Loading…
The impact of diabetes on labour market outcomes in Mexico: A panel data and biomarker analysis
Recent evidence for Mexico suggests important differences in health status between people with diagnosed and undiagnosed diabetes. However, there is at best scarce evidence on the economic consequences of diabetes, especially in contexts where the condition often remains undiagnosed, as is typically...
Saved in:
Published in: | Social science & medicine (1982) 2019-07, Vol.233, p.252-261 |
---|---|
Main Authors: | , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
cited_by | cdi_FETCH-LOGICAL-c420t-723097f58c7274fc4c78004ee721e2fb518277bc2076d0ad4d61b63cf7d290443 |
---|---|
cites | cdi_FETCH-LOGICAL-c420t-723097f58c7274fc4c78004ee721e2fb518277bc2076d0ad4d61b63cf7d290443 |
container_end_page | 261 |
container_issue | |
container_start_page | 252 |
container_title | Social science & medicine (1982) |
container_volume | 233 |
creator | Seuring, Till Serneels, Pieter Suhrcke, Marc |
description | Recent evidence for Mexico suggests important differences in health status between people with diagnosed and undiagnosed diabetes. However, there is at best scarce evidence on the economic consequences of diabetes, especially in contexts where the condition often remains undiagnosed, as is typically the case in low- and middle income countries. Using Mexican longitudinal and biomarker data we estimated the relationship between diabetes, as well as its time since diagnosis, and employment probabilities, wages and working hours. We further explored how these relationships differ for those with diagnosed and undiagnosed diabetes. For the longitudinal analyses, nationally representative data from 11995 men and 13858 women 15–64 years old were taken from three waves (2002, 2005, 2009) of the Mexican Family Life Survey. We estimated a fixed effects model to account for unmeasured time-invariant confounders of diabetes. We found a reduction in the probability of being employed of 7.7 and 6.3 percentage points for men and women, respectively, but no significant relationship with hours worked or wages. Employment probabilities fell gradually with each year since diagnosis for men but not for women. Using cross-sectional biomarker data, our results indicate that 68% of those exhibiting glycated hemoglobin (HbA1c) levels above the clinical diabetes threshold did not self-report a diagnosis, hence were undiagnosed. Nevertheless, regression analysis revealed that there was no association of diabetes with labour outcomes for undiagnosed women or men. This suggests that results based on self-reported diabetes cannot be extended to the (rather large) part of the population with undiagnosed diabetes, likely because of a selection of people in worse health and with a longer diabetes duration into the diagnosed population. Earlier diagnosis and improved treatment of diabetes therefore may prevent adverse health effects and related economic hardship.
•The economic impact of diabetes in developing countries remains underexplored.•Diagnosed diabetes is negatively related with employment probabilities of Mexicans.•There is a large undiagnosed population with diabetes in Mexico.•Undiagnosed diabetes is not associated with labour market outcomes.•Earlier diagnosis and treatment may reduce adverse effects in the diagnosed. |
doi_str_mv | 10.1016/j.socscimed.2019.05.051 |
format | article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2250630141</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S0277953619303211</els_id><sourcerecordid>2250630141</sourcerecordid><originalsourceid>FETCH-LOGICAL-c420t-723097f58c7274fc4c78004ee721e2fb518277bc2076d0ad4d61b63cf7d290443</originalsourceid><addsrcrecordid>eNqFkE1P3DAQhi0E6i7Qv1B85JLt-CvO9rZCFJCouCxny7Enqpck3tpJVf59vSz0Wmmk0eh95usl5IrBigGrv-5WObrswoB-xYGtV6BKsBOyZI0WlRJSn5IlcK2rtRL1gpznvAMABo34RBaCccWZapbEbH8iDcPeuonGjvpgW5ww0zjS3rZxTnSw6QWLOE8uDkUJI_2Bf4KL3-iG7u2IPfV2stSOnrYhvuGpVLZ_zSFfkrPO9hk_v-cL8vz9dntzXz0-3T3cbB4rJzlMleYC1rpTjdNcy85JpxsAiag5Q961ijXll9Zx0LUH66WvWVsL12nP1yCluCDXx7n7FH_NmCczhOyw78uBcc6GcwW1ACZZQfURdSnmnLAz-xTK2a-GgTm4a3bmn7vm4K4BVeLQ-eV9ydwetI--DzsLsDkCWF79HTCZMgVHhz4kdJPxMfx3yV9rNY7O</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2250630141</pqid></control><display><type>article</type><title>The