Log Graders and Scalers by the numbers
- MEDIAN WAGE
- $46,330 /year
- JOB GROWTH 2024–34
- -0.7% (US avg +3.1%)
- US EMPLOYMENT
- 3,070 jobs
- AI HORIZON (THEORETICAL)
- 39 /100
Across all measured AI usage (dataset-wide, not specific to this occupation), about 43% is automation — AI doing a task — while 57% is augmentation, AI assisting a person.
Sources: BLS OEWS May 2025 · BLS Employment Projections 2024–34 · Anthropic Economic Index (CC-BY) · Felten et al. AIOE · Methodology
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Frequently asked questions
Will AI replace Log Graders and Scalers?
No data source can answer that with certainty — what we can measure is overlap. Log Graders and Scalers score 1/100 on observed AI exposure (how much of the job's tasks appear in real AI usage today) and 39/100 on theoretical exposure as tools improve. High exposure historically means tasks get reshaped and redistributed rather than jobs simply disappearing.
How much do Log Graders and Scalers earn in the US?
The national median wage for Log Graders and Scalers is $46,330 per year (BLS OEWS, May 2025).
Is the job market for Log Graders and Scalers growing or shrinking?
BLS projects employment for Log Graders and Scalers to change by -0.7% between 2024 and 2034 (national average: +3.1%). About 3,070 people held this job in 2024.
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