Employment and Health Burden Changes Among Medicaid Expansion Enrollees
Minal R. Patel, Sarah J. Clark, Erin Beathard, Matthias Kirch, Nicolas Box, Renuka Tipirneni, John Z. Ayanian, Susan D. Goold

TL;DR
This study examines how employment and health burden are linked among people enrolled in Michigan's Medicaid expansion.
Contribution
The study provides new insights into the relationship between employment and health outcomes in Medicaid expansion populations.
Findings
Employment status was associated with changes in health burden among Medicaid enrollees.
Health burden levels varied significantly based on employment status in the cohort.
The study highlights the importance of employment in influencing health outcomes for Medicaid beneficiaries.
Abstract
This cohort study evaluates the association between employment status and level of health burden among beneficiaries of a Michigan Medicaid health plan.
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| Characteristic | No. | Weighted proportion (95% CI) |
|---|---|---|
| Age, median (IQR), y | ||
| 19-34 | 736 | 39.6 (37.2-42.1) |
| 35-50 | 812 | 34.5 (32.2-36.8) |
| 51-64 | 1060 | 25.9 (24.1-27.8) |
| Sex | ||
| Male | 1004 | 48.5 (46.1-50.9) |
| Female | 1604 | 51.5 (49.1-53.9) |
| Race and ethnicity | ||
| Hispanic | 107 | 4.5 (3.6-5.6) |
| Non-Hispanic Black | 539 | 26.9 (24.8-29.0) |
| Non-Hispanic White | 1742 | 58.7 (56.4-60.9) |
| Non-Hispanic other | 186 | 9.9 (8.4-11.6) |
| Income, FPL category, % | ||
| 0-35 | 1015 | 51.8 (50.8-52.9) |
| 36-99 | 919 | 28.5 (27.5-29.5) |
| ≥100 | 674 | 19.7 (18.8-20.6) |
| Employed or self-employed | ||
| Yes | 1311 | 48.2 (45.9-50.4) |
| No | 1297 | 51.8 (49.6-54.1) |
| State region | ||
| Northern | 488 | 9.0 (8.5-9.4) |
| Central | 822 | 28.5 (27.5-29.5) |
| Southern | 526 | 18.5 (17.6-19.4) |
| Detroit metro | 772 | 44.0 (42.9-45.1) |
| Health status | ||
| Excellent | 219 | 10.9 (9.4-12.6) |
| Very good | 677 | 26.1 (24.1-28.3) |
| Good | 912 | 33.1 (30.9-35.3) |
| Fair | 588 | 22.6 (20.7-24.7) |
| Poor | 206 | 7.3 (6.2-8.7) |
| Health burden | ||
| Substantial | 489 | 18.4 (16.6-20.2) |
| Moderate | 319 | 12.7 (11.2-14.4) |
| Minimal | 1689 | 68.9 (66.7-71.1) |
| Chronic condition | ||
| Yes | 1676 | 57.2 (54.8-59.6) |
| No | 932 | 42.8 (40.4-45.2) |
| Level of health burden | Unweighted No. | Employed beneficiaries, weighted % (95% CI) | ||
|---|---|---|---|---|
| 2016 | 2017 | 2018 | ||
| Substantial | ||||
| Got better | 240 | 25.5 (19.4-32.7) | 42.0 (34.5-49.9) | 46.8 (39.2-54.6) |
| Stayed the same | 236 | 12.8 (8.8-18.3) | 16.3 (11.5-22.5) | 18.2 (12.8-25.2) |
| Moderate | ||||
| Got better | 159 | 47.9 (38.5-57.4) | 65.5 (56.1-73.9) | 67.0 (57.4-75.3) |
| Got worse | 68 | 34.1 (21.5-49.3) | 32.6 (20.6-47.2) | 30.1 (18.6-44.8) |
| Stayed the same | 79 | 41.4 (29.0-55.0) | 48.3 (35.2-61.6) | 47.2 (34.2-60.6) |
| Minimal | ||||
| Got worse | 233 | 52.3 (44.3-60.2) | 59.6 (51.5-67.2) | 51.0 (43.1-58.9) |
| Stayed the same | 1414 | 58.9 (55.7-62.0) | 69.4 (66.4-72.3) | 70.8 (67.7-73.6) |
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Taxonomy
TopicsHealthcare Policy and Management · Employment and Welfare Studies · Workplace Health and Well-being
Introduction
Medicaid coverage promotes health and economic well-being for uninsured low-income adults. Medicaid expansion without work requirements has been associated with improved employment, health, and care access.^1,2,3,4^ With Medicaid expansion in Michigan, employment rates increased alongside health improvements among enrollees.^2,5^ We aimed to examine the association between health burden levels and employment outcomes by analyzing employment data over 3 years.
Methods
This cohort study of 4090 Healthy Michigan Plan (HMP) enrollees used a computer-assisted telephone survey in Arabic, English, and Spanish conducted from January 1 to October 31, 2016 (53.7% response rate), with a first follow-up survey of 3104 respondents (83.4%) from March 2017 to January 2018 and a second follow-up survey of 2608 (89.4%) from June 2018 to January 2019.^4,5,6^ The University of Michigan and Michigan Department of Health and Human Services Institutional Review Boards deemed this study exempt from review; no informed consent was required. We followed the STROBE reporting guideline.