impact of diabetes on labour market outcomes in Mexico: A panel data and biomarker analysis</title><source>ScienceDirect Journals</source><creator>Seuring, Till ; Serneels, Pieter ; Suhrcke, Marc</creator><creatorcontrib>Seuring, Till ; Serneels, Pieter ; Suhrcke, Marc</creatorcontrib><description>Recent evidence for Mexico suggests important differences in health status between people with diagnosed and undiagnosed diabetes. However, there is at best scarce evidence on the economic consequences of diabetes, especially in contexts where the condition often remains undiagnosed, as is typically the case in low- and middle income countries. Using Mexican longitudinal and biomarker data we estimated the relationship between diabetes, as well as its time since diagnosis, and employment probabilities, wages and working hours. We further explored how these relationships differ for those with diagnosed and undiagnosed diabetes. For the longitudinal analyses, nationally representative data from 11995 men and 13858 women 15–64 years old were taken from three waves (2002, 2005, 2009) of the Mexican Family Life Survey. We estimated a fixed effects model to account for unmeasured time-invariant confounders of diabetes. We found a reduction in the probability of being employed of 7.7 and 6.3 percentage points for men and women, respectively, but no significant relationship with hours worked or wages. Employment probabilities fell gradually with each year since diagnosis for men but not for women. Using cross-sectional biomarker data, our results indicate that 68% of those exhibiting glycated hemoglobin (HbA1c) levels above the clinical diabetes threshold did not self-report a diagnosis, hence were undiagnosed. Nevertheless, regression analysis revealed that there was no association of diabetes with labour outcomes for undiagnosed women or men. This suggests that results based on self-reported diabetes cannot be extended to the (rather large) part of the population with undiagnosed diabetes, likely because of a selection of people in worse health and with a longer diabetes duration into the diagnosed population. Earlier diagnosis and improved treatment of diabetes therefore may prevent adverse health effects and related economic hardship.
•The economic impact of diabetes in developing countries remains underexplored.•Diagnosed diabetes is negatively related with employment probabilities of Mexicans.•There is a large undiagnosed population with diabetes in Mexico.•Undiagnosed diabetes is not associated with labour market outcomes.•Earlier diagnosis and treatment may reduce adverse effects in the diagnosed.</description><identifier>ISSN: 0277-9536</identifier><identifier>EISSN: 1873-5347</identifier><identifier>DOI: 10.1016/j.socscimed.2019.05.051</identifier><identifier>PMID: 31252158</identifier><language>eng</language><publisher>England: Elsevier Ltd</publisher><subject>Biomarker ; Diabetes ; Employment ; Fixed effects ; Mexico ; Wages ; Working hours</subject><ispartof>Social science & medicine (1982), 2019-07, Vol.233, p.252-261</ispartof><rights>2019 Elsevier Ltd</rights><rights>Copyright © 2019 Elsevier Ltd. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c420t-723097f58c7274fc4c78004ee721e2fb518277bc2076d0ad4d61b63cf7d290443</citedby><cites>FETCH-LOGICAL-c420t-723097f58c7274fc4c78004ee721e2fb518277bc2076d0ad4d61b63cf7d290443</cites><orcidid>0000-0002-6466-424X ; 0000-0001-7263-8626 ; 0000-0001-8090-3514</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/31252158$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Seuring, Till</creatorcontrib><creatorcontrib>Serneels, Pieter</creatorcontrib><creatorcontrib>Suhrcke, Marc</creatorcontrib><title>The impact of diabetes on labour market outcomes in Mexico: A panel data and biomarker analysis</title><title>Social science & medicine (1982)</title><addtitle>Soc Sci Med</addtitle><description>Recent evidence for Mexico suggests important differences in health status between people with diagnosed and undiagnosed diabetes. However, there is at best scarce evidence on the economic consequences of diabetes, especially in contexts where the condition