabeth A. Stuart	130,768	2,008	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
72	10.2307/3182791	[Covariance Adjustment in Randomized Experiments and Observational Studies]: Comment	J. Angrist, G. Imbens	182,791	2,002	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	1	1	0	null	null	null	null	null	null
73	10.2307/4039891	Analysis of Incomplete Quality of Life Data in Advanced Stage Cancer: A Practical Application of Multiple Imputation	Satoshi Morita, Kunihiko Kobayashi, Kenji Eguchi, Taketoshi Matsumoto, Masahiko Shibuya, Yasufumi Yamaji, Yasuo Ohashi	39,891	2,005	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	1	0	0	0	0	1	0	null	null	null	null	null	null
74	10.2307/3598865	Structural Equations, Treatment Effects, and Econometric Policy Evaluation	James J. Heckman, Edward Vytlacil	598,865	2,005	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	1	1	0	1	0	null	null	null	null	null	null
76	10.2307/41319782	Of Publishable Quality: Ideas for Political Science Seminar Papers	L. J. Zigerell	319,782	2,011	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
77	10.2307/29783731	Isolating the Symbolic Implications of Employee Mobility: Price Increases after Hiring Winemakers from Prominent Wineries	Peter W. Roberts, Mukti Khaire, Christopher I. Rider	783,731	2,011	0	0	1	0	0	1	0	1	0	0	0	nearest	0	0	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
78	10.2307/2291203	Nonparametric Estimation of Mean Functionals with Data Missing at Random	Philip E. Cheng	291,203	1,994	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	1	null	null	null	null	null	null
80	10.2307/41220006	Foreign Takeovers and Wages in Hungary	Sándor Csengödi, Rolf Jungnickel, Dieter M. Urban	220,006	2,008	1	0	0	1	0	0	0	1	0	0	0	nearest	0	0	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
81	10.2307/27795051	Prevention and Drug Treatment	Mark F. Testa, Brenda Smith	795,051	2,009	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
82	10.1086/674110	Assessing the Frontiers of Ultrapoverty Reduction: Evidence from Challenging the Frontiers of Poverty Reduction/Targeting the Ultra-poor, an Innovative Program in Bangladesh	M. Shahe Emran, Virginia Robano, Stephen C. Smith	674,110	2,014	0	0	1	0	1	0	0	1	0	0	0	caliper, kernel	0	1	0	0	0	1	0	0	1	0	0	0	1	0	null	null	null	null	null	null
86	10.2307/40928354	Male and Female Pathways Through Four-Year Colleges: Disruption and Sex Stratification in Higher Education	Stephanie Ewert	928,354	2,010	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	1	0	0	0	0	0	1	0	null	null	null	null	null	null
87	10.2307/2981677	Present Position and Potential Developments: Some Personal Views: Sample Surveys	T. M. F. Smith	981,677	1,984	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
88	10.2307/20647978	Using Experiments to Estimate the Effects of Education on Voter Turnout	Rachel Milstein Sondheimer, Donald P. Green	647,978	2,010	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	1	null	null	null	null	null	null
89	10.2307/25478691	How Does Test Exemption Affect Schools' and Students' Academic Performance?	Jennifer L. Jennings, Andrew A. Beveridge	478,691	2,009	1	0	0	0	1	0	0	1	0	0	0	caliper	0	0	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
91	10.2307/27799078	Efficient Estimation of Average Treatment Effects with Mixed Categorical and Continuous Data	Qi Li, Jeffrey S. Racine, Jeffrey M. Wooldridge	799,078	2,009	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	1	1	0	1	0	null	null	null	null	null	null
92	10.2307/25548030	A Lobbying Approach to Evaluating the Sarbanes-Oxley Act of 2002	Yael V. Hochberg, Paola Sapienza, Annette Vissing-Jørgensen	548,030	2,009	1	0	0	1	0	0	0	1	0	0	0	kernel	0	0	1	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
94	10.2307/1165073	Dropping out of High School in the United States: An Observational Study	Paul R. Rosenbaum	165,073	1,986	1	0	0	1	0	0	0	0	1	0	0	kernel	0	0	0	0	0	1	0	0	0	0	0	0	1	1	null	null	null	null	null	null
