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A labor economist's survey puts just under 57 million people in jobs with no career track and no security. The largest category is not contractors or gig drivers but ordinary employees.
The Investor · Invest desk

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A labor economist writing in Fortune says employers now treat more than one in three American workers as disposable: just under 57 million full- and part-time people out of a workforce of 162 million [3]. That figure matters less as a headline than as an accounting problem, because the largest component of it never appears on a vendor invoice [7].
The author, whose book "Disposable Workers: The Transformation of Employment" is the basis for the essay, defines a disposable job as one where the person works at an employer's site but the employer makes no commitment on career prospects or job security [1][2]. The estimate rests on a commissioned nationally representative survey of more than 6,000 people conducted in late 2022, plus interviews with nearly 100 workers, employers and policymakers [4].
The breakdown is where the operating implications sit. Contractors employed by a staffing firm and placed at a client site - temp office staff, cleaners, security guards, and at the high-paid end travel nurses - are 13% of the workforce [5]. Freelancers working for organizations without being employees, including rideshare and delivery drivers, programmers and freelance journalists, are 5% [6]. "Marginal workers," who are actual employees of the company but have no career path and whose jobs have high turnover designed in, are 17% [7]. The three add to 35%, which against a 162 million workforce is about 56.7 million people [8]. Marginal work is roughly half the total on its own [9].
That is the part most workforce models get wrong. Contingent spend that runs through a staffing agency is visible; it has a rate card and a procurement owner. Marginal roles look standard on the org chart. The author's examples are staff attorneys hired off the partner track to do case-specific grunt work with no commitment if business lags, and adjunct and contract faculty who teach without job security or a route to tenure [10]. On the academic side the shift is documented: 73% of those teaching at U.S. colleges and universities held tenure or tenure-track posts in 1970, against 32% in 2021 [11]. The non-tenure-track share therefore went from 27% to 68%, roughly two and a half times, in five decades [12].
The cost arithmetic behind part-time marginal work is blunt. Part-time hourly pay runs nearly 20% below full-time pay after adjusting for age, education, occupation and industry, and counting benefits widens the gap by another 5 points [13]. Higher turnover is treated as a second benefit, not a cost: it lets employers resize the workforce without layoffs and avoids spending on career development [14]. A team led by professor Susan Lambert interviewed 88 low-wage employers and found many using part-time work for flexibility, with one manager saying of temps: "We don't need them. Wait a day for turnover" [15].
Read the number with its definition attached. The 57 million is one researcher's classification, built on self-reported survey data now more than three years old, and the 17% marginal category is the judgment call doing most of the work [3][4][7]. Someone using a narrower definition of contingent work would report a much smaller total.
What to watch: whether your own headcount reporting can separate career-track from marginal roles at all, because if it cannot, the churn cost is being booked as recruiting overhead rather than as the price of the flexibility it buys [14]. Also worth noting for anyone who thinks this is confined to low-wage service work: per the same author, the tasters PepsiCo hires to test its chips are contractors [16].
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Ranked by verification strength, evidence, and original report placement.
The author's research shows employers treat more than 1 in 3 U.S. workers as disposable, coming to just under 57 million full- or part-time workers out of a national workforce of 162 million.
The findings rest on a commissioned nationally representative survey of over 6,000 people in late 2022, plus interviews with nearly 100 workers, employers and policymakers.
A second employer advantage of part-timers cited by the author is higher turnover, which provides an easy path to adjust workforce size and lets employers avoid investing in career development.
The Fortune essay's author identifies as a labor economist and says the argument comes from a new book, "Disposable Workers: The Transformation of Employment," explaining why the shift is happening, what forms it takes, how common it is, the consequences, and what can be done.
The author defines "disposable jobs" as jobs where people work at an employer's site but the employer makes no commitment to them regarding career prospects or job security.
Category one: contractors employed by a staffing firm but working at a client's site, such as temporary office workers, building cleaners and security guards, with some like travel nurses highly compensated; the survey puts them at 13% of the workforce.
Evidence-backed comparisons of source perspectives and observed adoption signals. Read the methodology
Which Builder, Operator, and Investor concerns the observed source mix emphasized—not a truth score.
Evidence, demonstrated adoption, hype gap, incentives, and confidence are assessed independently, each on its own current evidence. How these are measured.
One self-authored essay; core numbers unverifiable in cluster
The entire cluster is a single first-person essay. Its central estimate comes from a commissioned survey of over 6,000 people plus nearly 100 interviews, which is a real evidence base but is described without instrument, weighting, margin of error or accessible microdata, and was fielded in late 2022 for a 2026 publication. Internal arithmetic checks out (13+5+17 = 35% of 162 million ≈ 56.7 million), which is the strongest verifiable element. Secondary statistics — the 73%-to-32% tenure-track decline and the near-20% part-time wage gap — are asserted without citations, and a named-company staffing claim about PepsiCo chip tasters is pure anecdote. No independent source corroborates anything.
No adoption signal in cluster
This is a labor-economics argument, not a shippable artifact. The supplied source records no release, deployment, benchmark, pricing or license event, and no third party is shown adopting, citing or acting on the book's framework or its "disposable worker" taxonomy. Survey prevalence percentages describe a labor market, not uptake of anything in this story, so no adoption score can be computed without inventing facts.
Headline certainty outruns single-source, definition-sensitive data
The framing — "1 in 3 U.S. workers is disposable," nearly 57 million people, even chip tasters — is stated as established fact when it rests on one author's unpublished survey and on a category ('marginal workers') he defines himself, whose 17% share supplies roughly half the total and which by his own account includes jobs that 'look standard' and carry normal benefits. Boundary choices such as excluding freelancers who serve individuals show how movable the aggregate is. The gap is moderate rather than severe because the arithmetic is coherent, methodology is at least described, the book-based provenance is disclosed up front, and the substantive mechanisms (part-time cost gaps, turnover-as-flexibility, ACA hour thresholds) are argued rather than merely asserted.
Book-launch essay by the researcher himself
The author is promoting a newly published book whose thesis is the story, and the essay is written in the first person with the book named and its scope advertised. That creates a direct interest in a memorable, maximal headline number and in a taxonomy that only his own work can supply. The incentive is openly disclosed rather than hidden, and no commercial vendor, staffing firm or advocacy funder appears in the cluster, but the cluster contains no counterparty — no employer, staffing industry or statistical agency voice — to offset it.
Low-moderate: coherent argument, unverifiable core, no triangulation
Confidence is limited chiefly by cluster structure: one publisher, one item, one interested author, and no independent data to test the load-bearing numbers. What supports the middle of the range is that the argument is internally consistent, the methodology is at least described, provenance is disclosed, and one strand (the Lambert team's 88 employer interviews with direct quotation) is externally attributed. The attributional claims — what the author says and defines — are firmly supported; the empirical magnitudes are not independently established.
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