Adaptation · Labour & consumers
Freelance writing earnings after ChatGPT (Upwork)
Change in monthly earnings for writing-related freelancers on Upwork after ChatGPT's release relative to less exposed categories, from Hui, Reshef and Zhou, with the jobs effect alongside.
Reason through thisThe reading
Five percent off earnings and two percent off jobs for the workers most exposed to a text generator. Real, small, early.
1 reading drawn from cepr_voxeu.upwork_writing_freelancers.monthly_earnings_change.pt, one of 3 series listed under How it is measured; 3 observations in the evidence.
Source: CEPR VoxEU columns (via Wayback; cepr.org 403s bots). CEPR VoxEU.
The numbers
| as of | reading | value | record |
|---|---|---|---|
| 2023-12-01 | upwork writing freelancers | -5.2% | estimate |
Why it matters
The most substitutable work on the most measurable platform. If displacement shows anywhere first, it is here, and it shows as single digits.
What cuts against it
One platform; short window after release; the comparison categories were also exposed; later models may widen the effect.
How it is measured
- series
cepr_voxeu.upwork_writing_freelancers.monthly_earnings_change.pt - series
cepr_voxeu.upwork_writing_freelancers.monthly_jobs_change.pt - series
wustl_olin.upwork_writing_freelancers.monthly_earnings_change.pt - source CEPR VoxEU columns (via Wayback; cepr.org 403s bots) · default tier 6 · CEPR; short quotation
- source WashU Olin Business School news · default tier 6 · WashU; short quotation
- proxy welfare, deployment · cadence annual · valve adoption to adaptation
Normal = declines under 10% in the most substitutable freelance categories, a tool effect at the margin; fast = a 20% or worse collapse in freelance earnings. Between is `emerging`.
Applied to cepr_voxeu.upwork_writing_freelancers.monthly_earnings_change.pt.
Latest readings
- 2023-12-01 upwork_writing_freelancers · -5.2%as of 2023-12-01
Why this status, and its history
Evaluator: -0.052 (CEPR VoxEU columns (via Wayback; cepr.org 403s bots), 2023-12-01) is inside the consistent band (lo=-0.1 hi=0). Auto-reason; band rationale: Normal = declines under 10% in the most substitutable freelance categories, a tool effect at the margin; fast = a 20% or worse collapse in freelance earnings. Between is `emerging`.
- 2026-09-10unmeasured to consistent with normalconf — → 70 · the evaluator (automatic)
Evaluator: -0.052 (CEPR VoxEU columns (via Wayback; cepr.org 403s bots), 2023-12-01) is inside the consistent band (lo=-0.1 hi=0). Auto-reason; band rationale: Normal = declines under 10% in the most substitutable freelance categories, a tool effect at the margin; fast = a 20% or worse collapse in freelance earnings. Between is `emerging`.
source1
Why this confidence
Rests on 3 observations from CEPR VoxEU columns (via Wayback; cepr.org 403s bots), WashU Olin Business School news; best evidence tier 6, grade B; current.
Confidence is independent of status: 90–95 multiple strong independent sources; 70–89 good evidence, some ambiguity; 50–69 mixed or hard to operationalise; 0–49 limited or vague evidence.