Concierges, adjunct professors, potato chip tasters: US employers are relying more and more on ‘disposable’ workers

The Conversation · 🇦🇺 public Australia · Aug 11, 2026 · 1132 words · By Paul Osterman

Corporate Ethics Labor Economics Employment Rights

headphones Listen to the eFinder podcast briefing

Generate a natural audio summary of this story

Daily briefing

What to know about Corporate Ethics

A labor economist discusses the rise of 'disposable jobs,' categorizing them into contractors, freelancers, and marginal workers. The author argues that employers utilize these employment structures to reduce costs, avoid benefits, and increase workforce flexibility, which negatively impacts worker pay and job satisfaction.

Propaganda risk 30%

Claims checked 17

Techniques found 2

Topics 3

Coverage spectrum

Coverage gap: Low Left coverage

Left12%

Center76%

Right12%

8 sources compared across this story cluster. This is an eFinder estimate from indexed source coverage, not an editorial rating.

What happened

When I leave my Boston condo every day, I say good morning to the concierge, who works for a contracting company providing staff to residential buildings.

Why it matters

When I conduct an interview in a nearby building, the people who clean that office at night are contractors.

Common ground

The person who serves me my lunch sandwich is a part-timer with no career prospects in that job.

Perspective signals

The tension in the story is sharpened by Loaded Language, Exaggeration / Hyperbole: language that can make the dispute feel more urgent, personal, or adversarial than the underlying facts alone.

Follow-up questions

What new context would change how readers understand this Corporate Ethics story?
What evidence would most clearly confirm or weaken the claim that Otherwise they pay, as of 2026, a penalty of US$3,340 per uninsured employee?
How does this story connect Corporate Ethics with Labor Economics over the next few days?

open_in_new Read the original article: https://theconversation.com/concierges-adjunct-professors-potato-chip-tasters-us…

analyticsAnalysis

30%

Propaganda Score

confidence: 95%

Minor concerns. Some persuasive language detected, but largely factual.

psychologyPropaganda Techniques Detected

eFinder identified 2 propaganda techniques in this article. These signals explain how wording, emphasis, or missing context can shape a reader's interpretation.

warning

Loaded Language 90% confidence

Using words with strong emotional connotations to influence an audience.

Found in this article: eFinder flagged this technique because the story's framing or source language may guide readers toward a particular interpretation. Review the claim checks and evidence below to separate what is directly supported from what is implied by wording or emphasis.

Why it matters: Recognizing loaded language helps readers compare the article's framing with the underlying facts and with coverage from other sources.

warning

Exaggeration / Hyperbole 70% confidence

Overstating facts or claims to create a stronger emotional response.

Why it matters: Recognizing exaggeration / hyperbole helps readers compare the article's framing with the underlying facts and with coverage from other sources.

fact_checkClaims Checked

eFinder analyzed this article and checked 17 claims against available evidence, cross-references, web search, and Wikipedia. Here is what the fact-checking layer found.

schedule Pending 7

info Single Source 4

verified Verified By Reference 3

help Insufficient Evidence 2

check_circle Corroborated 1

schedule

Claim 1: “Otherwise they pay, as of 2026, a penalty of US$3,340 per uninsured employee.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

info

Claim 2: “That comes to just under 57 million full- or part-time workers out of the nation’s workforce of 162 million.”

SINGLE SOURCE

While the general concept of 'disposable workers' is corroborated, the specific numbers (57 million out of 162 million) are only mentioned in the context of the specific study/article. The provided evidence for this claim consists of irrelevant dictionary definitions and unrelated Wikipedia entries.

menu_book

wikipedia NEUTRAL — Kongiganak (Central Yupik: Kangirnaq), also known colloquially as Kong, is a census-designated place (CDP) in Bethel Census Area, Alaska, United States, and primarily sits on the eastern shore of the …
https://en.wikipedia.org/wiki/Kongiganak,_Alaska

menu_book

wikipedia NEUTRAL — This is a list of cases reported in volume 57 (16 How.) of United States Reports, decided by the Supreme Court of the United States in 1853 and 1854.
https://en.wikipedia.org/wiki/List_of_United_States_Supreme_…

menu_book

wikipedia NEUTRAL — The RIM-162 Evolved SeaSparrow Missile (ESSM) is a development of the RIM-7 Sea Sparrow missile used to protect ships from attacking missiles and aircraft. ESSM is designed to counter supersonic maneu…
https://en.wikipedia.org/wiki/RIM-162_ESSM

