Using Propensity Scores in Educational Research: General Principles and Practical Applications

REFERENCES

• Adelson , J. L. 2009 . Examining the effects of gifted programming in mathematics and reading using the ECLS-K (Doctoral dissertation). Retrieved from ProQuest Dissertations and Theses database. (No. AAT 3367340)
   Google Scholar
• Agodini , R. and Dynarski , M. 2004 . Are experiments the only option? A look at dropout prevention programs . Review of Economics and Statistics , 86 : 180 – 194 .
   Web of Science ®Google Scholar
• Attewell , P. and Domina , T. 2008 . Raising the bar: Curricular intensity and academic performance . Educational Evaluation and Policy Analysis , 30 : 51 – 71 .
   Web of Science ®Google Scholar
• Becker , S. O. and Ichino , A. 2002 . Estimation of average treatment effects based on propensity scores . The Stata Journal , 2 : 358 – 377 .
   Web of Science ®Google Scholar
• Brookhart , M. A. , Schneeweiss , S. , Rothman , K. J. , Glynn , R. J. , Avorn , J. and Stürmer , T. 2006 . Variable selection for propensity score models . American Journal of Epidemiology , 163 : 1149 – 1156 .
   PubMed Web of Science ®Google Scholar
• Cochran , W. 1968 . The effectiveness of adjustment by subclassification in removing bias in observational studies . Biometrics , 24 : 295 – 314 .
   PubMed Web of Science ®Google Scholar
• Cook , T. D. 2002 . Randomized experiments in education: A critical examination of the reasons the educational evaluation community has offered for not doing them . Educational Evaluation and Policy Analysis , 24 : 175 – 199 .
   Web of Science ®Google Scholar
• Cook , T. D. and Campbell , D. T. 1979 . Quasi-experimentation: Design and analysis issues for field settings , Boston, MA : Houghton Mifflin .
   Google Scholar
• Cook , T. D. , Shadish , W. R. and Wong , V. C. 2008 . Three conditions under which experiments and observational studies produce comparable causal estimates: New findings from within-study comparisons . Journal of Policy Analysis and Management , 27 : 724 – 750 .
   Web of Science ®Google Scholar
• Conniffe , D. , Gash , V. and O’Connell , P. 2000 . Evaluating state programmes: “Natural experiments” and propensity scores . The Economic and Social Review , 31 : 283 – 308 .
   Web of Science ®Google Scholar
• Correnti , R. and Rowan , B. 2007 . Opening up the black box: Literacy instruction in schools participating in three comprehensive school reform programs . American Educational Research Journal , 44 : 298 – 338 .
   Web of Science ®Google Scholar
• Crosnoe , R. 2005 . Double disadvantage or signs of resilience? The elementary school contexts of children from Mexican immigrant families . American Educational Research Journal , 42 : 269 – 303 .
   Web of Science ®Google Scholar
• D’Agostino , R. B. 1998 . Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group . Statistics in Medicine , 17 : 2265 – 2281 .
   PubMed Web of Science ®Google Scholar
• Drake , C. and Fisher , L. 1995 . Prognostic models and the propensity score . International Journal of Epidemiology , 24 : 183 – 187 .
   PubMed Web of Science ®Google Scholar
• Gibson-Davis , C. M. and Foster , E. M. 2006 . A cautionary tale: Using propensity scores to estimate the effect of food stamps on food insecurity . Social Service Review , 80 : 93 – 126 .
   Web of Science ®Google Scholar
• Graham , S. E. 1997 . The exodus from mathematics: When and why? (Unpublished doctoral dissertation) , Cambridge, MA : Harvard University Graduate School of Education .
   Google Scholar
• Graham , S. E. The exodus from mathematics: When and why? . Presentation of dissertation research at American Educational Research Association Dissertation Grant Awardee Conference . Washington, DC.
   Google Scholar
• Graham , S. E. and Singer , J. D. 2007 . “ Using discrete-time survival analysis to study gender differences in leaving mathematics ” . In Real data analysis , Edited by: Sawilowsky , S. S. 325 – 334 . Charlotte, NC : Information Age .
   Google Scholar
• Guo , S. and Fraser , M. W. 2010 . Propensity score analysis , Thousand Oaks, CA : Sage .
   Google Scholar
• Harding , D. J. 2003 . Counterfactual models of neighborhood effects: The effect of neighborhood poverty on dropping out and teenage pregnancy . American Journal of Sociology , 109 : 676 – 719 .
   Web of Science ®Google Scholar
• Hoffman , B. H. , Badgett , B. A. and Parker , R. 2008 . The effect of single-sex instruction in a large, urban, at-risk high school . The Journal of Educational Research , 102 : 15 – 35 .
   Web of Science ®Google Scholar
• Hong , G. and Raudenbush , S. W. 2005 . Effects of kindergarten retention policy on children's cognitive growth in reading and mathematics . Educational Evaluation and Policy Analysis , 27 : 205 – 224 .
   Web of Science ®Google Scholar
• Hong , G. and Raudenbush , S. W. 2006 . Evaluating kindergarten retention policy: A case study of causal inference for multilevel observational data . Journal of the American Statistical Association , 101 : 901 – 910 .
   Web of Science ®Google Scholar
• Imbens , G. W. 2004 . Nonparametric estimation of average treatment effects under exogeneity: A review . The Review of Economics and Statistics , 86 : 4 – 29 .
   Web of Science ®Google Scholar
• Kenney , D. T. and Faunce , G. 2004 . Effect of academic coaching on elementary and secondary school students . The Journal of Educational Research , 98 : 115 – 126 .