95	10.2307/20065524	Cash Transfers, Conditions, and School Enrollment in Ecuador [with Comments]	Norbert Schady, Maria Caridad Araujo, Ximena Peña, Luis F. López-Calva	65,524	2,008	1	0	0	1	0	0	0	0	0	0	0	null	0	0	0	1	1	1	0	0	0	0	0	0	1	1	null	null	null	null	null	null
96	10.2307/3149917	Formulation of an Index of Propensity to Buy	James Rothman	149,917	1,964	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
97	10.2307/4621707	When Can History Be Our Guide? The Pitfalls of Counterfactual Inference	Gary King, Langche Zeng	621,707	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
98	10.2307/23050182	The Town with No Poverty: The Health Effects of a Canadian Guaranteed Annual Income Field Experiment	Evelyn L. Forget	50,182	2,011	0	1	0	0	1	0	1	0	1	0	0	null	0	0	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
100	10.2307/41038771	Doing Well by Doing Good? Green Office Buildings	Piet Eichholtz, Nils Kok, John M. Quigley	38,771	2,010	0	1	0	0	0	1	1	0	0	0	0	null	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
102	10.2307/23069337	A METHOD FOR EXPLORATORY REPEATED-MEASURES ANALYSIS APPLIED TO A BREAST-CANCER SCREENING STUDY	Adam R. Brentnall, Stephen W. Duffy, Martin J. Crowder, Maureen G. C. Gillan, Susan M. Astley, Matthew G. Wallis, Jonathan James, Caroline R. M. Boggis, Fiona J. Gilbert	69,337	2,011	0	0	1	0	0	1	1	0	0	0	0	null	0	0	0	0	0	1	0	0	0	0	1	0	1	0	null	null	null	null	null	null
105	10.2307/40665839	Neighbourhood environment and the incidence of depressive symptoms among middle-aged African Americans	Mario Schootman, Elena M Andresen, Fredric D Wolinsky, Theodore K Malmstrom, J Philip Miller, Douglas K Miller	665,839	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	1	0	0	0	0	0	1	0	null	null	null	null	null	null
106	10.2307/25478358	Outsourcing, Productivity, and Input Composition at the Plant Level	Catherine J. Morrison Paul, Mahmut Yasar	478,358	2,009	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
107	10.2307/2336017	Sensitivity Analysis for Certain Permutation Inferences in Matched Observational Studies	Paul R. Rosenbaum	336,017	1,987	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
108	10.2307/40505938	Managers' and Investors' Responses to Media Exposure of Board Ineffectiveness	Jennifer R. Joe, Henock Louis, Dahlia Robinson	505,938	2,009	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
109	10.2307/40984539	Civic Returns to Higher Education: A Note on Heterogeneous Effects	Jennie E. Brand	984,539	2,010	1	0	0	1	0	0	0	0	0	0	0	null	0	0	1	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
110	10.2307/20445505	Fixed Budgets as a Cost Containment Measure for Pharmaceuticals	David Granlund, Niklas Rudholm, Magnus Wikström	445,505	2,006	1	0	0	1	0	0	0	1	0	0	0	nearest	0	1	0	0	0	1	0	0	0	0	0	0	1	1	null	null	null	null	null	null
111	10.2307/40800840	NONTRADITIONAL FAMILIES AND CHILDHOOD PROGRESS THROUGH SCHOOL	MICHAEL J. ROSENFELD	800,840	2,010	1	0	0	0	0	1	0	1	0	0	0	nearest	0	0	0	1	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
112	10.1086/381250	The Determinants of Participation in a Social Program: Evidence from a Prototypical Job Training Program	James J. Heckman, Jeffrey A. Smith	381,250	2,004	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
113	10.2307/4150500	Assessing the Mismatch Hypothesis: Differences in College Graduation Rates by Institutional Selectivity	Sigal Alon, Marta Tienda	150,500	2,005	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	1	0	0	0	0	0	1	0	null	null	null	null	null	null
114	10.2307/4484590	The Relationship between Antimicrobial Resistance and Patient Outcomes: Mortality, Length of Hospital Stay, and Health Care Costs	Sara E. Cosgrove	484,590	2,006	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	1	0	0	0	0	0	1	0	null	null	null	null	null	null