often remains undiagnosed, as is typically the case in low- and middle income countries. Using Mexican longitudinal and biomarker data we estimated the relationship between diabetes, as well as its time since diagnosis, and employment probabilities, wages and working hours. We further explored how these relationships differ for those with diagnosed and undiagnosed diabetes. For the longitudinal analyses, nationally representative data from 11995 men and 13858 women 15–64 years old were taken from three waves (2002, 2005, 2009) of the Mexican Family Life Survey. We estimated a fixed effects model to account for unmeasured time-invariant confounders of diabetes. We found a reduction in the probability of being employed of 7.7 and 6.3 percentage points for men and women, respectively, but no significant relationship with hours worked or wages. Employment probabilities fell gradually with each year since diagnosis for men but not for women. Using cross-sectional biomarker data, our results indicate that 68% of those exhibiting glycated hemoglobin (HbA1c) levels above the clinical diabetes threshold did not self-report a diagnosis, hence were undiagnosed. Nevertheless, regression analysis revealed that there was no association of diabetes with labour outcomes for undiagnosed women or men. This suggests that results based on self-reported diabetes cannot be extended to the (rather large) part of the population with undiagnosed diabetes, likely because of a selection of people in worse health and with a longer diabetes duration into the diagnosed population. Earlier diagnosis and improved treatment of diabetes therefore may prevent adverse health effects and related economic hardship.
•The economic impact of diabetes in developing countries remains underexplored.•Diagnosed diabetes is negatively related with employment probabilities of Mexicans.•There is a large undiagnosed population with diabetes in Mexico.•Undiagnosed diabetes is not associated with labour market outcomes.•Earlier diagnosis and treatment may reduce adverse effects in the diagnosed.</description><subject>Biomarker</subject><subject>Diabetes</subject><subject>Employment</subject><subject>Fixed effects</subject><subject>Mexico</subject><subject>Wages</subject><subject>Working hours</subject><issn>0277-9536</issn><issn>1873-5347</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><recordid>eNqFkE1P3DAQhi0E6i7Qv1B85JLt-CvO9rZCFJCouCxny7Enqpck3tpJVf59vSz0Wmmk0eh95usl5IrBigGrv-5WObrswoB-xYGtV6BKsBOyZI0WlRJSn5IlcK2rtRL1gpznvAMABo34RBaCccWZapbEbH8iDcPeuonGjvpgW5ww0zjS3rZxTnSw6QWLOE8uDkUJI_2Bf4KL3-iG7u2IPfV2stSOnrYhvuGpVLZ_zSFfkrPO9hk_v-cL8vz9dntzXz0-3T3cbB4rJzlMleYC1rpTjdNcy85JpxsAiag5Q961ijXll9Zx0LUH66WvWVsL12nP1yCluCDXx7n7FH_NmCczhOyw78uBcc6GcwW1ACZZQfURdSnmnLAz-xTK2a-GgTm4a3bmn7vm4K4BVeLQ-eV9ydwetI--DzsLsDkCWF79HTCZMgVHhz4kdJPxMfx3yV9rNY7O</recordid><startdate>201907</startdate><enddate>201907</enddate><creator>Seuring, Till</creator><creator>Serneels, Pieter</creator><creator>Suhrcke, Marc</creator><general>Elsevier Ltd</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-6466-424X</orcidid><orcidid>https://orcid.org/0000-0001-7263-8626</orcidid><orcidid>https://orcid.org/0000-0001-8090-3514</orcidid></search><sort><creationdate>201907</creationdate><title>The impact of diabetes on labour market outcomes in Mexico: A panel data and biomarker analysis</title><author>Seuring, Till ; Serneels, Pieter ; Suhrcke, Marc</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c420t-723097f58c7274fc4c78004ee721e2fb518277bc2076d0ad4d61b63cf7d290443</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2019</creationdate><topic>Biomarker</topic><topic>Diabetes</topic><topic>Employment</topic><topic>Fixed effects</topic><topic>Mexico</topic><topic>Wages</topic><topic>Working hours</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Seuring, Till</creatorcontrib><creatorcontrib>Serneels, Pieter</creatorcontrib><creatorcontrib>Suhrcke, Marc</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Social science & medicine (1982)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Seuring, Till</au><au>Serneels, Pieter</au><au>Suhrcke, Marc</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>The impact of diabetes on