   Google Scholar
• Kurlaender , M. 2004 . Reinforcing disadvantage or increasing opportunity? The Role of the GED (Unpublished doctoral dissertation) , Cambridge, MA : Harvard University Graduate School of Education .
   Google Scholar
• Kyriakides , L. 2005 . Evaluating school policy on parents working with their children in class . The Journal of Educational Research , 98 : 281 – 298 .
   Web of Science ®Google Scholar
• Linden , A. , Adams , J. L. and Roberts , N. 2005 . Using propensity scores to construct comparable control groups for disease management program evaluation . Disease Management and Health Outcomes , 13 : 107 – 115 .
   Google Scholar
• Long , B. T. and Kurlaender , M. 2009 . Do community colleges provide a viable pathway to a baccalaureate degree? . Educational Evaluation and Policy Analysis , 31 : 30 – 53 .
   Web of Science ®Google Scholar
• Luellen , J. K. , Shadish , W. R. and Clark , M. H. 2005 . Propensity scores: An introduction and experimental test . Evaluation Review , 29 : 530 – 588 .
   PubMed Web of Science ®Google Scholar
• Lutz , S. L. , Guthrie , J. T. and Davis , M. H. 2006 . Scaffolding for engagement in elementary school reading instruction . The Journal of Educational Research , 100 : 3 – 20 .
   Web of Science ®Google Scholar
• McCoach , D. B. , O’Connell , A. A. and Levitt , H. 2006 . Ability grouping across kindergarten using an early childhood longitudinal study . The Journal of Educational Research , 99 : 339 – 346 .
   Web of Science ®Google Scholar
• Miller , J. D. , Kimmel , L. , Hoffer , T. B. and Nelson , C. 2000 . Longitudinal study of American youth: User's manual , Chicago, IL : Northwestern University, International Center for the Advancement of Scientific Literacy .
   Google Scholar
• Morgan , S. L. 2001 . Counterfactuals, causal effect heterogeneity, and the Catholic school effect on learning . Sociology of Education , 74 : 341 – 374 .
   Web of Science ®Google Scholar
• National Council of Teachers of Mathematics . 1989 . Curriculum and evaluation standards for school mathematics , Reston, VA : Author .
   Google Scholar
• National Council of Teachers of Mathematics . 1991 . Professional standards for teaching mathematics , Reston, VA : Author .
   Google Scholar
• National Council of Teachers of Mathematics . 2000 . Principles and standards for school mathematics , Reston, VA : Author .
   Google Scholar
• Reis , S. M. , Eckert , R. D. , McCoach , D. B. , Jacobs , J. K. and Coyne , M. 2008 . Using enrichment reading practices to increase reading fluency, comprehension, and attitudes . The Journal of Educational Research , 101 : 299 – 314 .
   Web of Science ®Google Scholar
• Robinson , J. P. 2008 . Evidence of a differential effect of ability grouping on the reading achievement growth of language-minority Hispanics . Educational Evaluation and Policy Analysis , 30 : 141 – 180 .
   Web of Science ®Google Scholar
• Rosenbaum , P. R. 1986 . Dropping out of high school in the United States: An observational study . Journal of Educational Statistics , 11 : 207 – 224 .
   Google Scholar
• Rosenbaum , P. R. 2002 . Observational studies , 2nd ed , New York, NY : Springer-Verlag .
   Google Scholar
• Rosenbaum , P. R. and Rubin , D. B. 1983 . The central role of the propensity score in observational studies for causal effects . Biometrika , 70 : 41 – 55 .
   Web of Science ®Google Scholar
• Rosenbaum , P. R. and Rubin , D. B. 1984 . Reducing bias in observational studies using subclassification on the propensity score . Journal of the American Statistical Association , 79 : 516 – 524 .
   Web of Science ®Google Scholar
• Rosenbaum , P. R. and Rubin , D. B. 1985 . Constructing a control group using multivariate matched sampling methods that incorporate the propensity score . The American Statistician , 39 : 33 – 38 .
   Web of Science ®Google Scholar
• Rubin , D. B. 1997 . Estimating causal effects from large data Sets using propensity scores . Annals of Internal Medicine , 127 : 757 – 763 .
   PubMed Web of Science ®Google Scholar
• Rubin , D. B. 2007 . The design versus the analysis of observational studies for causal effects: Parallels with the design of randomized trials . Statistics in Medicine , 26 : 20 – 36 .
   PubMed Web of Science ®Google Scholar
• Schafer , J. L. and Kang , J. 2008 . Average causal effects from nonrandomized studies: A practical guide and simulated example . Psychological Methods , 13 : 279 – 313 .
   PubMed Web of Science ®Google Scholar
• Schneider , B. , Carnoy , M. , Kilpatrick , J. , Schmidt , W. H. and Shavelson , R. J. 2007 . Estimating causal effects using experimental and observational designs , Washington, DC : American Educational Research Association .
   Google Scholar
• Shadish , W. R. and Cook , D. T. 2009 . The renaissance of field experimentation in evaluating interventions . Annual Review of Psychology , 60 : 607 – 629 .
   PubMed Web of Science ®Google Scholar
• Shadish , W. R. , Cook , T. D. and Campbell , D. T. 2002 . Experimental and quasi-experimental designs for generalized causal inference , Boston, MA : Houghton Mifflin .
   Google Scholar
• Singer , J. D. and Willett , J. B. 2003 . Applied longitudinal data analysis: Modeling change and event occurrence , New York, NY : Oxford University Press .
   Google Scholar
• Winship , C. and Morgan , S. L. 1999 . The estimation of causal effects from observational data . Annual Review of Sociology , 25 : 659 – 707 .
   Web of Science ®Google Scholar