Jointness of Growth Determinants

This paper introduces a new measure of dependence or jointness among explanatory variables. Jointness is based on the joint posterior distribution of variables over the model space, thereby taking model uncertainty into account. By looking beyond marginal measures of variable importance, jointness reveals generally unknown forms of dependence. Positive jointness implies that regressors are complements, representing distinct, but mutually reinforcing effects. Negative jointness implies that explanatory variables are substitutes and capture similar underlying effects. In a cross-country dataset we show that jointness among 67 determinants of growth is important, affecting inference and informing economic policy.

[1]  Aleksander Berentsen,et al.  Monetary Policy in a Channel System , 2008, SSRN Electronic Journal.

[2]  P. Poutvaara,et al.  Smoking and Social Interaction , 2007, Journal of health economics.

[3]  Stefan Krasa,et al.  Majority-Efficiency and Competition-Efficiency in a Binary Policy Model , 2007, SSRN Electronic Journal.

[4]  Volker Grossmann,et al.  Anti-Competitive Conduct, In-House R&D, and Growth , 2007, SSRN Electronic Journal.

[5]  Thomas Eichner,et al.  Efficient CO2 Emissions Control with National Emissions Taxes and International Emissions Trading , 2007 .

[6]  S. Bhattacharya,et al.  Gains and Losses of India-China Trade Cooperation - A Gravity Model Impact Analysis , 2007, SSRN Electronic Journal.

[7]  S. Carson,et al.  Health During Industrialization: Evidence from the 19th Century Pennsylvania State Prison System , 2007, SSRN Electronic Journal.

[8]  Andreas Haufler,et al.  Competition for Firms in an Oligopolistic Industry: Do Firms or Countries Have to Pay? , 2007, SSRN Electronic Journal.

[9]  Frederick van der Ploeg,et al.  Prudent Budgetary Policy: Political Economy of Precautionary Taxation , 2007 .

[10]  Per Pettersson-Lidbom,et al.  Behavior Under Social Pressure: Empty Italian Stadiums and Referee Bias , 2007 .

[11]  Balázs Égert,et al.  Dutch Disease Scare in Kazakhstan: Is it real? , 2007, SSRN Electronic Journal.

[12]  Federico Revelli,et al.  FDI determination and corporate tax competition in a volatile world , 2007 .

[13]  Rainald Borck,et al.  Commuting Subsidies With Two Transport Modes , 2007, SSRN Electronic Journal.

[14]  Marcelo Olarreaga,et al.  Substitutability and Protectionism: Latin America's Trade Policy and Imports from China and India , 2007, SSRN Electronic Journal.

[15]  Christian Gollier,et al.  Intergenerational Risk-Sharing and Risk-Taking of a Pension Fund , 2007, SSRN Electronic Journal.

[16]  Gerhard Illing,et al.  Financial Stability and Monetary Policy - A Framework , 2007, SSRN Electronic Journal.

[17]  Paul De Grauwe,et al.  Modeling Optimism and Pessimism in the Foreign Exchange Market , 2007 .

[18]  David Pérez-Castrillo,et al.  Optimal monitoring to implement clean technologies when pollution is random , 2007 .

[19]  E. Janeba,et al.  Exports, Unemployment, and the Welfare State , 2007 .

[20]  Panu Poutvaara,et al.  Unemployment and Gang Crime: Could Prosperity Backfire? , 2007, SSRN Electronic Journal.

[21]  G. Wamser,et al.  Intercompany Loans and Profit Shifting - Evidence from Company-Level Data , 2007 .

[22]  S. Carson,et al.  African-American and White Inequality in the American South: Evidence from the 19th Century Missouri State Prison , 2007 .

[23]  Byeongchan Seong,et al.  Cointegration Analysis with Mixed-Frequency Data , 2007, SSRN Electronic Journal.

[24]  Gebhard Flaig,et al.  Does the Euro-Zone Diverge? A Stress Indicator for Analyzing Trends and Cycles in Real GDP and Inflation , 2007, SSRN Electronic Journal.

[25]  Mattias Ganslandt,et al.  Wholesale Price Discrimination and Parallel Imports , 2007, SSRN Electronic Journal.

[26]  Matthias Müller,et al.  Push or Pull? An Empirical Analysis of the Demand for Individual Project Grants from the Swiss National Science Foundation , 2007, SSRN Electronic Journal.

[27]  Lars P. Feld,et al.  Are Fiscal Adjustments Less Successful in Decentralized Governments? , 2007, SSRN Electronic Journal.

[28]  Michael Smart,et al.  Do Fiscal Transfers Alleviate Business Tax Competition? Evidence from Germany , 2007 .

[29]  M. Smart,et al.  In Praise of Tax Havens: International Tax Planning and Foreign Direct Investment , 2007, SSRN Electronic Journal.