labour market outcomes in Mexico: A panel data and biomarker analysis</atitle><jtitle>Social science & medicine (1982)</jtitle><addtitle>Soc Sci Med</addtitle><date>2019-07</date><risdate>2019</risdate><volume>233</volume><spage>252</spage><epage>261</epage><pages>252-261</pages><issn>0277-9536</issn><eissn>1873-5347</eissn><abstract>Recent evidence for Mexico suggests important differences in health status between people with diagnosed and undiagnosed diabetes. However, there is at best scarce evidence on the economic consequences of diabetes, especially in contexts where the condition often remains undiagnosed, as is typically the case in low- and middle income countries. Using Mexican longitudinal and biomarker data we estimated the relationship between diabetes, as well as its time since diagnosis, and employment probabilities, wages and working hours. We further explored how these relationships differ for those with diagnosed and undiagnosed diabetes. For the longitudinal analyses, nationally representative data from 11995 men and 13858 women 15–64 years old were taken from three waves (2002, 2005, 2009) of the Mexican Family Life Survey. We estimated a fixed effects model to account for unmeasured time-invariant confounders of diabetes. We found a reduction in the probability of being employed of 7.7 and 6.3 percentage points for men and women, respectively, but no significant relationship with hours worked or wages. Employment probabilities fell gradually with each year since diagnosis for men but not for women. Using cross-sectional biomarker data, our results indicate that 68% of those exhibiting glycated hemoglobin (HbA1c) levels above the clinical diabetes threshold did not self-report a diagnosis, hence were undiagnosed. Nevertheless, regression analysis revealed that there was no association of diabetes with labour outcomes for undiagnosed women or men. This suggests that results based on self-reported diabetes cannot be extended to the (rather large) part of the population with undiagnosed diabetes, likely because of a selection of people in worse health and with a longer diabetes duration into the diagnosed population. Earlier diagnosis and improved treatment of diabetes therefore may prevent adverse health effects and related economic hardship.
•The economic impact of diabetes in developing countries remains underexplored.•Diagnosed diabetes is negatively related with employment probabilities of Mexicans.•There is a large undiagnosed population with diabetes in Mexico.•Undiagnosed diabetes is not associated with labour market outcomes.•Earlier diagnosis and treatment may reduce adverse effects in the diagnosed.</abstract><cop>England</cop><pub>Elsevier Ltd</pub><pmid>31252158</pmid><doi>10.1016/j.socscimed.2019.05.051</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0002-6466-424X</orcidid><orcidid>https://orcid.org/0000-0001-7263-8626</orcidid><orcidid>https://orcid.org/0000-0001-8090-3514</orcidid><oa>free_for_read</oa></addata></record> |
fulltext | fulltext |
identifier | ISSN: 0277-9536 |
ispartof | Social science & medicine (1982), 2019-07, Vol.233, p.252-261 |
issn | 0277-9536 1873-5347 |
language | eng |
recordid | cdi_proquest_miscellaneous_2250630141 |
source | ScienceDirect Journals |
subjects | Biomarker Diabetes Employment Fixed effects Mexico Wages Working hours |
title | The impact of diabetes on labour market outcomes in Mexico: A panel data and biomarker analysis |
url | http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-26T18%3A08%3A45IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=The%20impact%20of%20diabetes%20on%20labour%20market%20outcomes%20in%20Mexico:%20A%20panel%20data%20and%20biomarker%20analysis&rft.jtitle=Social%20science%20&%20medicine%20(1982)&rft.au=Seuring,%20Till&rft.date=2019-07&rft.volume=233&rft.spage=252&rft.epage=261&rft.pages=252-261&rft.issn=0277-9536&rft.eissn=1873-5347&rft_id=info:doi/10.1016/j.socscimed.2019.05.051&rft_dat=%3Cproquest_cross%3E2250630141%3C/proquest_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c420t-723097f58c7274fc4c78004ee721e2fb518277bc2076d0ad4d61b63cf7d290443%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2250630141&rft_id=info:pmid/31252158&rfr_iscdi=true |