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Product Independently confirmed3 publishers 3 min read Published Updated

Nairobi's essay trade now sells detector evasion instead of essays

Researchers counted at least 40,000 people in Nairobi writing other people's coursework early this decade. The trade is close to gone, and the work that still pays is rewriting model output by hand until the software cannot tell.

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What happened

  • Kenya adopted a ten-year National Digital Masterplan built around outsourcing and gig work in 2022, the same year OpenAI released ChatGPT.
  • Researchers estimated at least 40,000 people in Nairobi were paid to do other people's homework at the trade's peak early this decade, and it has since shrunk to almost nothing.
  • Transcription went first: Frida Mwangi started that work in 2015 and saw it begin drying up from 2017, because transcription was among the earliest jobs software could do.

Why it matters

  • What it limits constraint The national plan's escape route for the 100,000-plus graduates arriving each year runs through exactly the platform task categories the completion index is climbing, so the room it leaves narrows as the score rises.
  • Who has to decide decision Anyone buying a written deliverable now has to establish whether a person or a piece of software grades it, because when the grader is software the vendor's real product becomes clearing the check and the rate card follows that.
  • What it sets up precedent Mwangi's sequence sets the expectation for what "just clean up the model output" does to a rate: the pay cut arrived first and the contract ended anyway, showing that post-editing pay keeps falling before the work disappears entirely.
  • What doesn't add up contradiction Sama's cutback and Scale AI's Kenyan withdrawal followed a pay-and-conditions backlash rather than model capability, so the reporting's cleanest AI-caused loss is essay writing specifically, not Kenyan outsourcing as a whole.

Teresios Bundi's first online assignment paid $7 for three hours: a two-page essay on the health benefits of a fruit he had never heard of, for a student he knew nothing about [6]. That works out at about $2.33 an hour [20]. He estimates he wrote more than 2,500 essays over twelve years, sometimes three in a day, while finishing his own public health degree [7]. By the time he was running his own operation he charged $40 to $70 a paper, six to ten times his first fee [8][21], and had rented a house near a university with desks and mattresses so the writers he hired could work between classes [8]. It paid at least five times what public health would have [9].

The trade did not disappear so much as change what it sells. The jobs that remain are mostly for people who edit AI-written papers so they will not trip the detection software universities now run [10], and one writer told the New York Times that business is as good as ever: she drafts with a model and rewrites by hand [11]. The buyer's test moved from a reader to a checker, and the paid skill moved with it.

There is a rehearsal for this in the same city. Frida Mwangi took up transcription in 2015 and watched the work start drying up from 2017 [3]. Her employers' fix was to have her run the audio through AI and correct the output; her wages fell, and she found the correcting slower than typing from scratch, because the models mangled medical terms [4]. The contracts went anyway. "My job went completely," she told the Times [4].

The forward-looking number in the reporting is an index run by Scale AI and the Center for AI Safety, which scores how much online freelance work leading models can actually complete across categories like product design and data analysis. It read 2.5% last October and 16% by July [12], a 6.4x increase in nine months [19]. That measures what models can finish, not what clients stopped buying from humans, and Scale AI is not a neutral party to the market it is scoring: it discontinued some of its own Kenyan operations, and Sama, which hired Kenyans to moderate content for Meta, cut back after a backlash over pay and conditions [14].

The sizing of the essay collapse is thinner than it first looks. There is one researchers' estimate at the peak and a qualitative "almost nothing" after it, with no second count [2]. What the evidence does carry is the sequence, and the sequence is specific: a deliverable graded by software, then a post-editing rate, then no work.

The policy sits on top of that. Kenya began training graduates for freelance platforms in 2016 [15], and more than 100,000 students leave its universities every year [17]. John Tanui, principal secretary at the responsible ministry, told the Times he stands by Kenya's potential as an outsourcing hub and said it would unlock opportunities for young people [16]. Mark Graham, the Oxford professor who studies the global gig economy, put it to the Times as "A.I. has come in and taken big chunks of these labor markets," and said Kenya will not be the only place [13].

For anyone buying or selling a text service line, what settles it is who inspects the deliverable: a person who will notice, or software that returns a score, and whether the staffing plan is now described as fixing what the model got wrong. Software plus post-editing put Mwangi in that position by 2017: her pay fell first, and the contract ended anyway [4]. A human inspector who will notice keeps a bill you can defend. Nairobi's surviving niche is the other case: it exists because universities keep paying for detectors [10], which is a thinner thing to depend on than the students.

What to watch

  • Whether the Scale AI and Center for AI Safety index posts a completion rate above 16% for the platform task categories Kenya's plan targets.
  • Whether universities keep buying AI detection software, since the surviving humanising work is priced against it.
  • Whether the ministry revises the 2022 masterplan's outsourcing targets or Tanui's stated position holds through the next planning cycle.

