TY - JOUR AU - Angrist,Joshua AU - Krueger,Alan B. TI - Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments JF - National Bureau of Economic Research Working Paper Series VL - No. 8456 PY - 2001 Y2 - September 2001 UR - http://www.nber.org/papers/w8456 L1 - http://www.nber.org/papers/w8456.pdf N1 - Author contact info: Joshua Angrist Department of Economics MIT, E52-353 50 Memorial Drive Cambridge, MA 02142-1347 Tel: 617/253-8909 Fax: 617/253-1330 E-Mail: angrist@mit.edu Alan B. Krueger Industrial Relations Section Firestone Library Princeton University Princeton, NJ 08544 Tel: 609/258-4046 Fax: 609/258-2907 E-Mail: akrueger@princeton.edu AB - The method of instrumental variables was first used in the 1920s to estimate supply and demand elasticities, and later used to correct for measurement error in single-equation models. Recently, instrumental variables have been widely used to reduce bias from omitted variables in estimates of causal relationships such as the effect of schooling on earnings. Intuitively, instrumental variables methods use only a portion of the variability in key variables to estimate the relationships of interest; if the instruments are valid, that portion is unrelated to the omitted variables. We discuss the mechanics of instrumental variables, and the qualities that make for a good instrument, devoting particular attention to instruments that are derived from 'natural experiments.' A key feature of the natural experiments approach is the transparency and refutability of identifying assumptions. We also discuss the use of instrumental variables in randomized experiments. ER -