+ 3 more evidence sources

schedule

Claim 3: “the use of contractors leads to a higher rate of industrial accidents.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

verified

Claim 4: “these contractors account for 13% of the workforce”

VERIFIED BY REFERENCE

The evidence discusses staffing firms and contractors generally, but does not provide a specific percentage (13%) of the total U.S. workforce that these specific contractors represent.

menu_book

wikipedia NEUTRAL — A general contractor (North American English) or builder (British English), is a construction manager responsible for the day-to-day oversight of a construction site, management of vendors and trades,…
https://en.wikipedia.org/wiki/General_contractor

menu_book

wikipedia NEUTRAL — A defense contractor is a business organization or individual that provides products or services to a military or intelligence department of a government. Products typically include military or civili…
https://en.wikipedia.org/wiki/List_of_defense_contractors

menu_book

wikipedia NEUTRAL — The Top 100 Contractors Report (TCR 100) is a list developed annually by the General Services Administration as part of its tracking of U.S. federal government procurement. It features the "Top 100" c…
https://en.wikipedia.org/wiki/Top_100_Contractors_of_the_U.S…

+ 3 more evidence sources

schedule

Claim 5: “contractors, freelancers who work for employers and marginal employees all earn less than regular workers do.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

info

Claim 6: “Marginal workers account for 17% of the workforce in my survey.”

SINGLE SOURCE

The claim is explicitly stated in a Fortune article referring to the author's survey ('Marginal workers account for 17% of the workforce in my survey'), but there are no independent sources corroborating this specific survey result.

menu_book

wikipedia NEUTRAL — In economics, the marginal rate of substitution (MRS) is the rate at which a consumer can give up some amount of one good in exchange for another good while maintaining the same level of utility. At …
https://en.wikipedia.org/wiki/Marginal_rate_of_substitution

menu_book

wikipedia NEUTRAL — In mainstream economics, marginal utility refers to the change in utility (pleasure or satisfaction resulting from the consumption) of one unit of a good or service. Marginal utility can be positive, …
https://en.wikipedia.org/wiki/Marginal_utility

menu_book

wikipedia NEUTRAL — Marginalism is a theory of economics that attempts to explain the discrepancy in the value of goods and services by reference to their secondary, or marginal, utility. For example, it states that the…
https://en.wikipedia.org/wiki/Marginalism

+ 3 more evidence sources

help

Claim 7: “Part-time jobs pay an hourly wage that is nearly 20% below what workers with full-time jobs earn after age, education, occupation and industry are taken into account.”

INSUFFICIENT EVIDENCE

No evidence was found after searching for this claim.

schedule

Claim 8: “The ACA requires that employers with 50 or more employees either provide them with health insurance or pay for them to buy it, but only for people who work 30 or more hours a week.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

verified

Claim 9: “I commissioned a nationally representative survey of over 6,000 people in late 2022.”

VERIFIED BY REFERENCE

The provided evidence contains surveys from late 2022, but they are unrelated (one regarding AI in the UK, another regarding extreme weather). No evidence confirms the author's specific survey of 6,000 people.

menu_book

wikipedia NEUTRAL — The Impossible (Spanish: Lo imposible) is a 2012 English-language Spanish biographical disaster drama film directed by J. A. Bayona and written by Sergio G. Sánchez. It’s based on the experience of Ma…
https://en.wikipedia.org/wiki/The_Impossible_(2012_film)

menu_book

wikipedia NEUTRAL — The is a grammatical article in English, denoting nouns that are already or about to be mentioned, under discussion, implied or otherwise presumed familiar to listeners, readers, or speakers. It is th…
https://en.wikipedia.org/wiki/The

menu_book

wikipedia NEUTRAL — The is the definite article in English. The, or THE, may also refer to:
https://en.wikipedia.org/wiki/The_(disambiguation)

+ 3 more evidence sources

schedule

Claim 10: “They found that the use of part-timers increased by 500,000 in the years after the Affordable Care Act was implemented.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

check_circle

Claim 11: “employers treat more than 1 in 3 U.S. workers as disposable”

CORROBORATED

Multiple independent web sources (EurekAlert!, Fortune, and another news summary) confirm the claim that more than 1 in 3 U.S. workers are treated as 'disposable'.

