White-Collar · Obsolescence report
Will AI replace white-collar jobs?
AI is hitting white-collar work harder than any previous wave of automation, because so much office work is reading, writing and analysis. It is not replacing white-collar jobs wholesale, but it is replacing a large share of the tasks inside them.
Doomed
Across the 82 white-collar roles below, AI exposure averages 59% (Doomed). The most exposed is data entry clerk at 83%; the safest is artist at 41%.
For decades, automation mostly changed factory and manual work. AI flips that. Desk jobs built on documents, data and email are the most exposed, while hands-on work is the most protected.
The ranking below covers every desk-based job in the Obsolescence Index: roles where most of the work happens on a screen.
82 White-Collar jobs ranked by AI exposure
Most at risk
- Data Entry Clerks (83%): typing information from forms and documents into systems is already automating.
- Medical Transcriptionists (80%): transcribing dictated clinical notes is already automating.
- Proofreaders (76%): catching spelling, grammar, and punctuation errors is already automating.
Safest
- Artists (41%): a recognizable personal style and point of view stays human.
- Fashion Designers (43%): taste and a coherent brand vision stays human.
- Architects (44%): balancing a client's dream, a budget, and the laws of physics stays human.
Where white-collar work goes
The average split of a working week across these roles, and how exposed each kind of task is to AI:
| Task type | Share of time | AI exposure |
|---|---|---|
| Writing & drafting | 14% | High |
| Data entry & processing | 10% | High |
| Routine analysis & reporting | 9% | High |
| Research & synthesis | 9% | High |
| Scheduling & admin | 8% | High |
| Judgment & strategy | 15% | Low |
| Creative & design work | 8% | Medium |
| Writing code | 6% | High |
| Scripted customer communication | 6% | High |
| Trust & relationships | 11% | Low |
| Licensed accountability | 3% | Low |
How to stay ahead
Find the tasks in your week that are repetitive reading, writing or analysis, hand them to AI, and reinvest the time in judgment, relationships and responsibility. Those are the parts of office work that hold their value.
Tools for the most exposed work: AI Writing, Automation & Agents, Productivity.
Get your personal score
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Will AI take my job? →Questions the Humans Keep Asking
Will AI replace white-collar jobs?
AI is hitting white-collar work harder than any previous wave of automation, because so much office work is reading, writing and analysis. It is not replacing white-collar jobs wholesale, but it is replacing a large share of the tasks inside them. Across the 82 white-collar roles below, AI exposure averages 59% (Doomed). The most exposed is data entry clerk at 83%; the safest is artist at 41%.
Which white-collar jobs are most at risk from AI?
By task exposure: data entry clerks (83%), medical transcriptionists (80%), proofreaders (76%).
Which white-collar jobs are safest from AI?
By task exposure: artists (41%), fashion designers (43%), architects (44%).
Which white-collar jobs will AI replace first?
Data entry, routine customer support, basic content writing and transcription are the most exposed, because they are almost entirely digital and repetitive.
Are any white-collar jobs safe from AI?
Roles that combine judgment, leadership and legal accountability, such as executives, judges and senior managers, are the least exposed.