IDEAS home Printed from https://ideas.repec.org/a/aea/aejpol/v5y2013i4p29-77.html
   My bibliography  Save this article

Absorptive Capacity and the Growth and Investment Effects of Regional Transfers: A Regression Discontinuity Design with Heterogeneous Treatment Effects

Author

Listed:
  • Sascha O. Becker
  • Peter H. Egger
  • Maximilian von Ehrlich

Abstract

Researchers often estimate average treatment effects of programs without investigating heterogeneity across units. Yet, individuals, firms, regions, or countries vary in their ability to utilize transfers. We analyze Objective 1 transfers of the EU to regions below a certain income level by way of a regression discontinuity design with systematically varying heterogeneous treatment effects. Only about 30 percent and 21 percent of the regions?those with sufficient human capital and good-enough institutions?are able to turn transfers into faster per capita income growth and per capita investment, respectively. In general, the variance of the treatment effect is much bigger than its mean.

Suggested Citation

  • Sascha O. Becker & Peter H. Egger & Maximilian von Ehrlich, 2013. "Absorptive Capacity and the Growth and Investment Effects of Regional Transfers: A Regression Discontinuity Design with Heterogeneous Treatment Effects," American Economic Journal: Economic Policy, American Economic Association, vol. 5(4), pages 29-77, November.
  • Handle: RePEc:aea:aejpol:v:5:y:2013:i:4:p:29-77
    Note: DOI: 10.1257/pol.5.4.29
    as

    Download full text from publisher

    File URL: http://www.aeaweb.org/articles.php?doi=10.1257/pol.5.4.29
    Download Restriction: no

    File URL: http://www.aeaweb.org/aej/pol/data/2011-0143_data.zip
    Download Restriction: no

