Arbeitspapier

Euler Equation Estimation on Micro Data

First order conditions from the dynamic optimization problems of consumers and firms are important tools in empirical macroeconomics. When estimated on micro-data these equations are typically linearized so standard IV or GMM methods can be employed to deal with the measurement error that is endemic to survey data. However, it has recently been argued that the approximation bias induced by linearization may be worse than the problems that linearization is intended to solve. This paper explores this issue in the context of consumption Euler equations. These equations form the basis of estimates of key macroeconomic parameters: the elasticity of inter-temporal substitution (EIS) and relative prudence. We numerically solve and simulate 6 different life-cycle models, and then use the simulated data as the basis for a series of Monte Carlo experiments in which we consider the validity and relevance of conventional instruments, the consequences of different data sampling schemes, and the effectiveness of alternative estimation strategies. The first-order Euler equation leads to biased estimates of the EIS, but that bias is perhaps not too large when there is a sufficient time dimension to the data, and sufficient variation in interest rates. A sufficient time dimension can only realistically be achieved with a synthetic cohort. Estimates are unlikely to be very precise. Bias will be worse the more impatient agents are. The second order Euler equation suffers from a weak instrument problem and offers no advantage over the first-order approximation.

Language
Englisch

Bibliographic citation
Series: Working Paper ; No. 1221

Classification
Wirtschaft
Macroeconomics: Consumption; Saving; Wealth
Single Equation Models; Single Variables: General
Subject
Euler Equations
Measurement Error
Instrumental Variables
GMM
Variationsrechnung
Statistischer Fehler
IV-Schätzung
Momentenmethode

Event
Geistige Schöpfung
(who)
Alan, Sule
Atalay, Kadir
Crossley, Thomas F.
Event
Veröffentlichung
(who)
Koç University-TÜSİAD Economic Research Forum (ERF)
(where)
Istanbul
(when)
2012

Handle
Last update
10.03.2025, 11:42 AM CET

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Object type

  • Arbeitspapier

Associated

  • Alan, Sule
  • Atalay, Kadir
  • Crossley, Thomas F.
  • Koç University-TÜSİAD Economic Research Forum (ERF)

Time of origin

  • 2012

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