The Economic Journal · 2023 · 28 citations · 25 references
Social SciencesEconomicsCausal InferenceEconometricsTime Series AnalysisCausal Effect EstimationConflict CausesInstrumental VariablesPanel Data AnalysisPanel Data MethodsInstrumental Variables EstimationInstrumental Variables RegressionPanel Data Causal InferencePanel Data EstimationPanel Instrumental VariablesPanel Regression ModelsSpurious CorrelationSpurious Regression
Abstract The long-recognised spurious regression problem can lead to mistaken inference in panel instrumental variable estimation. Spurious correlations arising from correlated cycles in finite time horizons can make irrelevant instruments appear strong with signable consequences for estimated instrumental variable coefficients, or interfere with valid inference of causal effects from instrumental variable coefficients estimated using relevant instruments. The inclusion of time fixed effects in interacted specifications does not always resolve these problems. We demonstrate these concerns by revisiting recent studies of the causal origins of conflict. We offer diagnostic and corrective recommendations for avoiding the pitfalls arising from time series exhibiting persistence.
25
Biases in Dynamic Models with Fixed Effects
Stephen Nickell · Econometrica · 1981 · 8.6K citations
Spurious regressions in econometrics
Clive W. J. Granger, Paul Newbold · Journal of Econometrics · 1974 · 6.2K citations
Applied econometric time series
Walter Enders · Journal of Macroeconomics · 1995 · 4.4K citations
Business, Economics, Econometrics +11