    File URL: http://www.aeaweb.org/aej/pol/ds/november2013/2011-0143_ds.zip
    Download Restriction: Access to full text is restricted to AEA members and institutional subscribers.
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Alan J. Auerbach & Yuriy Gorodnichenko, 2012. "Measuring the Output Responses to Fiscal Policy," American Economic Journal: Economic Policy, American Economic Association, vol. 4(2), pages 1-27, May.
    2. Anderson, Michael L, 2008. "Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects," Department of Agricultural & Resource Economics, UC Berkeley, Working Paper Series qt15n8j26f, Department of Agricultural & Resource Economics, UC Berkeley.
    3. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    4. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    5. David Dollar & Craig Burnside, 2000. "Aid, Policies, and Growth," American Economic Review, American Economic Association, vol. 90(4), pages 847-868, September.
    6. Valerie A. Ramey, 2011. "Identifying Government Spending Shocks: It's all in the Timing," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(1), pages 1-50.
    7. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    8. Sascha Becker & Peter Egger, 2013. "Endogenous product versus process innovation and a firm’s propensity to export," Empirical Economics, Springer, vol. 44(1), pages 329-354, February.
    9. Jeffrey R Kling & Jeffrey B Liebman & Lawrence F Katz, 2007. "Experimental Analysis of Neighborhood Effects," Econometrica, Econometric Society, vol. 75(1), pages 83-119, January.
    10. Imbens, Guido W & Angrist, Joshua D, 1994. "Identification and Estimation of Local Average Treatment Effects," Econometrica, Econometric Society, vol. 62(2), pages 467-475, March.
    11. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    12. Sascha O. Becker & Erik Hornung & Ludger Woessmann, 2011. "Education and Catch-Up in the Industrial Revolution," American Economic Journal: Macroeconomics, American Economic Association, vol. 3(3), pages 92-126, July.
    13. Philippe Aghion, 2005. "Growth and Institutions," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 32(1), pages 3-18, March.
    14. Egger, Peter & Wamser, Georg, 2011. "The Impact of Controlled Foreign Company Legislation on Real Investments Abroad: A Two-dimensional Regression Discontinuity Des," CEPR Discussion Papers 8460, C.E.P.R. Discussion Papers.
    15. John Duffy & Chris Papageorgiou & Fidel Perez-Sebastian, 2004. "Capital-Skill Complementarity? Evidence from a Panel of Countries," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 327-344, February.
    16. William Easterly, 2003. "Can Foreign Aid Buy Growth?," Journal of Economic Perspectives, American Economic Association, vol. 17(3), pages 23-48, Summer.
    17. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    18. Carl-Johan Dalgaard & Henrik Hansen & Finn Tarp, 2004. "On The Empirics of Foreign Aid and Growth," Economic Journal, Royal Economic Society, vol. 114(496), pages 191-216, June.
    19. Jens Ludwig & Douglas L. Miller, 2007. "Does Head Start Improve Children's Life Chances? Evidence from a Regression Discontinuity Design," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(1), pages 159-208.
    20. Fitzenberger, Bernd, 1998. "The moving blocks bootstrap and robust inference for linear least squares and quantile regressions," Journal of Econometrics, Elsevier, vol. 82(2), pages 235-287, February.
    21. Burnside, Craig & Dollar, David, 2004. "Aid, policies, and growth : revisiting the evidence," Policy Research Working Paper Series 3251, The World Bank.
    22. Philippe Aghion & Steven Durlauf (ed.), 2005. "Handbook of Economic Growth," Handbook of Economic Growth, Elsevier, edition 1, volume 1, number 1.
    23. Norman Gemmell & Richard Kneller & Ismael Sanz, 2011. "The Timing and Persistence of Fiscal Policy Impacts on Growth: Evidence from OECD Countries," Economic Journal, Royal Economic Society, vol. 121(550), pages 33-58, February.
    24. Joshua Angrist & Ivan Fernandez-Val, 2010. "ExtrapoLATE-ing: External Validity and Overidentification in the LATE Framework," NBER Working Papers 16566, National Bureau of Economic Research, Inc.
    25. Paolo Mauro, 1995. "Corruption and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 681-712.
    26. Anderson, Michael L., 2008. "Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects," Journal of the American Statistical Association, American Statistical Association, vol. 103(484), pages 1481-1495.
    27. Acemoglu, Daron & Johnson, Simon & Robinson, James A., 2005. "Institutions as a Fundamental Cause of Long-Run Growth," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 6, pages 385-472, Elsevier.
    28. Becker, Sascha O. & Egger, Peter H. & von Ehrlich, Maximilian, 2010. "Going NUTS: The effect of EU Structural Funds on regional performance," Journal of Public Economics, Elsevier, vol. 94(9-10), pages 578-590, October.