Clarity's read

What the record supports and how the coverage leans. The claims behind it follow.

Reality

Evidence55
Adoption40
Hype gap+25
Incentives30
Confidence60

Perspective Coverage

3 publishers
Builder
Builder 20%
Operator
Operator 50%
Investor
Investor 30%
Why these scores

Claim ledger

Ranked by verification strength, evidence, and original report placement.

  1. [1]

    Adam Satariano and Paul Mozur reported the story from Nairobi for the New York Times with Edwin Okoth.

    Reported SupportedView cited source
  2. [2]

    At its peak early this decade, researchers estimated at least 40,000 people in Nairobi were paid to do other people's homework; the industry has since shrunk to almost nothing.

    Reported SupportedView cited source
  3. [3]

    Frida Mwangi turned to transcription in 2015 while raising four children, and from 2017 the work began drying up because transcription was among the first jobs software could do.

    Reported SupportedView cited source
  4. [4]

    Mwangi's wages fell; employers told her to run audio through AI and fix what it got wrong, which she found slower than transcribing herself because the models mangled medical terms, and the jobs went anyway. She said: "My job went completely."

    Reported SupportedView cited source
  5. [5]

    In 2022 Kenya adopted a ten-year National Digital Masterplan that leaned further into outsourcing and gig work; OpenAI released ChatGPT the same year.

    Reported SupportedView cited source
  6. [6]

    Teresios Bundi's first assignment earned $7 for three hours: a two-page essay on the health benefits of a fruit he had never heard of, for a student he knew nothing about.

    Reported SupportedView cited source
  7. [7]

    Bundi estimates he wrote more than 2,500 essays over twelve years, sometimes three a day, while completing his own public health degree.

    Reported SupportedView cited source
  8. [8]

    Bundi started a business charging $40 to $70 a paper, renting a house near a university and filling it with desks, fast internet and mattresses for the students he hired, who wrote between classes.

    Reported SupportedView cited source
  9. [9]

    The essay work paid at least five times what public health would have paid Bundi.

    Reported SupportedView cited source
  10. [10]

    Essay work has not vanished entirely; the jobs that remain are mostly for people who edit AI-written papers so they will not trip the detection software universities now run.

    Reported SupportedView cited source
  11. [11]

    One writer, who gave the Times only her first name because she fears for her future job prospects, says business is as good as ever; she drafts with AI and rewrites by hand.

    Reported SupportedView cited source
  12. [12]

    Scale AI and the Center for AI Safety run an index measuring how much online freelance work leading models can actually complete, across things like product design and data analysis; last October the models managed 2.5% of the tasks, and by July they managed 16%.

    Reported SupportedView cited source
  13. [13]

    Mark Graham, an Oxford professor who studies the global gig economy, told the Times "A.I. has come in and taken big chunks of these labor markets," and said Kenya will not be the only place.

    Reported SupportedView cited source
  14. [14]

    Kenya's outsourcing boom drew a backlash over pay and conditions and some of it retreated on its own: Sama, which hired Kenyans to moderate content for Meta, cut back, and Scale AI discontinued some Kenyan operations.

    Reported SupportedView cited source
  15. [15]

    Cheap high-speed internet reached Kenya around 2009, and in 2016 the state began training university graduates to work the freelance platforms.

    Reported SupportedView cited source
  16. [16]

    John Tanui, principal secretary at the responsible ministry, told the Times he stands by Kenya's potential as an outsourcing hub and said it would unlock opportunities for young people.

    Reported SupportedView cited source
  17. [17]

    More than 100,000 students graduate from Kenyan universities each year.

    Reported SupportedView cited source
  18. [18]

    Roughly 80% of work in Kenya's economy is informal, youth unemployment runs above 25%, and around 40% of the country's 54 million people live in poverty.

    Reported SupportedView cited source
  19. [19]

    The Scale AI and Center for AI Safety completion rate rose 6.4-fold in the nine months from last October to July.

    Derived Supported
  20. [20]

    Bundi's first assignment paid about $2.33 an hour.

    Derived Supported
  21. [21]

    Bundi's own per-paper price of $40 to $70 was about six to ten times the $7 he was paid for his first assignment.

    Derived Supported

Sources

3 independent publishers whose own reporting we read for this story.

  1. digitaltrends.com

    1 article · September 6, 2026

    AI burned a lifeline job for thousands in a poor African nation and raised another crisis - Digital Trends
  2. gizmodo.com

    1 article · September 7, 2026

    Spare a Thought for the Kenyan Essay Writers Who Used to Help Students Cheat Before AI
  3. thenextweb.com

    1 article · September 6, 2026

    Kenya bet its graduates on gig work in 2022. ChatGPT launched that year

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