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

Transfers to individuals, firms, and regions are often regulated by threshold rules, giving rise to a regression discontinuity design. An example are transfers provided by the European Commission to regions of EU member states below a certain income level. Researchers have focused on estimation of the average treatment effect of this program, assuming that it does not vary in a systematic way across units. We suggest a regression discontinuity design which allows for parametric or nonparametric identification of heterogeneous average treatment effects that systematically vary with observable characteristics in order to shed light on the role of absorptive capacity in determining the impact of regional transfers on economic growth across regions in the European Union. The results suggest that only about 47% of the regions, namely those with a sufficiently high endowment with human capital and a high quality of government, are able to turn transfers under the Union's Objective 1 Structural Funds programme into faster growth. Those regions are the ones which are responsible for a positive average effect of the programme.

[1]  Jess Benhabib,et al.  The role of human capital in economic development Evidence from aggregate cross-country data , 1994 .

[2]  Vivian C. Wong,et al.  Analyzing Regression-Discontinuity Designs With Multiple Assignment Variables , 2013 .

[3]  D. Dollar,et al.  Aid, Policies, and Growth , 1997 .

[4]  By Daniel Shoag.  The Impact of Government Spending Shocks: Evidence on the Multiplier from State Pension Plan Returns , 2010 .

[5]  M. Wand,et al.  Multivariate Locally Weighted Least Squares Regression , 1994 .

[6]  G. de Blasio,et al.  A Tale of an Unwanted Outcome: Transfers and Local Endowments of Trust and Cooperation , 2014 .

[7]  Franziska Kugler,et al.  Ökonometrische Methoden zur Evaluierung kausaler Effekte der Wirtschaftspolitik , 2014 .

[8]  H. Bloom.  Modern Regression Discontinuity Analysis , 2012 .

[9]  Bernd Fitzenberger,et al.  The moving blocks bootstrap and robust inference for linear least squares and quantile regressions , 1998 .

[10]  Christina Gathmann,et al.  Spillover Effects in Local Labor Markets: Evidence from Mass Layoffs , 2014 .

[11]  David L. Dollar,et al.  Aid, Policies, and Growth: Revisiting the Evidence , 2004 .

[12]  P. Rosenstein-Rodan.  International aid for underdeveloped countries , 1961 .

[13]  David S. Lee,et al.  Regression Discontinuity Designs in Economics , 2009 .

[14]  Christian Morrisson,et al.  The Century of Education , 2009, Journal of Human Capital.

[15]  Joshua D. Angrist,et al.  Treatment Effect Heterogeneity in Theory and Practice , 2003 .

[16]  Henrik Hansen,et al.  On the Empirics of Foreign Aid and Growth , 2004 .

[17]  G. Pellegrini,et al.  Beyond the SUTVA: how policy evaluations change when we allow for interactions among firms , 2014 .

[18]  Douglas L. Miller,et al.  Does Head Start Improve Children's Life Chances? Evidence from a Regression Discontinuity Design , 2005, SSRN Electronic Journal.

[19]  W. Easterly,et al.  Can Foreign Aid Buy Growth , 2003 .

[20]  C. S. Reichardt,et al.  Regression-discontinuity designs. , 2012 .

[21]  Measuring the Output Responses to Fiscal Policy , 2012 .

[22]  V. Ramey,et al.  Identifying Government Spending Shocks: It&Apos;S All in the Timing , 2009 .

[23]  W. Härdle.  Nonparametric and Semiparametric Models , 2004 .

[24]  P. Egger,et al.  The Impact of Controlled Foreign Company Legislation on Real Investments Abroad: A Two-Dimensional Regression Discontinuity Design , 2011 .

[25]  Florencio Lopez-de-Silanes,et al.  The quality of government , 1999 .

[26]  Daniel Treisman,et al.  The causes of corruption: a cross-national study , 2000 .

[27]  J. Hahn,et al.  IDENTIFICATION AND ESTIMATION OF TREATMENT EFFECTS WITH A REGRESSION-DISCONTINUITY DESIGN , 2001 .

[28]  J. Angrist,et al.  Identification and Estimation of Local Average Treatment Effects , 1995 .

[29]  Lawrence F. Katz,et al.  The Origins of Technology-Skill Complementarity , 1996 .

[30]  Hollis B. Chenery,et al.  Foreign Assistance and Economic Development , 1967 .

[31]  Joshua D. Angrist,et al.  Mostly Harmless Econometrics: An Empiricist's Companion , 2008 .

[32]  D. Weil,et al.  A Contribution to the Empirics of Economic Growth Author ( s ) : , 2008 .

[33]  W. Steven Barnett,et al.  Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects , 2010 .

[34]  J. Angrist,et al.  Extrapolate-Ing: External Validity and Overidentification in the Late Framework , 2010 .

[35]  J. Heckman,et al.  Making the Most out of Programme Evaluations and Social Experiments: Accounting for Heterogeneity in Programme Impacts , 1997 .

[36]  James A. Robinson,et al.  Institutions as a Fundamental Cause of Long-Run Growth , 2005 .

[37]  Stephen J. Redding,et al.  Mapping The Two Faces Of R&D: Productivity Growth In A Panel Of OECD Industries , 2000 .

[38]  P. Guillaumont,et al.  Aid and Growth Revisited: Policy, Economic Vulnerability and Political Instability , 2003 .

[39]  J. Duffy,et al.  Capital-Skill Complementarity? Evidence from a Panel of Countries , 2004, Review of Economics and Statistics.

[40]  Anthony S. Bryk,et al.  Heterogeneity of Variance in Experimental Studies: A Challenge to Conventional Interpretations , 1988 .

[41]  C. Leonard,et al.  Russian Regional Resilience: Finance, Cooperation and Resource Abundance (A Case Study of Khanty-Mansiysk) , 2014 .

[42]  A. Auerbach,et al.  Fiscal Multipliers in Recession and Expansion , 2011 .

[43]  P. Mauro.  Corruption and Growth , 1995 .

[44]  V. Lapuente,et al.  Why Do Some Regions in Europe Have a Higher Quality of Government , 2013 .

[45]  Sascha O. Becker,et al.  Going NUTS: The Effect of EU Structural Funds on Regional Performance , 2008, SSRN Electronic Journal.

[46]  N. Gemmell,et al.  The Timing and Persistence of Fiscal Policy Impacts on Growth: Evidence from OECD Countries , 2011 .

[47]  Sascha O. Becker,et al.  Endogenous product versus process innovation and a firm’s propensity to export , 2007 .

[48]  Uwe Sunde,et al.  Education and Catch-up in the Industrial Revolution † , 2011 .