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45-4023.00

Log Graders and Scalers

Grade logs or estimate the marketable content or value of logs or pulpwood in sorting yards, millpond, log deck, or similar locations. Inspect logs for defects or measure logs to determine volume.

9.3OUT OF 10SAFEHIGH RISK
High Risk

The bots have your desk already — start pivoting

Top 3% most at-risk occupations we track

Frey & Osborne (2013) estimated 97% probability of automation for this role
paper →
Top 3%
most at-risk
28
jobs riskier than this
-0.7%
projected growth

Disruption Vector

Disruption Type

Physical Robots

Physical robotics, autonomous machines, and automated equipment are the main threat to the physical tasks in this occupation.

Log graders and scalers measure and classify timber for quality and volume where AI imaging systems and lidar-based measurement tools are being deployed in sawmill receiving yards to automate grading. Knowledge of wood defects in complex or unusual logs, negotiation with loggers, and managing grading disputes retain human value. By 2027, automated scaling at large sawmills reduces headcount while specialty timber operations and field scaling in remote environments remain human-dependent.

Disrupted byBoston DynamicsAmazon RoboticsTesla Optimus

Salary & Job Outlook

Median Annual Pay
$46,710
US Bureau of Labor Statistics
10-Year Job Growth
-0.7%
Little or no change
Education Required
High school diploma or equivalent
Job Zone 2 / 5

AI Risk Timeline

9.3
10.0
10.0
10.0
Today
5 Years
10 Years
20 Years

Projection model: Based on current AI capability growth rates. High-risk occupations are projected to see compounding automation pressure, while human-centric roles show slower risk accumulation. These are statistical projections, not guarantees.

Skills Analysis — AI Vulnerability

AI can replicate (0)
AI-resistant (1)
Mixed
Active Listening65%
Speaking60%
Coordination62%
Monitoring58%
Time Management55%

Career Pivot Paths

If you're a Log Graders and Scalers, consider pivoting toward these lower-risk roles:

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Log Graders and Scalers

9.3
/ 10
High Risk
93% automation risk

"Your job is so automatable, AI finished this analysis before you loaded the page."

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LOG GRADERS AND SCALERS
9.3

/ 10

HIGH RISK

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You're more at risk than a Environmental Engineers (score: 1.7). Maybe it's time to rethink.

This analysis is for informational purposes only and is based on statistical models and academic research. It does not constitute career advice and is not a guarantee of future employment outcomes. AI impact varies significantly by employer, region, and individual circumstances. Learn about our methodology →