1. Weak Instruments in Growth Regressions : Implications for Recent Cross-Country Evidence on Inequality and Growth
- Author
-
Kraay, Aart
- Subjects
POINT ESTIMATE ,CROSS‐ COUNTRY ,GROWTH RATES ,POINT ESTIMATES ,ECONOMIC GROWTH ,LONG‐RUN ,LAGGED INEQUALITY ,INEQUALITY MEASURES ,LAGGED CHANGES ,DEPENDENT VARIABLE ,POLICY MAKERS ,ERROR TERM ,COUNTRY‐SPECIFIC ,CROSS‐COUNTRY DATA ,INCOME ,MACROECONOMICS ,ERROR TERMS ,DATA SET ,EXPLANATORY VARIABLES ,DYNAMIC PANEL ,GROWTH REGRESSIONS ,NEGATIVE GROWTH ,COUNTRY REGRESSIONS ,ABSOLUTE VALUE ,PER CAPITA INCOME ,DEVELOPMENT RESEARCH ,GROWTH ,SIGNIFICANT EFFECT ,GINI COEFFICIENT ,NEGATIVE RELATIONSHIP ,CROSS‐COUNTRY EVIDENCE ,EXPLANATORY POWER ,POLICY DISCUSSIONS ,DEVELOPMENT ECONOMICS ,ESTIMATED COEFFICIENT ,ECONOMIC INEQUALITY ,ECONOMICS LETTERS ,SIGNIFICANCE LEVEL ,SIGNIFICANT NEGATIVE ,TRANSFERS ,GROWTH EMPIRICS ,EMPIRICAL STUDIES ,INEQUALITY VARIABLES ,INCOME INEQUALITY ,POSITIVE RELATIONSHIP ,CONSUMPTION ,INSTRUMENTS ,DEVELOPMENT POLICY ,LOG INCOME ,GROWTH LITERATURE ,POLICY IMPLICATIONS ,INCOME COEFFICIENT ,ECONOMIC STUDIES ,POLITICAL ECONOMY CHANNEL ,ANNUAL GROWTH ,INEQUALITY ,POLICY CIRCLES ,EMPIRICAL EVIDENCE ,ECONOMIC DEVELOPMENT ,CROSS‐COUNTRY ,LAGGED LEVELS ,PRODUCT ,ECONOMIC REVIEW ,PANEL DATA SETS ,GDP ,GROWTH SPECIFICATION ,GROSS INCOME ,ESTIMATED COEFFICIENTS ,ENDOGENOUS VARIABLES ,POLITICAL ECONOMY ,INCOME DISTRIBUTION ,INCOME SHARES ,LAGGED VALUES ,STANDARD DEVIATION ,ECONOMETRICS ,POLICIES ,REGRESSION SAMPLE ,GROWTH EFFECT ,POSITIVE EFFECT ,LAGGED GROWTH ,EMPIRICAL GROWTH LITERATURE ,DATA SETS ,ECONOMETRIC MODELS ,HUMAN CAPITAL ,INCREASE GROWTH ,EMPIRICAL LITERATURE ,NEGATIVE IMPACT ,POLICY RESEARCH ,DEVELOPING COUNTRIES ,EMPIRICAL RESULTS ,AVERAGE ANNUAL ,GROWTH REGRESSION ,SENSITIVITY ANALYSIS ,COUNTRY DATA ,SIGNIFICANT RELATIONSHIP ,NEGATIVE EFFECT ,REDISTRIBUTIVE POLICIES ,ECONOMICS ,EMPLOYMENT EQUATIONS ,INEQUALITY DATA ,PUBLIC GOODS ,CAPITA INCOME ,REDISTRIBUTIVE EFFECTS ,INEQUALITY MEASURE ,CROSS‐ COUNTRY DATA ,ECONOMIC RESEARCH ,POSITIVE GROWTH - Abstract
This paper revisits four recent cross-country empirical studies on the effects of inequality on growth. All four studies report strongly significant negative effects, using the popular system generalized method of moments estimator that is frequently used in cross-country growth empirics. This paper shows that the internal instruments relied on by this estimator in these inequality-and-growth regressions are weak, and that weak instrument-consistent confidence sets for the effect of inequality on growth include a wide range of positive and negative values. This suggests that strong conclusions about the effect of inequality on growth— in either direction—cannot be drawn from these studies. This paper also systematically explores a wide range of alternative sets of internal instruments, and finds that problems of weak instruments are pervasive across these alternatives. More generally, the paper illustrates the importance of documenting instrument strength, basing inferences on procedures that are robust to weak instruments, and considering alternative instrument sets when using the system generalized method of moments estimator for cross-country growth empirics.
- Published
- 2015