[30]  Marc-Andreas Muendler,et al.  Labor Reallocation in Response to Trade Reform , 2007, SSRN Electronic Journal.

[31]  Luis A. Gil-Alana,et al.  A multivariate long-memory model with structural breaks , 2007, SSRN Electronic Journal.

[32]  Michael Funke,et al.  Environmental policy under model uncertainty: a robust optimal control approach , 2007, SSRN Electronic Journal.

[33]  Yin-Wong Cheung,et al.  Does the Chinese Interest Rate Follow the US Interest Rate? , 2007, SSRN Electronic Journal.

[34]  Mirjam van Praag,et al.  The Benefits of Being Economics Professor A (and not Z) , 2007 .

[35]  Michela Redoano,et al.  Fiscal Interactions Among European Countries: Does the EU Matter? , 2007, SSRN Electronic Journal.

[36]  A. Dreher,et al.  Does Terror Threaten Human Rights? Evidence from Panel Data , 2007, SSRN Electronic Journal.

[37]  Mattias Polborn Competing for Recognition through Public Good Provision , 2007, SSRN Electronic Journal.

[38]  Nicolas Treich,et al.  Statistical vs. identified lives in benefit-cost analysis , 2007, SSRN Electronic Journal.

[39]  Wilhelm Kohler,et al.  The Bazaar Effect, Unbundling of Comparative Advantage, and Migration , 2007, SSRN Electronic Journal.

[40]  Thomas Moutos,et al.  Human Capital and the Feldstein-Horioka Puzzle , 2007, SSRN Electronic Journal.

[41]  Wolfgang Ochel,et al.  The Free Movement of Inactive Citizens in the EU - A Challenge for the European Welfare State? , 2007, SSRN Electronic Journal.

[42]  Thomas Strobel,et al.  The Ifo Industry Growth Accounting Database , 2007, SSRN Electronic Journal.

[43]  P. McNelis,et al.  The Money-Age Distribution: Empirical Facts and Limited Monetary Models , 2007, SSRN Electronic Journal.

[44]  Michel André Maréchal,et al.  Framing Effects in Political Decision Making: Evidence from a Natural Voting Experiment , 2007, SSRN Electronic Journal.

[45]  Hans Jarle Kind,et al.  Price-Dependent Profit Sharing as an Escape from the Bertrand Paradox , 2007 .

[46]  Huntley Schaller,et al.  Fundamentals, Misvaluation, and Investment: The Real Story , 2007 .

[47]  K. Staehr,et al.  Fiscal Policies and Business Cycles in an Enlarged Euro Area , 2007, SSRN Electronic Journal.

[48]  U. Woitek,et al.  To React or Not? Fiscal Policy, Volatility and Welfare in the EU-3 , 2007, SSRN Electronic Journal.

[49]  F. Schneider,et al.  Shadow Economy, Tax Morale, Governance and Institutional Quality: A Panel Analysis , 2007, SSRN Electronic Journal.

[50]  Lars P. Feld,et al.  Tax Morale After the Reunification of Germany: Results from a Quasi-Natural Experiment , 2007, SSRN Electronic Journal.

[51]  Ian Babetskii Aggregate Wage Flexibility in Selected New EU Member States , 2007, SSRN Electronic Journal.

[52]  F. Joutz,et al.  What Explains Germany's Rebounding Export Market Share? , 2007, SSRN Electronic Journal.

[53]  M. Pesaran,et al.  On Econometric Analysis of Structural Systems with Permanent and Transitory Shocks and Exogenous Variables , 2007, SSRN Electronic Journal.

[54]  V. Grossmann,et al.  Growth, Development, and Technological Change , 2007, SSRN Electronic Journal.

[55]  Michele Bernasconi,et al.  Redistribution or Education? The Political Economy of the Social Race , 2007, SSRN Electronic Journal.

[56]  Balázs Égert,et al.  Real Exchange Rates in Small Open OECD and Transition Economies: Comparing Apples with Oranges? , 2006, SSRN Electronic Journal.

[57]  A. P. Dawid,et al.  Bayesian Model Averaging and Model Search Strategies , 2007 .

[58]  B. V. Praag,et al.  Perspectives from the Happiness Literature and the Role of New Instruments for Policy Analysis , 2007 .

[59]  Tony O’Hagan Bayes factors , 2006 .

[60]  M. Steel,et al.  Jointness in Bayesian Variable Selection with Applications to Growth Regression , 2006 .

[61]  Astrid Hopfensitz,et al.  Dynamic Choice, Independence and Emotions , 2006 .

[62]  B. M. Pötscher,et al.  MODEL SELECTION AND INFERENCE: FACTS AND FICTION , 2005, Econometric Theory.

[63]  S. Godsill,et al.  Assessing the Impact of Private Sector Balance Sheets Effects on Financial Crises: a comparison of Bayesian and information-theoretic measures of model uncertainty , 2004 .