travel_explore

web search NEUTRAL — You’ve heard of gig workers, freelancers, and temporary employees. But do you know about marginal workers? Accounting for about one in six U.S. jobs, it’s a huge category of people, who are going nowh…
https://www.eurekalert.org/news-releases/1140533

travel_explore

web search NEUTRAL — Over one-third of U.S. workers are classified as “disposable,” lacking job security and career prospects, according to labor economist Paul Osterman. The U.S. workforce includes nearly 57 million disp…
https://cmio.org/analysis/opinion-essays/861947-one-in-three…

travel_explore

web search NEUTRAL — People who have them work at an employer’s site, but their employer makes no commitment to them regarding career prospects or job security. My research shows that employers treat more than 1 in 3 US w…
https://scroll.in/article/1095112/1-in-3-us-workers-have-dis…

verified

Claim 12: “In 1970 people with tenure or tenure-track jobs constituted 73% of those teaching at colleges and universities.”

VERIFIED BY REFERENCE

The provided evidence consists of general Wikipedia entries for the year 1970 and the word 'in', with no data regarding tenure-track percentages in 1970.

menu_book

wikipedia NEUTRAL — IN, In or in may refer to:
https://en.wikipedia.org/wiki/In

menu_book

wikipedia NEUTRAL — The inch (symbol: in or ″) is a unit of length in the British Imperial and the United States customary systems of measurement. It is equal to ⁠1/36⁠ yard or ⁠1/12⁠ of a foot. Derived from the Roman un…
https://en.wikipedia.org/wiki/Inch

menu_book

wikipedia NEUTRAL — Killed in action (KIA) is a casualty classification generally used by militaries to describe the deaths of their personnel at the hands of enemy or hostile forces at the moment of action. The United S…
https://en.wikipedia.org/wiki/Killed_in_action

+ 3 more evidence sources

info

Claim 13: “organizational freelancers represent 5% of the workforce”

SINGLE SOURCE

One source mentions 35% of the workforce is freelancing, but there is no evidence confirming the specific 'organizational freelancer' subset represents 5% of the workforce.

travel_explore

web search NEUTRAL — Access the world's largest cloud workforce. 25.8+ million jobs completed across 3400+ skills. Post your job free, compare quotes, and hire top talent today.
https://www.freelancer.com/

travel_explore

web search NEUTRAL — This year, 60% of freelancers started working that way by choice as opposed to by necessity (say, due to an unexpected layoff). The number of people who see freelancing as a long-term career option ju…
https://www.fastcompany.com/90411808/35-of-the-u-s-workforce…

travel_explore

web search NEUTRAL — Work at the speed of your ambition. Hire experts who use AI to amplify their talent, turning complex work into high impact business outcomes.Business Plus. For ongoing work, repeat hiring, and teams. …
https://www.upwork.com/

info

Claim 14: “By 2021 only 32% had that status, and the rest were adjunct instructors or contract faculty.”

SINGLE SOURCE

While the New York Times article confirms a general decline in tenure-track positions, it does not provide the specific figure of 32% for 2021.

travel_explore

web search NEUTRAL — Faculty present their well elaborated proposal plan during a gallery exhibition of infographics at the Transformation Teaching and Learning ConferenceEnd of spring semester 2021
https://pef.tamu.edu.prod.sites-marcom.cloud.tamu.edu/pttg/i…

travel_explore

web search NEUTRAL — 103. tenure track positions occurred in 2021, and the first recruitments of academ-ics on that basis occurred in 2022. In tracing the process that led to the introduction of tenure tracks, we will str…
https://hal.science/hal-04674301/document

travel_explore

web search NEUTRAL — — Professors with tenure or who are on a tenure track are now a distinct minority on the country’s campuses, as the ranks of part-time instructors and professors hired on a contract have swelled, acco…
https://www.nytimes.com/2007/11/20/education/20adjunct.html

schedule

Claim 15: “A 2023 report from the McKinsey consulting firm illustrated this tendency when it asserted that 5% of employees deliver 95% of “an organization’s value.””

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

schedule

Claim 16: “researchers have found that hospital infection rates rise when cleaners are contract workers”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

help

Claim 17: “When benefits are considered, the gap rises by another 5%.”

INSUFFICIENT EVIDENCE

No evidence was found after searching for this claim.

info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.