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Comparing Impact Findings from Design-Based and Model-Based Methods: An Empirical Investigation

Author

Listed:
  • Tim Kautz
  • Peter Z. Schochet
  • Charles Tilley

Abstract

This study investigates how much of a practical difference it makes to use design-based methods versus more conventional model-based methods.

Suggested Citation

  • Tim Kautz & Peter Z. Schochet & Charles Tilley, "undated". "Comparing Impact Findings from Design-Based and Model-Based Methods: An Empirical Investigation," Mathematica Policy Research Reports b7656ddce20f4007b71836e99, Mathematica Policy Research.
    • Handle: RePEc:mpr:mprres:b7656ddce20f4007b71836e99dd8bd87
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    File URL: https://www.mathematica.org/-/media/publications/pdfs/education/2017/design-model-based-methods.pdf
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    References listed on IDEAS

    as
    1. Peter Z. Schochet, 2013. "Estimators for Clustered Education RCTs Using the Neyman Model for Causal Inference," Journal of Educational and Behavioral Statistics, , vol. 38(3), pages 219-238, June.
    2. repec:mpr:mprres:6174 is not listed on IDEAS
    3. Philip Gleason & Melissa Clark & Christina Clark Tuttle & Emily Dwoyer, "undated". "The Evaluation of Charter School Impacts," Mathematica Policy Research Reports 3066da11915a4b04a77b38848, Mathematica Policy Research.
    4. Jill Constantine & Daniel Player & Tim Silva & Kristin Hallgren & Mary Grider & John Deke, 2009. "An Evaluation of Teachers Trained Through Different Routes to Certification," Mathematica Policy Research Reports 1a9e2910a01843c2babbc8c64, Mathematica Policy Research.
    5. Paul T. Decker & Daniel P. Mayer & Steven Glazerman, "undated". "The Effects of Teach For America on Students: Findings from a National Evaluation," Mathematica Policy Research Reports c8b5eb6d499c465c86a96bee4, Mathematica Policy Research.
    6. repec:mpr:mprres:6573 is not listed on IDEAS
    7. A. Colin Cameron & Douglas L. Miller, 2015. "A Practitioner’s Guide to Cluster-Robust Inference," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 317-372.
    8. repec:mpr:mprres:6676 is not listed on IDEAS
    9. Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
    10. Peter Z. Schochet & John Burghardt & Steven Glazerman, 2001. "National Job Corps Study: The Impacts of Job Corps on Participants' Employment and Related Outcomes," Mathematica Policy Research Reports db6c4204b8e1408bb0c6289ec, Mathematica Policy Research.
    11. Peter Z. Schochet, "undated". "Is Regression Adjustment Supported by the Neyman Model for Causal Inference? (Presentation)," Mathematica Policy Research Reports abfc39d59c714499b2fe42f68, Mathematica Policy Research.
    12. Peter Z. Schochet, "undated". "Is Regression Adjustment Supported By the Neyman Model for Causal Inference?," Mathematica Policy Research Reports 782da2242fba458eb61752f96, Mathematica Policy Research.
    13. Duncan Chaplin & Martha Bleeker & Kevin Booker, "undated". "Roads to Success: Estimated Impacts of an Education and Career Planning Program During Middle School," Mathematica Policy Research Reports 68a9bbd46c67405fba0358d5c, Mathematica Policy Research.
    14. repec:mpr:mprres:4150 is not listed on IDEAS
    15. repec:mpr:mprres:7962 is not listed on IDEAS
    16. repec:mpr:mprres:7293 is not listed on IDEAS
    17. Melissa Clark & Hanley Chiang & Sheena McConnell & Tim Silva & Kathy Sonnenfeld & Anastasia Erbe & Mike Puma, "undated". "The Effectiveness of Secondary Math Teachers from Teach For America and the Teaching Fellows Programs (Presentation)," Mathematica Policy Research Reports 32d4ed3f97b14a208a78435db, Mathematica Policy Research.
    18. Jill Constantine, 2009. "Evaluation of Teachers Trained Through Different Routes to Certification," Mathematica Policy Research Reports 6e759a791c77408a816add035, Mathematica Policy Research.
    19. repec:mpr:mprres:7890 is not listed on IDEAS
    20. repec:mpr:mprres:6720 is not listed on IDEAS
    21. repec:mpr:mprres:6175 is not listed on IDEAS
    22. repec:mpr:mprres:7338 is not listed on IDEAS
    23. Philip Gleason & Melissa Clark & Christina Clark Tuttle & Emily Dwoyer, 2010. "The Evaluation of Charter School Impacts (Presentation)," Mathematica Policy Research Reports 770e250b2ef343a3b1ec8c932, Mathematica Policy Research.
    24. repec:mpr:mprres:6556 is not listed on IDEAS
    25. repec:mpr:mprres:8154 is not listed on IDEAS
    26. Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881, September.
    27. Melissa A. Clark & Hanley S. Chiang & Tim Silva & Sheena McConnell & Kathy Sonnenfeld & Anastasia Erbe & Michael Puma, "undated". "The Effectiveness of Secondary Math Teachers from Teach For America and the Teaching Fellows Programs," Mathematica Policy Research Reports ad5192faecc9490288484de35, Mathematica Policy Research.
    28. repec:mpr:mprres:4012 is not listed on IDEAS
    29. repec:mpr:mprres:2951 is not listed on IDEAS
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    Cited by:

    1. Peter Z. Schochet, "undated". "What is Design-Based Causal Inference and Why Should I Use It?," Mathematica Policy Research Reports 82a207630f374ef6a7dfd4a60, Mathematica Policy Research.

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