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Part 1: Document Description
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Citation |
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Title: |
Replication Data for: "Estimating the Local Average Treatment Effect Without the Exclusion Restriction" |
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Identification Number: |
doi:10.7910/DVN/Y6JJ0A |
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Distributor: |
Harvard Dataverse |
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Date of Distribution: |
2025-03-11 |
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Version: |
1 |
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Bibliographic Citation: |
Markovich, Zachary, 2025, "Replication Data for: "Estimating the Local Average Treatment Effect Without the Exclusion Restriction"", https://doi.org/10.7910/DVN/Y6JJ0A, Harvard Dataverse, V1 |
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Citation |
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Title: |
Replication Data for: "Estimating the Local Average Treatment Effect Without the Exclusion Restriction" |
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Identification Number: |
doi:10.7910/DVN/Y6JJ0A |
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Authoring Entity: |
Markovich, Zachary (Massachusetts Institute of Technology) |
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Producer: |
<i>Political Analysis</i> |
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Distributor: |
Harvard Dataverse |
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Access Authority: |
Markovich, Zachary |
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Depositor: |
Markovich, Zachary |
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Date of Deposit: |
2024-01-03 |
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Holdings Information: |
https://doi.org/10.7910/DVN/Y6JJ0A |
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Study Scope |
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Keywords: |
Social Sciences |
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Abstract: |
Existing approaches to conducting inference about the Local Average Treatment Effect or LATE require assumptions that are considered tenuous in many applied settings. In particular, Instrumental Variable techniques require monotonicity and the exclusion restriction while principal score methods rest on some form of the principal ignorability assumption. This paper provides new results showing that an estimator within the class of principal score methods allows conservative inference about the LATE without invoking such assumptions. I term this estimator the Compliance Probability Weighting (CPW) estimator and show that, under very mild assumptions, it provides an asymptotically conservative estimator for the LATE. I apply this estimator to a recent survey experiment and provide evidence of a stronger effect for the subset of compliers than the original authors had uncovered. Note: Code replicates the results in the manuscript to approximation error |
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Methodology and Processing |
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Sources Statement |
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Data Access |
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Other Study Description Materials |
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Related Publications |
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Citation |
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Title: |
Forthcoming, Political Analysis |
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Bibliographic Citation: |
Forthcoming, Political Analysis |
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Label: |
PA Replication Packet.zip |
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Notes: |
application/zip |