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Structural Extrapolation in Regression Discontinuity Designs with an Application to School Expenditure Referenda

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  • Austin Feng
  • Francesco Ruggieri

Abstract

We propose a structural approach to extrapolate average partial effects away from the cutoff in regression discontinuity designs (RDDs). Our focus is on applications that exploit closely contested school district referenda to estimate the effects of changes in education spending on local economic outcomes. We embed these outcomes in a spatial equilibrium model of local jurisdictions in which fiscal policy is determined by majority rule voting. This integration provides a microfoundation for the running variable, the share of voters who approve a ballot initiative, and enables identification of structural parameters using RDD coefficients. We then leverage the model to simulate the effects of counterfactual referenda over a broad range of proposed spending changes. These scenarios imply realizations of the running variable away from the threshold, allowing extrapolation of RDD estimates to nonmarginal referenda. Applying the method to school expenditure ballot measures in Wisconsin, we document substantial heterogeneity in housing price capitalization across the approval margin.

Suggested Citation

  • Austin Feng & Francesco Ruggieri, 2025. "Structural Extrapolation in Regression Discontinuity Designs with an Application to School Expenditure Referenda," Papers 2508.02658, arXiv.org.
    • Handle: RePEc:arx:papers:2508.02658
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    1. Jan K. Brueckner & David Neumark, 2014. "Beaches, Sunshine, and Public Sector Pay: Theory and Evidence on Amenities and Rent Extraction by Government Workers," American Economic Journal: Economic Policy, American Economic Association, vol. 6(2), pages 198-230, May.
    2. Barrow, Lisa & Rouse, Cecilia Elena, 2004. "Using market valuation to assess public school spending," Journal of Public Economics, Elsevier, vol. 88(9-10), pages 1747-1769, August.
    3. Patrick Bayer & Fernando Ferreira & Robert McMillan, 2007. "A Unified Framework for Measuring Preferences for Schools and Neighborhoods," Journal of Political Economy, University of Chicago Press, vol. 115(4), pages 588-638, August.
    4. Brueckner, Jan K., 1982. "A test for allocative efficiency in the local public sector," Journal of Public Economics, Elsevier, vol. 19(3), pages 311-331, December.
    5. Epple, Dennis & Platt, Glenn J., 1998. "Equilibrium and Local Redistribution in an Urban Economy when Households Differ in both Preferences and Incomes," Journal of Urban Economics, Elsevier, vol. 43(1), pages 23-51, January.
    6. Matias Busso & Jesse Gregory & Patrick Kline, 2013. "Assessing the Incidence and Efficiency of a Prominent Place Based Policy," American Economic Review, American Economic Association, vol. 103(2), pages 897-947, April.
    7. Dennis Epple & Brett Gordon & Holger Sieg, 2010. "Drs. Muth And Mills Meet Dr. Tiebout: Integrating Location‐Specific Amenities Into Multi‐Community Equilibrium Models," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 381-400, February.
    8. Joshua D. Angrist & Miikka Rokkanen, 2015. "Wanna Get Away? Regression Discontinuity Estimation of Exam School Effects Away From the Cutoff," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(512), pages 1331-1344, December.
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