To Impute or Not to Impute?

There is an increasingly stronger demand for more frequent and accurate poverty estimates, despite the oftentimes unavailable household consumption data. This paper offers a review of alternative imputation methods that have been employed to provide poverty estimates in such contexts. These range from estimates on a nonmonetary basis, estimates for specific project targeting or tracking trends at the national level, to estimates at a more disaggregated level, as well as estimates of poverty dynamics. The paper provides a concise and accessible synthesis, which serves as an introduction to the literature. The focus is on intuition and practical insights that highlight the nuanced differences between the existing methods rather than technical aspects.

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Bibliographic Details
Main Author: Dang, Hai-Anh H.
Format: Working Paper biblioteca
Language:English
Published: World Bank, Washington, DC 2018-04
Subjects:IMPUTATION METHOD, POVERTY ESTIMATE, HOUSEHOLD CONSUMPTION, WEALTH INDEX, SYNTHETIC PANELS, HOUSEHOLD SURVEYS, INCOME DISTRIBUTION, INEQUALITY, POVERTY LINE, POVERTY ASSESSMENT, LIVING STANDARDS,
Online Access:http://documents.worldbank.org/curated/en/448791523466902450/To-impute-or-not-to-impute-a-review-of-alternative-poverty-estimation-methods-in-the-context-of-unavailable-consumption-data
https://hdl.handle.net/10986/29673
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spelling dig-okr-10986296732024-08-09T07:56:37Z To Impute or Not to Impute? A Review of Alternative Poverty Estimation Methods in the Context of Unavailable Consumption Data Dang, Hai-Anh H. IMPUTATION METHOD POVERTY ESTIMATE HOUSEHOLD CONSUMPTION WEALTH INDEX SYNTHETIC PANELS HOUSEHOLD SURVEYS INCOME DISTRIBUTION INEQUALITY POVERTY LINE POVERTY ASSESSMENT LIVING STANDARDS There is an increasingly stronger demand for more frequent and accurate poverty estimates, despite the oftentimes unavailable household consumption data. This paper offers a review of alternative imputation methods that have been employed to provide poverty estimates in such contexts. These range from estimates on a nonmonetary basis, estimates for specific project targeting or tracking trends at the national level, to estimates at a more disaggregated level, as well as estimates of poverty dynamics. The paper provides a concise and accessible synthesis, which serves as an introduction to the literature. The focus is on intuition and practical insights that highlight the nuanced differences between the existing methods rather than technical aspects. 2018-04-12T18:54:22Z 2018-04-12T18:54:22Z 2018-04 Working Paper Document de travail Documento de trabajo http://documents.worldbank.org/curated/en/448791523466902450/To-impute-or-not-to-impute-a-review-of-alternative-poverty-estimation-methods-in-the-context-of-unavailable-consumption-data https://hdl.handle.net/10986/29673 English Policy Research Working Paper;No. 8403 CC BY 3.0 IGO http://creativecommons.org/licenses/by/3.0/igo World Bank application/pdf text/plain World Bank, Washington, DC
institution Banco Mundial
collection DSpace
country Estados Unidos
countrycode US
component Bibliográfico
access En linea
databasecode dig-okr
tag biblioteca
region America del Norte
libraryname Biblioteca del Banco Mundial
language English
topic IMPUTATION METHOD
POVERTY ESTIMATE
HOUSEHOLD CONSUMPTION
WEALTH INDEX
SYNTHETIC PANELS
HOUSEHOLD SURVEYS
INCOME DISTRIBUTION
INEQUALITY
POVERTY LINE
POVERTY ASSESSMENT
LIVING STANDARDS
IMPUTATION METHOD
POVERTY ESTIMATE
HOUSEHOLD CONSUMPTION
WEALTH INDEX
SYNTHETIC PANELS
HOUSEHOLD SURVEYS
INCOME DISTRIBUTION
INEQUALITY
POVERTY LINE
POVERTY ASSESSMENT
LIVING STANDARDS
spellingShingle IMPUTATION METHOD
POVERTY ESTIMATE
HOUSEHOLD CONSUMPTION
WEALTH INDEX
SYNTHETIC PANELS
HOUSEHOLD SURVEYS
INCOME DISTRIBUTION
INEQUALITY
POVERTY LINE
POVERTY ASSESSMENT
LIVING STANDARDS
IMPUTATION METHOD
POVERTY ESTIMATE
HOUSEHOLD CONSUMPTION
WEALTH INDEX
SYNTHETIC PANELS
HOUSEHOLD SURVEYS
INCOME DISTRIBUTION
INEQUALITY
POVERTY LINE
POVERTY ASSESSMENT
LIVING STANDARDS
Dang, Hai-Anh H.
To Impute or Not to Impute?
description There is an increasingly stronger demand for more frequent and accurate poverty estimates, despite the oftentimes unavailable household consumption data. This paper offers a review of alternative imputation methods that have been employed to provide poverty estimates in such contexts. These range from estimates on a nonmonetary basis, estimates for specific project targeting or tracking trends at the national level, to estimates at a more disaggregated level, as well as estimates of poverty dynamics. The paper provides a concise and accessible synthesis, which serves as an introduction to the literature. The focus is on intuition and practical insights that highlight the nuanced differences between the existing methods rather than technical aspects.
format Working Paper
topic_facet IMPUTATION METHOD
POVERTY ESTIMATE
HOUSEHOLD CONSUMPTION
WEALTH INDEX
SYNTHETIC PANELS
HOUSEHOLD SURVEYS
INCOME DISTRIBUTION
INEQUALITY
POVERTY LINE
POVERTY ASSESSMENT
LIVING STANDARDS
author Dang, Hai-Anh H.
author_facet Dang, Hai-Anh H.
author_sort Dang, Hai-Anh H.
title To Impute or Not to Impute?
title_short To Impute or Not to Impute?
title_full To Impute or Not to Impute?
title_fullStr To Impute or Not to Impute?
title_full_unstemmed To Impute or Not to Impute?
title_sort to impute or not to impute?
publisher World Bank, Washington, DC
publishDate 2018-04
url http://documents.worldbank.org/curated/en/448791523466902450/To-impute-or-not-to-impute-a-review-of-alternative-poverty-estimation-methods-in-the-context-of-unavailable-consumption-data
https://hdl.handle.net/10986/29673
work_keys_str_mv AT danghaianhh toimputeornottoimpute
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