Measures included employment status at each survey, a composite self-reported measure of health burden (overall health status, days of poor physical and mental health, and days that health limited usual activities [eMethods in Supplement 1]^6^), and demographic and clinical characteristics. Survey weights accounted for sample design, nonresponse, and poststratification adjustments. We evaluated the association between health burden and employment using Pearson χ^2^ tests and compared health burden at baseline (2016) vs follow-up using unadjusted mixed-effects logistic regression. We used bivariate analysis to assess the association between health burden changes and employment changes. This association was estimated using multivariable logistic regression, adjusting for age, sex, race and ethnicity, income, region, and chronic conditions (derived from administrative claims). Analyses were conducted in July 2024 with Stata 17 (StataCorp).
Results
Table 1 shows weighted baseline characteristics for HMP beneficiaries (mean [SD] age, 40.4 [12.8] years; 51.5% female) who completed all surveys. Of these beneficiaries, 57.2% (95% CI, 54.8%-59.6%) had a chronic condition and 48.2% (95% CI, 45.9%-50.4%) were employed. Of those employed in 2018, 67.4% (95% CI, 64.4%-70.2%) were full-time. Of those who gained employment since baseline, 54.6% (95% CI, 48.4%-60.7%) worked full-time.
Employment gains from 2016 to 2018 were observed across health burden levels: 18.9% (95% CI, 15.2%-23.3%) to 32.2% (95% CI, 27.2%-37.5%) for substantial, 43.1% (95% CI, 36.5%-49.8%) to 54.1% (95% CI, 47.3%-60.7%) for moderate, and 57.9% (95% CI, 55.0%-60.7%) to 67.5% (95% CI, 64.7%-70.2%) for minimal. Beneficiaries with substantial or moderate health burden at baseline whose health improved at follow-up demonstrated the largest employment gains (Table 2). Among those with substantial or moderate health burden in 2016 who gained employment, improved health was associated with working full-time (54.1% [95% CI, 41.3%-66.3%] vs 27.5% [95% CI, 13.9%-47.1%]), while no improvement was associated with working part-time (71% [95% CI, 51.6%-84.9%] vs 43.2% [95% CI, 31.1%-56.1%]).
Among unemployed beneficiaries in 2016 with improved health burden, 20.7% (95% CI, 15.0%-27.8%) achieved full-time and 16.5% (95% CI, 11.4%-23.3%) achieved part-time employment in 2018. Overall, 38.3% (95% CI, 31.1%-46.0%) of unemployed beneficiaries with improved health were employed in 2018 vs 13.5% (95% CI, 9.3%-19.2%) with unchanged or worsened health. Adjusting for demographic characteristics, unemployed beneficiaries with improved health burden were more likely to be employed (adjusted odds ratio [AOR], 4.13; 95% CI, 2.33-7.31) than those with the same or worsened health burden. Health burden improvements were associated with full-time employment gains (AOR, 6.12; 95% CI, 2.66-14.05).
Discussion
Medicaid expansion beneficiaries reported employment gains across health burden. Among those unemployed in 2016, those with improved health burden were more likely to experience employment gains.
Study limitations include self-reported outcomes, single-state data, and lack of information about whether beneficiaries were seeking work or had other employment barriers. Congress included work requirements in the One Big Beautiful Bill Act for all 40 Medicaid expansion states. As states implement these requirements, they should minimize administrative burden while providing exemptions for people with substantial or moderate health burdens. Furthermore, work requirements need rigorous evaluation to ascertain changes in employment, coverage, and health.
The reference list from the paper itself. Each links out to its DOI / PubMed record.
- 1Tipirneni R, Goold SD, Ayanian JZ. Employment status and health characteristics of adults with expanded Medicaid coverage in Michigan. JAMA Intern Med. 2018;178(4):564-567. doi:10.1001/jamainternmed.2017.705529228069 PMC 5933355 · doi ↗ · pubmed ↗
- 2Tipirneni R, Kullgren JT, Ayanian JZ, . Changes in health and ability to work among Medicaid expansion enrollees: a mixed methods study. J Gen Intern Med. 2019;34(2):272-280. doi:10.1007/s 11606-018-4736-830519839 PMC 6374260 · doi ↗ · pubmed ↗
- 3Su-En Lee M, Beathard E, Kirch M, . Self-reported health status improved for racial and ethnic minority groups after Michigan Medicaid expansion. Health Aff (Millwood). 2021;40(10):1637-1643. doi:10.1377/hlthaff.2020.0229634606344 · doi ↗ · pubmed ↗
- 4Tipirneni R, Kieffer EC, Ayanian JZ, . Longitudinal trends in enrollees’ employment and student status after Medicaid expansion. BMC Health Serv Res. 2022;22(1):233. doi:10.1186/s 12913-022-07599-x 35183170 PMC 8857876 · doi ↗ · pubmed ↗
- 5Tipirneni R, Ayanian JZ, Patel MR, . Association of Medicaid expansion with enrollee employment and student status in Michigan. JAMA Netw Open. 2020;3(1):e 1920316. doi:10.1001/jamanetworkopen.2019.2031632003820 PMC 7042869 · doi ↗ · pubmed ↗
- 6University of Michigan Institute for Healthcare Policy and Innovation, Michigan Department of Health and Human Services. Healthy Michigan Plan Section 1115 Demonstration Summative Evaluation Report. Accessed January 15, 2025. https://www.michigan.gov/-/media/Project/Websites/mdhhs/Folder 1/Folder 24/HMP_Eval_Final_Evaluation_Report_31220.pdf?rev=d 05359 f 8a 4e 349cb 8d 8db 7e 81e 4293 bb
