{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,3]],"date-time":"2026-10-03T07:53:26Z","timestamp":1791014006801,"version":"4.1.0"},"reference-count":50,"publisher":"Wiley","license":[{"start":{"date-parts":[[2026,10,3]],"date-time":"2026-10-03T00:00:00Z","timestamp":1790985600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2026,10,3]],"date-time":"2026-10-03T00:00:00Z","timestamp":1790985600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["American J Industrial Med"],"abstract":"<jats:title>ABSTRACT<\/jats:title>\n                  <jats:p>Few datasets simultaneously capture occupational exposures and health outcomes in a general working population. To understand associations between occupational exposures and health, researchers often combine existing datasets. As occupation codes are available in many datasets, combining these datasets seems a straight\u2010forward option. However, the different purposes of these datasets and correspondingly their coding systems may complicate and bias matching procedures by dropping occupations, squeezing multiple occupations into one category, and linking them incorrectly. To develop a checklist that supports an entire research and writing process based on matching datasets, we demonstrate problems that may occur when matching three datasets based on existing crosswalks. Two of these datasets provide unique occupational information: occupational exposure (specifically, job control) from the Occupational Information Network (O*NET) and sociodemographic composition of occupations from the American Community Survey (ACS). After matching them to each other, we used them to enrich workers' health data from the General Social Survey (GSS). This matching process showed that 993 detailed O*NET\u2010SOC codes from 2019 (O*NET\u201019 codes) matched 420 U.S. Census occupation codes (Census codes). This reduction resulted from two situations: a lack of equivalent Census codes and a consolidation of several O*NET\u201019 codes under a single Census code. Although we could match occupational data to all workers in GSS, full information on occupational exposure and sociodemographic composition of their jobs was not available for 35% of them. Since our findings are limited to O*NET\u2010based rating of job control, we encourage other researchers to explore scoring of other aspects of occupational exposure and provide a checklist for that purpose.<\/jats:p>","DOI":"10.1002\/ajim.70135","type":"journal-article","created":{"date-parts":[[2026,10,3]],"date-time":"2026-10-03T07:26:05Z","timestamp":1791012365000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["It's a Match, Isn't It? Developing a Checklist on Matching Secondary Data at the Example of Job Control"],"prefix":"10.1002","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9949-3500","authenticated-orcid":false,"given":"Franziska J.","family":"K\u00f6\u00dfler","sequence":"first","affiliation":[{"name":"Institute of Management &amp; Psychology, School of Management and Technology, Leuphana Universit\u00e4t L\u00fcneburg L\u00fcneburg Germany"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2544-3110","authenticated-orcid":false,"given":"Candice Y.","family":"Johnson","sequence":"additional","affiliation":[{"name":"Department of Epidemiology and Biostatistics Michigan State University East Lansing Michigan USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6345-1947","authenticated-orcid":false,"given":"Amel","family":"Omari","sequence":"additional","affiliation":[{"name":"Independent Scholar Cincinnati Ohio USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kaori","family":"Fujishiro","sequence":"additional","affiliation":[{"name":"Division of Field Studies and Engineering (retired) National Institute for Occupational Safety and Health Cincinnati Ohio USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2026,10,3]]},"reference":[{"key":"e_1_2_13_2_1","unstructured":"U.S. Centers for Disease Control and Prevention. Behavioral Risk Factor Surveillance System.2026 accessed June 25 2026 https:\/\/www.cdc.gov\/brfss\/."