What the Study Found
- Democrats’ coworkers are 11.7 points more Democratic than Republicans’ coworkers, across 31 million matched US workers.
- Net of geography, industry and occupation, political segregation (2.9 pp) roughly matches gender segregation (2.8 pp).
- Party sorting is strongest among donors (14.8 pp) and senior executives (14.7 pp) โ those with the most political interest and job options.
- Republicans work alongside 50% Democrats on average; Democrats face only 32% Republicans, an asymmetric exposure gap.
- Segregation barely budged from 2012 to 2024, holding near 11 points despite a decade of rising polarization.
Go down a coal mine and roughly seven in ten of the people beside you will be Republicans. Walk into a museum and the ratio flips almost exactly: about three quarters of the staff around you lean Democratic. Nobody wrote that into a job posting. No hiring manager asked. And yet the pattern holds, over and over, across 366 metropolitan areas and 31 million American workers.
That number is not a typo. Justin Frake at the University of Michigan’s Ross School of Business, working with Reuben Hurst and Max Kagan, has built what is by some margin the largest picture yet of who Americans actually sit next to at work, and it turns out we are sorting ourselves by party almost as thoroughly as we sort ourselves by gender.
The trick was in the plumbing. Vote choice is secret in the United States but party registration is not, so the team took a national voter file covering roughly 185 million people and welded it onto a database of about 103 million employment profiles scraped from LinkedIn. Matching the two is hard, because there is no shared identifier, nothing so convenient as a date of birth, and people often go by a nickname professionally that bears little resemblance to the name on their registration. The researchers threw two methods at it: classical probabilistic record linkage, plus an embedding-based large language model pass to catch the Bobs who register as Robert. What came out the other end was 45.3 million matched workers, of which 31 million made the final cut.
The average Democrat’s coworkers are 11.7 percentage points more Democratic than the average Republican’s coworkers.
You might reasonably shrug at that. Of course a nurse in Portland has different colleagues from a driller in Odessa; that is geography and industry doing the work, not politics. So the team stripped those out, comparing only workers who live in the same census tract, work in the same industry, and hold the same occupation. The gap shrinks, but it doesn’t vanish: about 2.9 percentage points survives, which is almost exactly the same figure you get when you run the identical analysis on gender (2.8 pp).
The People Doing the Sorting
Who’s driving it? Broadly, the people who care most about politics and have the most freedom to act on it. Political donors are sorted about 27 per cent more than non-donors. Senior executives sit near the top of the distribution as well, at 14.7 pp, which invites an uncomfortable question about whether they are choosing their colleagues or their colleagues are choosing them.
Frake is careful about what this shows, but not especially coy. “For a lot of Americans, work is one of the few places left where they regularly cross paths with people who vote differently,” he said. “What surprised us is how much even that has sorted by party.”
The reason that matters is buried in some fairly old social psychology. Gordon Allport’s contact hypothesis holds that prejudice between groups tends to soften under specific conditions: roughly equal status, a shared goal, cooperation, and the backing of an authority figure. That list describes a workplace almost exactly. It does not describe a neighbourhood, where you and the man across the street can wave for fifteen years and never once cooperate on anything. So if the office is one of the last venues in American life where a Democrat and a Republican have to actually build something together, and if the office is sorting too, that is a wall developing a crack. Politics is not a protected class under federal law or in most states, so unlike race or gender this sorting faces almost no legal guardrails at all.
Two caveats: The sample skews white collar and college educated, because that’s who puts a profile on LinkedIn; the true nationwide figure could sit lower. And the study is descriptive, not causal.
Four Suspects, No Verdict
The paper cannot tell you whether workers are choosing copartisan employers, or employers are screening for copartisan hires, or political minorities are being converted by their colleagues, or simply leaving. All four would produce the same fingerprint in the data, and they are almost certainly all happening at once.
There is one counterintuitive result tucked in here, and it cuts against the standard narrative about polarisation. Republicans get far more exposure to the other side than Democrats do. The typical Republican’s workplace is about half Democratic; the typical Democrat’s is only about a third Republican. Partly that’s arithmetic, since Democrats make up a larger share of the employed workforce, but segregation then magnifies the imbalance. Cross-party contact, in other words, is not just scarce; it is unevenly rationed. And the big knowledge-economy metros come off surprisingly well, with all twenty of the largest MSAs showing less workplace segregation than their residential patterns alone would predict. San Jose, Seattle, Boston, Austin. The office, it seems, still mixes people that the neighbourhood does not.