    29. Hahn, Jinyong & Todd, Petra & Van der Klaauw, Wilbert, 2001. "Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design," Econometrica, Econometric Society, vol. 69(1), pages 201-209, January.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Becker, Sascha O. & Egger, Peter & Ehrlich, Maximilian Von, 2011. "Absorptive Capacity and the Growth Effects of Regional Transfers: A Regression Discontinuity Design with Heterogeneous Treatmen," CEPR Discussion Papers 8474, C.E.P.R. Discussion Papers.
    2. Frandsen, Brigham R. & Frölich, Markus & Melly, Blaise, 2012. "Quantile treatment effects in the regression discontinuity design," Journal of Econometrics, Elsevier, vol. 168(2), pages 382-395.
    3. Mina Baliamoune‐Lutz & George Mavrotas, 2009. "Aid Effectiveness: Looking at the Aid–Social Capital–Growth Nexus," Review of Development Economics, Wiley Blackwell, vol. 13(3), pages 510-525, August.
    4. Adam, Antonis & Tsarsitalidou, Sofia, 2022. "The effect of international development association's (IDA) aid on conflict. A fuzzy regression discontinuity approach," European Journal of Political Economy, Elsevier, vol. 74(C).
    5. 'Agoston Reguly, 2021. "Heterogeneous Treatment Effects in Regression Discontinuity Designs," Papers 2106.11640, arXiv.org, revised Oct 2021.
    6. Gong, Jie & Lu, Yi & Xie, Huihua, 2020. "The average and distributional effects of teenage adversity on long-term health," Journal of Health Economics, Elsevier, vol. 71(C).
    7. Nicholas Barton & Tessa Bold & Justin Sandefur, 2017. "Measuring Rents from Public Employment: Regression Discontinuity Evidence from Kenya - Working Paper 457," Working Papers 457, Center for Global Development.
    8. Tobias Hagen & Philipp Mohl, 2011. "Econometric Evaluation of EU Cohesion Policy: A Survey," Chapters, in: Miroslav N. Jovanović (ed.), International Handbook on the Economics of Integration, Volume III, chapter 16, Edward Elgar Publishing.
    9. Chakravarty, Shubha & Lundberg, Mattias & Nikolov, Plamen & Zenker, Juliane, 2019. "Vocational training programs and youth labor market outcomes: Evidence from Nepal," Journal of Development Economics, Elsevier, vol. 136(C), pages 71-110.
    10. Bold, Tessa & Barton, Nicholas & Sandefur, Justin, 2017. "Measuring Rents from Public Employment: Regression discontinuity evidence from Kenya," CEPR Discussion Papers 12105, C.E.P.R. Discussion Papers.
    11. Sharri Byron, 2012. "Examining Foreign Aid Fungibility in Small Open Economies," Open Economies Review, Springer, vol. 23(4), pages 675-712, September.
    12. Almond, Douglas & Currie, Janet, 2011. "Human Capital Development before Age Five," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 15, pages 1315-1486, Elsevier.
    13. Folgerø, Ingrid Kristine & Harding, Torfinn & Westby, Benjamin, 2017. "Going Fast or Going Green? Evidence from Environmental Speed Limits in Norway," Discussion Paper Series in Economics 12/2017, Norwegian School of Economics, Department of Economics.
    14. Di Giacomo, Marina & Piacenza, Massimiliano & Siciliani, Luigi & Turati, Gilberto, 2022. "The effect of co-payments on the take-up of prenatal tests," Journal of Health Economics, Elsevier, vol. 81(C).
    15. Coviello, Decio & Islam, Roumeen, 2006. "Does aid help improve economic institutions ?," Policy Research Working Paper Series 3990, The World Bank.
    16. Luís Felipe Batista de Oliveira & Rafael Terra, 2016. "Impact of school day extension on educational outcomes: evidence from Mais Educação in Brazil," One Pager 329, International Policy Centre for Inclusive Growth.
    17. Albanese, Giuseppe & Carrieri, Vincenzo & Speziali, Maria Maddalena, 2021. "Looking for a Star: Evaluating the Effect of the Cohesion Policy on Regional Well-Being," IZA Discussion Papers 14521, Institute of Labor Economics (IZA).
    18. Bartalotti Otávio, 2019. "Regression Discontinuity and Heteroskedasticity Robust Standard Errors: Evidence from a Fixed-Bandwidth Approximation," Journal of Econometric Methods, De Gruyter, vol. 8(1), pages 1-26, January.
    19. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    20. Baum-Snow, Nathaniel & Ferreira, Fernando, 2015. "Causal Inference in Urban and Regional Economics," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 3-68, Elsevier.

    More about this item

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • F35 - International Economics - - International Finance - - - Foreign Aid
    • H23 - Public Economics - - Taxation, Subsidies, and Revenue - - - Externalities; Redistributive Effects; Environmental Taxes and Subsidies
    • H77 - Public Economics - - State and Local Government; Intergovernmental Relations - - - Intergovernmental Relations; Federalism
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

    Lists

    This item is featured on the following reading lists, Wikipedia, or ReplicationWiki pages:
    1. Absorptive Capacity and the Growth and Investment Effects of Regional Transfers: A Regression Discontinuity Design with Heterogeneous Treatment Effects (American Economic Journal: Economic Policy 2013) in ReplicationWiki

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:aea:aejpol:v:5:y:2013:i:4:p:29-77. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Michael P. Albert (email available below). General contact details of provider: https://edirc.repec.org/data/aeaaaea.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.