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Main Authors: Chetverikov, Denis, Mogstad, Magne, Morgen, Pawel, Romano, Joseph, Shaikh, Azeem, Wilhelm, Daniel
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2401.15205
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author Chetverikov, Denis
Mogstad, Magne
Morgen, Pawel
Romano, Joseph
Shaikh, Azeem
Wilhelm, Daniel
author_facet Chetverikov, Denis
Mogstad, Magne
Morgen, Pawel
Romano, Joseph
Shaikh, Azeem
Wilhelm, Daniel
contents This article introduces the R package csranks for estimation and inference involving ranks. First, we review methods for the construction of confidence sets for ranks, namely marginal and simultaneous confidence sets as well as confidence sets for the identities of the tau-best. Second, we review methods for estimation and inference in regressions involving ranks. Third, we describe the implementation of these methods in csranks and illustrate their usefulness in two examples: one about the quantification of uncertainty in the PISA ranking of countries and one about the measurement of intergenerational mobility using rank-rank regressions.
format Preprint
id arxiv_https___arxiv_org_abs_2401_15205
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle csranks: An R Package for Estimation and Inference Involving Ranks
Chetverikov, Denis
Mogstad, Magne
Morgen, Pawel
Romano, Joseph
Shaikh, Azeem
Wilhelm, Daniel
Econometrics
This article introduces the R package csranks for estimation and inference involving ranks. First, we review methods for the construction of confidence sets for ranks, namely marginal and simultaneous confidence sets as well as confidence sets for the identities of the tau-best. Second, we review methods for estimation and inference in regressions involving ranks. Third, we describe the implementation of these methods in csranks and illustrate their usefulness in two examples: one about the quantification of uncertainty in the PISA ranking of countries and one about the measurement of intergenerational mobility using rank-rank regressions.
title csranks: An R Package for Estimation and Inference Involving Ranks
topic Econometrics
url https://arxiv.org/abs/2401.15205