The other half of Frake’s work makes the stakes plainer. In a separate study linking employment records to turnout for 28 million Americans, the team found that workplaces have their own civic cultures: when your coworkers vote at higher rates, you become more likely to vote yourself, an effect bigger than many door-knocking campaigns and strongest among people who normally stay home. It runs downhill too. Land in a low-turnout office and your own odds of voting fall. “Taken together, the findings suggest the workplace is both one of the last places Americans meet the other party and a force shaping whether they take part in democratic life at all,” Frake said.
What nobody has yet shown is the thing everyone wants to know: whether a politically mixed office actually softens anyone’s contempt for the other side, or whether the two camps simply agree not to discuss it and go back to the spreadsheet. Segregation has barely budged since 2012, roughly 11 points then and roughly 11 points now, which suggests this is structural rather than a passing spasm of Trump-era feeling.
- Study type: Observational, cross-sectional and panel analysis of linked administrative data; peer-reviewed, published in Nature Human Behaviour (22 June 2026)
- Data sources: L2 national voter file (~185M registered voters) merged with Revelio Labs employment profiles derived from LinkedIn (~103M workers), via ensemble probabilistic (Splink/FellegiโSunter) and LLM-based (GPT-4o-mini embeddings) record linkage
- Measure: Share of coworkers sharing a focal worker’s partisanship, defined at the employer ร metropolitan-statistical-area level
- Sample size: 45.3M matched workers overall; primary analysis on 37.2M positions held by 31.0M unique workers across 366 MSAs (โ18% of the US workforce)
- Time span: 2024โApril 2025 cross-section; position-year panel spanning 2012โ2024
- Benchmark comparison: Gender segregation, estimated with identical specifications
- Funding & conflicts of interest: University of Michigan Ross and University of Maryland Smith business schools; Michigan Year of Democracy Research Grant; NSF Graduate Research Fellowship. Authors declare no competing interests. Both data sources are proprietary commercial products and cannot be released
- Main limitation: The LinkedIn-derived sample heavily overrepresents white-collar, high-skill workers (Zone 4โ5 occupations are 25 points overrepresented), so estimates may be an upper bound. Findings are descriptive and cannot distinguish among the mechanisms producing segregation โ job-seeker sorting, employer discrimination, workplace socialization, or attrition of political minorities. Partisanship is imputed for roughly a third of workers, and 9 states supply no registration data at all. Not preregistered
Reference
Frake, J., Hurst, R., & Kagan, M. (2026). Political segregation in the US workplace. Nature Human Behaviour. https://doi.org/10.1038/s41562-026-02501-9
Frequently Asked Questions
Are Americans really segregated by politics at work?
Americans really are segregated by politics at work, and to a degree that rivals gender segregation. Across 31 million matched workers, the average Democrat’s coworkers were 11.7 percentage points more Democratic than the average Republican’s. Even comparing people who live in the same neighbourhood and hold the same job in the same industry, a roughly 2.9 point gap remains.
Is this just because Democrats and Republicans work in different industries?
It is not just because Democrats and Republicans work in different industries, though industry matters enormously: coal mining workplaces run about 70 per cent Republican while museums run about 23 per cent. When the researchers controlled for occupation, industry and even the worker’s home census tract, meaningful political sorting still survived, which means something beyond job choice is at play.
Why does workplace political segregation matter?
Workplace political segregation matters because the office is one of the few remaining places that meets the classic conditions for prejudice-reducing contact between groups: equal status, a shared goal, real cooperation and the support of an authority. Neighbourhoods rarely qualify. If the workplace sorts too, one of the last venues for sustained cross-party contact closes.
Do Republicans and Democrats experience this the same way?
Republicans and Democrats do not experience this the same way. The typical Republican’s workplace is roughly half Democratic, while the typical Democrat’s is only about a third Republican. Democrats outnumber Republicans in the employed workforce, and sorting then widens the gap, so exposure to the other party is rationed unevenly.
Can employers legally hire people based on their politics?
Employers can, in most of the United States, legally factor politics into hiring, because political affiliation is not a protected class under federal law or in most state law. That is a key difference from race, gender or age, and it means this form of workplace sorting operates with far fewer legal guardrails than other kinds.
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