[64]  Michela Redoano,et al.  Does Centralization Affect the Number and Size of Lobbies? , 2007 .

[65]  N. Hjort,et al.  Frequentist Model Average Estimators , 2003 .

[66]  David R. Anderson,et al.  Model selection and multimodel inference : a practical information-theoretic approach , 2003 .

[67]  Giampiero M. Gallo,et al.  "A flexible Tool for Model Building: the Relevant Transformation of the Inputs Network Approach" (RETINA)". , 2003 .

[68]  W. Brock,et al.  Growth empirics and reality , 2001 .

[69]  Herbert K. H. Lee,et al.  Model Selection for Neural Network Classification , 2001, J. Classif..

[70]  J. Sachs,et al.  The economic burden of malaria. , 2001, The American journal of tropical medicine and hygiene.

[71]  Siddhartha Chib,et al.  MARKOV CHAIN MONTE CARLO METHODS: COMPUTATION AND INFERENCE , 2001 .

[72]  M. Steel,et al.  Benchmark Priors for Bayesian Model Averaging , 2001 .

[73]  Edward I. George Dilution Priors for Model Uncertainty , 2001 .

[74]  Edward I. George,et al.  The Practical Implementation of Bayesian Model Selection , 2001 .

[75]  James A. Robinson,et al.  The Colonial Origins of Comparative Development: An Empirical Investigation , 2000 .

[76]  X. Sala-i-Martin,et al.  Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (Bace) Approach , 2000 .

[77]  Wasserman,et al.  Bayesian Model Selection and Model Averaging. , 2000, Journal of mathematical psychology.

[78]  M. Steel,et al.  Model uncertainty in cross-country growth regressions , 2001 .

[79]  David F. Hendry,et al.  Computer Automation of General-to-Specific Model Selection Procedures , 2001 .

[80]  Neil R. Ericsson,et al.  Constructive Data Mining: Modeling Consumers' Expenditure in Venezuela , 1999 .

[81]  Adrian E. Raftery,et al.  Bayesian model averaging: a tutorial (with comments by M. Clyde, David Draper and E. I. George, and a rejoinder by the authors , 1999 .

[82]  Steven N. Durlauf,et al.  Chapter 4 The new empirics of economic growth , 1999 .

[83]  Danny Quah,et al.  The New Empirics of Economic Growth , 1998 .

[84]  Kevin D. Hoover,et al.  Data mining reconsidered: encompassing and the general-to-specific approach to specification search , 1997 .

[85]  M. Clyde,et al.  Prediction via Orthogonalized Model Mixing , 1996 .

[86]  H. Chipman Bayesian variable selection with related predictors , 1995, bayes-an/9510001.

[87]  L. Wasserman,et al.  A Reference Bayesian Test for Nested Hypotheses and its Relationship to the Schwarz Criterion , 1995 .

[88]  Clive W. J. Granger,et al.  Comments on testing economic theories and the use of model selection criteria , 1995 .

[89]  A. Raftery Bayesian Model Selection in Social Research , 1995 .

[90]  J. Geweke,et al.  Bayesian Treatment of the Independent Student- t Linear Model , 1993 .

[91]  E. George,et al.  Journal of the American Statistical Association is currently published by American Statistical Association. , 2007 .

[92]  R. Carter Hill,et al.  Learning SAS : a computer handbook for econometrics : a guide to programming for Griffiths/Hill/Judge, Learning and practicing econometrics, and Judge/Hill/Lütkepohl/Lee, Introduction to the theory and practice of econometrics, Second edition , 1993 .

[93]  B. M. Pötscher Effects of Model Selection on Inference , 1991, Econometric Theory.

[94]  T. J. Mitchell,et al.  Bayesian Variable Selection in Linear Regression , 1988 .

[95]  Peter Schmidt,et al.  The Theory and Practice of Econometrics , 1985 .

[96]  Stephen J. Brown,et al.  Model Selection When There Is "Minimal" Prior Information , 1984 .

[97]  Edward Leamer Model choice and specification analysis , 1983 .

[98]  Tsoung-Chao Lee,et al.  The Theory and Practice of Econometrics , 1981 .

[99]  David F. Hendry,et al.  Econometrics-Alchemy or Science? , 1980 .

[100]  Edward E. Leamer,et al.  Specification Searches: Ad Hoc Inference with Nonexperimental Data , 1980 .

[101]  G. Schwarz Estimating the Dimension of a Model , 1978 .

[102]  Edward Leamer Multicollinearity: A Bayesian Interpretation , 1973 .

[103]  H. Akaike,et al.  Information Theory and an Extension of the Maximum Likelihood Principle , 1973 .

[104]  E. Lehmann Some Concepts of Dependence , 1966 .

[105]  H. Jeffreys The Theory of Probability , 1896 .