Instrumental variables and the search for identification from supply and demand to natural experiments

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...

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Hauptverfasser: Angrist, Joshua D. 1960- (VerfasserIn), Krueger, Alan B. 1960-2019 (VerfasserIn)
Format: Buch
Sprache:English
Veröffentlicht: Cambridge, Mass. NBER 2001
Schriftenreihe:Working paper series / National Bureau of Economic Research 8456
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520 |a 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. 
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Datensatz im Suchindex

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spelling Angrist, Joshua D. 1960- Verfasser (DE-588)124748430 aut
Instrumental variables and the search for identification from supply and demand to natural experiments Joshua D. Angrist ; Alan B. Krueger
Cambridge, Mass. NBER 2001
29 S. graph. Darst. 22 cm
txt rdacontent
n rdamedia
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Working paper series / National Bureau of Economic Research 8456
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.
Krueger, Alan B. 1960-2019 Verfasser (DE-588)124526535 aut
Erscheint auch als Online-Ausgabe
National Bureau of Economic Research <Cambridge, Mass.> NBER working paper series 8456 (DE-604)BV002801238 8456
http://papers.nber.org/papers/w8456.pdf kostenfrei Volltext
spellingShingle Angrist, Joshua D. 1960-
Krueger, Alan B. 1960-2019
Instrumental variables and the search for identification from supply and demand to natural experiments
title Instrumental variables and the search for identification from supply and demand to natural experiments
title_auth Instrumental variables and the search for identification from supply and demand to natural experiments
title_exact_search Instrumental variables and the search for identification from supply and demand to natural experiments
title_full Instrumental variables and the search for identification from supply and demand to natural experiments Joshua D. Angrist ; Alan B. Krueger
title_fullStr Instrumental variables and the search for identification from supply and demand to natural experiments Joshua D. Angrist ; Alan B. Krueger
title_full_unstemmed Instrumental variables and the search for identification from supply and demand to natural experiments Joshua D. Angrist ; Alan B. Krueger
title_short Instrumental variables and the search for identification
title_sort instrumental variables and the search for identification from supply and demand to natural experiments
title_sub from supply and demand to natural experiments
url http://papers.nber.org/papers/w8456.pdf
volume_link (DE-604)BV002801238
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