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Measuring GLP-1 users against their own earlier selves erases most of the employment and marriage gap
In a new NBER working paper, Robert Kaestner and Cuiping Schiman followed adults with diabetes through 12 years of federal survey data and found little measurable change in depression, distress, employment or marriage.
The Scientist · Science desk

What happened
- Robert Kaestner of the University of Chicago Harris School and coauthor Cuiping Schiman asked in an NBER working paper whether the physical health gains from GLP-1 drugs carry into mental health, relationships and work.
- Among adults with diabetes, they found little evidence that GLP-1 use produced measurable changes in mental health, self-rated health, employment or marital status.
- The analysis drew on more than ten years of the nationally representative Medical Expenditure Panel Survey, covering adults with diabetes between 2012 and 2023.
- Users initially looked different from non-users on employment and marriage, and those differences mostly disappeared once each person was compared with their own earlier record.
- The pattern held whether the researchers measured after roughly one year of use or followed the same people across two years.
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Why it matters
- decision Insurers and public programs weighing wider access get no help from the social and economic findings; if coverage expands, it will have to be justified on the documented medical benefits alone.
- constraint The null covers what a household survey can ask about: employment status, marital status and standard mental health screens. The study did not measure self-esteem or relationship quality, so those are untested.
- precedent Any future claim that metabolic drugs raise productivity now has to clear a selection adjustment, because the headline gap in this data was mostly a difference between the kinds of people who take the drugs.
- exposure The people most often cited in arguments about broad social returns, those taking GLP-1s for weight management rather than diabetes, are not in this sample and were not tested here.
If the adults filling GLP-1 prescriptions are also the ones with steadier jobs and better insurance, a comparison of users against non-users measures who gets prescribed. Kaestner and Schiman instead tracked change inside each person over the panel [4]. That holds fixed everything about a patient that does not vary over time, though it does not control for whatever else changed when the prescription started.
A null result is also a statement about precision. The University of Chicago summary of the paper, dated September 17, 2026, does not include sample sizes or confidence intervals, only the direction of the results [17]. Changes large enough to detect in this sample did not appear [2]. Within-person estimation costs precision too, since it is identified off the patients who actually start treatment during the years they are observed [4].
The measures are coarse against the question people ask about these drugs. Depression symptoms, psychological distress, self-rated health, employment and marital status [8] are slow-moving states, and the authors looked after roughly a year of use and again over two years [7]. Kaestner made that point about his own outcome list. "We measured outcomes like whether someone became employed or unemployed, whether they got married or divorced, and standard indicators of mental health," he said. "Those are important measures, but they don't necessarily capture changes in self-esteem, relationship quality, or other day-to-day experiences." [10]
Insurers and government programs are considering whether to broaden access, and the medical benefits are already well documented while it is less clear whether the drugs produce social or economic gains that would add to the case for wider coverage [12]. "We know these drugs improve health outcomes, and there's been a great deal of research documenting those benefits," said Kaestner, a research professor. "What hadn't really been examined was whether those improvements extended into other parts of people's lives." [11] Nothing in the paper disturbs the clinical results; for adults with diabetes, Kaestner said the clearest measurable benefits remain glycemic control, weight loss and better physical health [13].
Kaestner also emphasized that the study does not prove the drugs have no effects outside physical health, and that some changes may be subtler than the study's measures can capture [9]. The sample is adults with diabetes, drawn from the Medical Expenditure Panel Survey across the 12 calendar years from 2012 through 2023 [3][16]. People now taking these drugs for weight management are a different group, and the authors expect more chances to test for broader social effects as use grows beyond diabetes [14]. "This is still a very new area of research," he said. [15]
What to watch
- Release of the full NBER working paper with sample sizes and confidence intervals for the mental health, employment and marital status estimates.
- A replication in the weight-management population, where users are not selected on a diabetes diagnosis.
- Whether insurers or state programs cite this null when writing GLP-1 coverage rules.