116	10.2307/41330439	Personal Retirement Accounts and Saving	Emma Aguila	330,439	2,011	1	0	0	1	0	0	0	1	0	0	0	kernel	0	1	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
117	10.2307/27784198	Do Direct Cash Flow Disclosures Help Predict Future Operating Cash Flows and Earnings?	Steven F. Orpurt, Yoonseok Zang	784,198	2,009	1	0	0	1	0	0	0	0	1	0	0	nearest	0	0	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
118	10.2307/30163420	Early Childhood Care and Education: Lessons and Puzzles	William T. Gormley Jr.	163,420	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
119	10.2307/2685809	Multiple Imputation in Practice: Comparison of Software Packages for Regression Models with Missing Variables	Nicholas J. Horton, Stuart R. Lipsitz	685,809	2,001	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	1	0	0	1	0	1	0	null	null	null	null	null	null
120	10.2307/2290059	Choosing Among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs: The Case of Manpower Training	James J. Heckman, V. Joseph Hotz	290,059	1,989	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	1	null	null	null	null	null	null
121	10.2307/25146524	Evaluating the Impacts of Washington State Repeated Job Search Services on the Earnings of Prime-Age Female TANF Recipients	Cheng Hsiao, Yan Shen, Boqing Wang, Greg Weeks	146,524	2,007	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
122	10.2307/20172106	Nonparametric Bounds on the Causal Effect of University Studies on Job Opportunities Using Principal Stratification	Leonardo Grilli, Fabrizia Mealli	172,106	2,008	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	1	null	null	null	null	null	null
123	10.2307/20179980	Juvenile Crime and Criminal Justice: Resolving Border Disputes	Jeffrey Fagan	179,980	2,008	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	1	null	null	null	null	null	null
125	10.2307/27798348	Associations of Physician Volume and Weekend Admissions With Ischemic Stroke Outcome in Taiwan: A Nationwide Population-Based Study	Yu-Chi Tung, Guann-Ming Chang, Yi-Hau Chen	798,348	2,009	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	1	0	0	0	1	0	null	null	null	null	null	null
126	10.2307/3651005	A Survey of Laboratory and Statistical Issues Related to Farmworker Exposure Studies	Dana B. Barr, Doug Landsittel, Marcia Nishioka, Kent Thomas, Brian Curwin, James Raymer, Kirby C. Donnelly, Linda McCauley, P. Barry Ryan	651,005	2,006	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
127	10.2307/23368094	Group-Based Trajectory Modeling (Nearly) Two Decades Later	Daniel S. Nagin, Candice L. Odgers	368,094	2,010	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
129	10.2307/41301990	Former CEO Directors: Lingering CEOs or Valuable Resources?	Rüdiger Fahlenbrach, Bernadette A. Minton, Carrie H. Pan	301,990	2,011	1	0	0	0	0	1	0	1	0	0	0	nearest, kernel	0	0	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
130	10.2307/40730760	The impact of missing data in the estimation of concentration index: a potential source of bias	Hai Zhong	730,760	2,010	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	1	0	1	0	null	null	null	null	null	null
131	10.2307/41238556	The Effectiveness of Distance Education Across Virginia's Community Colleges: Evidence From Introductory College-Level Math and English Courses	Di Xu, Shanna Smith Jaggars	238,556	2,011	1	0	0	1	0	0	0	1	1	0	0	caliper	0	0	0	0	0	1	0	0	0	0	0	0	1	0	null	null	null	null	null	null
132	10.2307/40056316	Divorce, Race, and Military Service: More than Equal Pay and Equal Opportunity	Jay D. Teachman, Lucky Tedrow	56,316	2,008	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	0	0	0	0	1	0	null	null	null	null	null	null
133	10.2307/27750730	The Impact of Academic Patenting on the Rate, Quality and Direction of (Public) Research Output	Pierre Azoulay, Waverly Ding, Toby Stuart	750,730	2,009	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	null	0	0	0	1	0	0	0	1	0	null	null	null	null	null	null

