Knowledge of causal effects is of great importance to decision makers in a wide variety of settings. In many cases, however, these causal effects are not known to the decision makers and need to be estimated from data. This fundamental problem has been known and studied for many years in many disciplines. In the past thirty years, however, the amount of empirical as well as methodological research in this area has increased dramatically, and so has its scope. It has become more interdisciplinary, and the focus has been more specifically on methods for credibly estimating causal effects in a wide range of both experimental and observational settings. This work has greatly impacted empirical work in the social and biomedical sciences. In this article, I review some of this work and discuss open questions.
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Univ Colorado Boulder, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USA
Univ Colorado Boulder, Dept Geog, Boulder, CO 80309 USAUniv Colorado Boulder, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USA
Siegel, Katherine
Dee, Laura E.
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Univ Colorado Boulder, Dept Ecol & Evolutionary Biol, Boulder, CO USAUniv Colorado Boulder, Cooperat Inst Res Environm Sci, Boulder, CO 80309 USA
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Kaiser Permanente Div Res, Oakland, CA USA
San Fransisco, San Francisco, CA USAJohns Hopkins Bloomberg Sch Publ Hlth, Dept Biostat, Baltimore, MD 21205 USA
Sofrygin, Oleg
Diaz, Ivan
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Weill Cornell Med, Div Biostat & Epidemiol, New York, NY USA
NYU Grossman Sch Med, Dept Populat Hlth, New York, NY USAJohns Hopkins Bloomberg Sch Publ Hlth, Dept Biostat, Baltimore, MD 21205 USA
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Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco 550 16th St, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Epidemiol & Biostat, San Francisco 550 16th St, San Francisco, CA 94158 USA
Glymour, M. Maria
Rudolph, Kara E.
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Univ Calif San Francisco, Ctr Hlth & Community, San Francisco, CA 94143 USA
Univ Calif Berkeley, Sch Publ Hlth, Berkeley, CA 94720 USAUniv Calif San Francisco, Dept Epidemiol & Biostat, San Francisco 550 16th St, San Francisco, CA 94158 USA