Instrumental Variables Regressions With Honestly Uncertain Exclusion Restrictions:
The validity of instrumental variables (IV) regression models depends crucially on fundamentally untestable exclusion restrictions. Typically exclusion restrictions are assumed to hold exactly in the relevant population, yet in many empirical applications there are reasonable prior grounds to doubt...
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1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Washington, D.C
The World Bank
2008
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Schlagworte: | |
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Zusammenfassung: | The validity of instrumental variables (IV) regression models depends crucially on fundamentally untestable exclusion restrictions. Typically exclusion restrictions are assumed to hold exactly in the relevant population, yet in many empirical applications there are reasonable prior grounds to doubt their literal truth. In this paper I show how to incorporate prior uncertainty about the validity of the exclusion restriction into linear IV models, and explore the consequences for inference. In particular I provide a mapping from prior uncertainty about the exclusion restriction into increased uncertainty about parameters of interest. Moderate prior uncertainty about exclusion restrictions can lead to a substantial loss of precision in estimates of structural parameters. This loss of precision is relatively more important in situations where IV estimates appear to be more precise, for example in larger samples or with stronger instruments. The author illustrates these points using several prominent recent empirical papers that use linear IV models |
Beschreibung: | 1 Online-Ressource (1 online resource (42 p.)) |
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520 | 1 | |a The validity of instrumental variables (IV) regression models depends crucially on fundamentally untestable exclusion restrictions. Typically exclusion restrictions are assumed to hold exactly in the relevant population, yet in many empirical applications there are reasonable prior grounds to doubt their literal truth. In this paper I show how to incorporate prior uncertainty about the validity of the exclusion restriction into linear IV models, and explore the consequences for inference. In particular I provide a mapping from prior uncertainty about the exclusion restriction into increased uncertainty about parameters of interest. Moderate prior uncertainty about exclusion restrictions can lead to a substantial loss of precision in estimates of structural parameters. This loss of precision is relatively more important in situations where IV estimates appear to be more precise, for example in larger samples or with stronger instruments. The author illustrates these points using several prominent recent empirical papers that use linear IV models | |
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Datensatz im Suchindex
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author | Kraay, Aart |
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id | DE-604.BV040619236 |
illustrated | Not Illustrated |
indexdate | 2024-08-27T04:19:23Z |
institution | BVB |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-025446735 |
oclc_num | 837054307 |
open_access_boolean | |
owner | DE-12 DE-1102 DE-1051 DE-521 DE-863 DE-BY-FWS DE-862 DE-BY-FWS DE-522 DE-858 DE-573 DE-860 DE-1046 DE-1047 DE-Aug4 DE-2070s DE-M347 DE-1049 DE-898 DE-BY-UBR DE-128 DE-M352 DE-70 DE-92 DE-150 DE-155 DE-BY-UBR DE-22 DE-BY-UBG DE-91 DE-BY-TUM DE-384 DE-473 DE-BY-UBG DE-19 DE-BY-UBM DE-739 DE-20 DE-703 DE-706 DE-355 DE-BY-UBR DE-29 DE-859 DE-Re13 DE-BY-UBR DE-523 |
owner_facet | DE-12 DE-1102 DE-1051 DE-521 DE-863 DE-BY-FWS DE-862 DE-BY-FWS DE-522 DE-858 DE-573 DE-860 DE-1046 DE-1047 DE-Aug4 DE-2070s DE-M347 DE-1049 DE-898 DE-BY-UBR DE-128 DE-M352 DE-70 DE-92 DE-150 DE-155 DE-BY-UBR DE-22 DE-BY-UBG DE-91 DE-BY-TUM DE-384 DE-473 DE-BY-UBG DE-19 DE-BY-UBM DE-739 DE-20 DE-703 DE-706 DE-355 DE-BY-UBR DE-29 DE-859 DE-Re13 DE-BY-UBR DE-523 |
physical | 1 Online-Ressource (1 online resource (42 p.)) |
psigel | ZDB-1-WBA |
publishDate | 2008 |
publishDateSearch | 2008 |
publishDateSort | 2008 |
publisher | The World Bank |
record_format | marc |
spellingShingle | Kraay, Aart Instrumental Variables Regressions With Honestly Uncertain Exclusion Restrictions |
title | Instrumental Variables Regressions With Honestly Uncertain Exclusion Restrictions |
title_auth | Instrumental Variables Regressions With Honestly Uncertain Exclusion Restrictions |
title_exact_search | Instrumental Variables Regressions With Honestly Uncertain Exclusion Restrictions |
title_full | Instrumental Variables Regressions With Honestly Uncertain Exclusion Restrictions Kraay, Aart |
title_fullStr | Instrumental Variables Regressions With Honestly Uncertain Exclusion Restrictions Kraay, Aart |
title_full_unstemmed | Instrumental Variables Regressions With Honestly Uncertain Exclusion Restrictions Kraay, Aart |
title_short | Instrumental Variables Regressions With Honestly Uncertain Exclusion Restrictions |
title_sort | instrumental variables regressions with honestly uncertain exclusion restrictions |
url | http://elibrary.worldbank.org/content/workingpaper/10.1596/1813-9450-4632 |
work_keys_str_mv | AT kraayaart instrumentalvariablesregressionswithhonestlyuncertainexclusionrestrictions |