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A Dataset on Propensity Score Matching Papers, 1964-2014

Overview

This dataset provides bibliographic and methodological information on a random sample of academic articles involving propensity score matching (PSM). Each row corresponds to a single article and contains information such as the article’s DOI, title, authors, publication year, and a series of binary or categorical indicators describing the methods used or reported within the study. These indicators focus largely on PSM, balance reporting practices, and other causal inference or evaluation techniques.

The dataset is intended to help researchers quickly identify methodological characteristics of this set of studies.

Relevant Literature

King, Gary, and Richard Nielsen. "Why propensity scores should not be used for matching." Political Analysis 27, no. 4 (2019): 435-454.

File Format and Structure

File Format: The data is provided in a tab-separated values (TSV) file, with a header row followed by one row per article.
Character Encoding: UTF-8

Columns Description

full_DOI:
- Type: String
- Description: The article’s full Digital Object Identifier (DOI).
title:
- Type: String
- Description: The full title of the article.
author:
- Type: String
- Description: The authors of the article as listed in the source.
reduced_DOI:
- Type: String or Numeric (transformed identifier)
- Description: A simplified or shortened DOI, possibly used as an internal reference ID.
pub_year:
- Type: Integer
- Description: Year the article was published.
bal_report_prematch, bal_noreport_prematch, no_bal_prematch:
- Type: Binary (0/1 or NA)
- Description: Indicators related to whether the study reports or does not report balance checks before matching.
- Interpretation:
  - bal_report_prematch: Balance reported pre-match.
  - bal_noreport_prematch: Balance not reported pre-match.
  - no_bal_prematch: Not applicable or no pre-match balance details provided.
bal_report_postmatch, bal_noreport_postmatch, no_bal_postmatch:
- Type: Binary (0/1 or NA)
- Description: Indicators related to reporting or not reporting balance checks after performing a matching procedure.
- Interpretation:
  - bal_report_postmatch: Balance reported post-match.
  - bal_noreport_postmatch: Balance not reported post-match.
  - no_bal_postmatch: Not applicable or no post-match balance details provided.
psm_no_details, psm_simple, psm_w_exact, psm_iterate:
- Type: Binary (0/1 or NA)
- Description: Indicators of how propensity score matching was conducted or reported.
- Interpretation:
  - psm_no_details: PSM mentioned but no procedural details provided.
  - psm_simple: Simple propensity score matching reported (e.g., one-to-one matching).
  - psm_w_exact: PSM with exact matching on some covariates reported.
  - psm_iterate: Iterative or refined PSM approaches reported.
ps_match_cov:
- Type: Binary (0/1 or NA)
- Description: Indicates whether the study reports the covariates used in propensity score modeling.
psm_algorithm:
- Type: String or Categorical
- Description: Indicates the type of PSM algorithm used (e.g., nearest-neighbor, kernel matching, etc.).
simulation_data:
- Type: Binary (0/1 or NA)
- Description: Whether the article used simulated data in its analysis.
psm_dif_in_dif:
- Type: Binary (0/1 or NA)
- Description: Indicates if the study combined difference-in-differences (DID) with PSM.
ps_strat:
- Type: Binary (0/1 or NA)
- Description: Indicates if propensity score stratification was used.
psm_as_robustness:
- Type: Binary (0/1 or NA)
- Description: Whether PSM was applied as a robustness check rather than the primary method.
ps_remove_only:
- Type: Binary (0/1 or NA)
- Description: Indicates if PSM was used solely to remove observations outside common support, without further adjustments.
ps_performed:
- Type: Binary (0/1 or NA)
- Description: Indicates if any form of PSM was performed.
ps_reg:
- Type: Binary (0/1 or NA)
- Description: Indicates if propensity score regression adjustment was performed.
psm_missing:
- Type: Binary (0/1 or NA)
- Description: Whether the study addressed or mentioned missing data issues specifically in the context of PSM.
ps_sample:
- Type: Binary (0/1 or NA)
- Description: Indicates if sampling based on propensity scores (e.g., restricting analysis to certain propensity score strata) was used.
ps_weighting:
- Type: Binary (0/1 or NA)
- Description: Indicates if inverse probability weighting or weighting by propensity scores was used.
ps_other:
- Type: Binary (0/1 or NA)
- Description: Indicates if any other propensity score methodology (not categorized above) was employed.
methods_article:
- Type: Binary (0/1 or NA)
- Description: Indicates if the article is methods-focused, i.e., primarily about methodology rather than an applied empirical study.
response_comment_article:
- Type: Binary (0/1 or NA)
- Description: Indicates if the article is a response, comment, or discussion piece rather than a standard research article.
english:
- Type: Binary (0/1 or NA)
- Description: Indicates if the article is written in English.
initial_sample:
- Type: Binary (0/1 or NA)
- Description: Whether the initial sample (prior to any methodological exclusion criteria) is discussed or provided.
other_notes:
- Type: String or NA
- Description: Additional notes or comments about the study or data coding that don’t fit into the other categories.

Downloads last month: 27

Size of downloaded dataset files:

173 kB

Size of the auto-converted Parquet files:

105 kB

Number of rows:

725