},{"key":"e_1_2_13_3_1","unstructured":"U.S. Centers for Disease Control and Prevention. National Health and Nutrition Examination Survey. 2026 accessed June 25 2026 https:\/\/www.cdc.gov\/nchs\/nhanes\/."},{"key":"e_1_2_13_4_1","doi-asserted-by":"publisher","DOI":"10.2105\/AJPH.2017.304214"},{"key":"e_1_2_13_5_1","doi-asserted-by":"publisher","DOI":"10.1136\/oemed-2023-108900"},{"key":"e_1_2_13_6_1","unstructured":"U.S. Bureau of Labor Statistics. Standard Occupational Classification accessed June 25 2026 https:\/\/www.bls.gov\/soc\/."},{"key":"e_1_2_13_7_1","unstructured":"United States Census Bureau. Appendix B: Occupation Classification. 2012 accessed June 25 2026 https:\/\/www2.census.gov\/programs-surveys\/cps\/methodology\/Occupation%20Codes_2014.pdf."},{"key":"e_1_2_13_8_1","unstructured":"U.S. Bureau of Labor Statistics. 2010 Census Occupational Classification. 2016 accessed June 25 2026 https:\/\/www.bls.gov\/cps\/cenocc2010.htm."},{"key":"e_1_2_13_9_1","unstructured":"U.S. Bureau of Labor Statistics. 2010 Standard Occupational Classification. 2009 accessed June 25 2026 https:\/\/www.bls.gov\/soc\/soc_structure_2010.pdf."},{"key":"e_1_2_13_10_1","unstructured":"United States Census Bureau. Industry and Occupation Code Lists and Crosswalks. 2025 accessed June 25 2026 https:\/\/www.census.gov\/topics\/employment\/industry-occupation\/guidance\/code-lists.html."},{"key":"e_1_2_13_11_1","unstructured":"Office of Management and Budget. 1997 Standard Occupational Classification Revision. National Archives. 1997 accessed June 25 2026 https:\/\/clintonwhitehouse3.archives.gov\/omb\/fedreg\/socr.html."},{"key":"e_1_2_13_12_1","unstructured":"U.S. Census Bureau. 2010 Census Occupation Codes With Crosswalk. 2011 accessed July 29 2026 https:\/\/www2.census.gov\/programs-surveys\/demo\/guidance\/industry-occupation\/2010-occ-codes-with-crosswalk-from-2002-2011.xls."},{"key":"e_1_2_13_13_1","unstructured":"T. S.ScoppThe Relationship Between the 1990 Census and Census 2000 Industry and Occupation Classification Systems. 2003 accessed July 29 2026 https:\/\/www.census.gov\/content\/dam\/Census\/library\/working-papers\/2003\/demo\/techpaper2000.pdf."},{"key":"e_1_2_13_14_1","unstructured":"National Center for O*NET Development. O*NET Occupation Update Summary. O*NET Resource Center. 2026 accessed July 30 2026 https:\/\/www.onetcenter.org\/dataUpdates.html."},{"key":"e_1_2_13_15_1","doi-asserted-by":"publisher","DOI":"10.1002\/ajim.20846"},{"key":"e_1_2_13_16_1","unstructured":"U.S. Census Bureau. \u201cAmerican Community Survey \u2010Year Public Use Microdata Sample (PUMS): 2002 2006 2010 2014 2018 2022 [dataset].\u201dAnalysis by Computer\u2010Assisted Survey Methods (CSM) Program(University of California Berkeley using SDA software 2026) accessed June 26 2026 https:\/\/sda.berkeley.edu\/."},{"key":"e_1_2_13_17_1","unstructured":"S.Ruggles S.Flood M.Sobek et al. IPUMS USA: Version 16.0 [dataset]. IPUMS. 2025 https:\/\/www.ipums.org\/projects\/ipums-usa\/d010.V16.0."},{"key":"e_1_2_13_18_1","unstructured":"M.Davern R.Bautista J.Freese P.Herd andS. L.MorganGeneral Social Survey 1972\u20102022 [Machine\u2010Readable Data File]. NORC at the University of Chicago.2023 accessed June 25 2026 https:\/\/gssdataexplorer.norc.org."},{"key":"e_1_2_13_19_1","doi-asserted-by":"publisher","DOI":"10.2307\/2392498"},{"key":"e_1_2_13_20_1","doi-asserted-by":"publisher","DOI":"10.1111\/apps.12008"},{"key":"e_1_2_13_21_1","unstructured":"National Center for O*NET Development. O*NET Data Collection Overview. O*NET Resource Center.2026 accessed June 25 2026 https:\/\/www.onetcenter.org\/dataCollection.html."},{"key":"e_1_2_13_22_1","unstructured":"Research Triangle Institute. About O*NET. O*NET Data Collection Program.2026 accessed June 25 2026 https:\/\/www.onetcenter.org\/dataCollection.html."},{"key":"e_1_2_13_23_1","doi-asserted-by":"publisher","DOI":"10.1002\/ajim.20561"},{"key":"e_1_2_13_24_1","unstructured":"National Center for O*NET Development. O*NET 29.0 database 2024 accessed June 26 2026 https:\/\/www.onetcenter.org\/db_releases.html."},{"key":"e_1_2_13_25_1","unstructured":"National Center for O*NET Development. 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