Takeover Tracker
9%low risk
Athletes and Sports Competitors
vs

49 shared · 39 different

core competencies

46%medium risk
Log Graders and Scalers

Side-by-Side Comparison

MetricAthletes and Sports CompetitorsLog Graders and Scalers
Risk Score9.2%46.2%
Risk TierLow RiskMedium Risk
Risk Percentile0th93th
Tasks at Risk (>50%)1 / 99 / 14
Median Salary$62,360$46,710
Employment14K3K

Skill Comparison

|

Sorted by largest difference

Stamina
Personnel and Human Resources
Dynamic Strength
Gross Body Coordination
Developing Objectives and Strategies
Production and Processing
Analyzing Data or Information
Coaching and Developing Others
Static Strength
Performing General Physical Activities
Extent Flexibility
Gross Body Equilibrium

Protective Factors

Higher values indicate stronger protection against AI displacement

Athletes and Sports Competitors

32%

total discount

Log Graders and Scalers

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Athletes and Sports Competitors

1 of 9 at risk
53%Assess performance following athletic competition, identifying strengths and weaknesses and making adjustments to improve future performance.
37%Maintain equipment used in a particular sport.
17%Represent teams or professional sports clubs, performing such activities as meeting with members of the media, making speeches, or participating in charity events.
15%Receive instructions from coaches or other sports staff prior to events and discuss performance afterwards.
15%Lead teams by serving as captain.

Log Graders and Scalers

9 of 14 at risk
88%Weigh log trucks before and after unloading, and record load weights and supplier identities.
86%Record data about individual trees or load volumes into tally books or hand-held collection terminals.
86%Measure felled logs or loads of pulpwood to calculate volume, weight, dimensions, and marketable value, using measuring devices and conversion tables.
84%Evaluate log characteristics and determine grades, using established criteria.
84%Identify logs of substandard or special grade so that they can be returned to shippers, regraded, recut, or transferred for other processing.

Wage Comparison

Log Graders and Scalers earns -$15,650(-25%) vs Athletes and Sports Competitors
Athletes and Sports CompetitorsLog Graders and Scalers
10th
$24,960$35,050
25th
$36,750$38,390
Median
$62,360$46,710
75th
$130,770$56,200
90th
$239,200$63,370

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Athletes and Sports Competitors2028–2035
Log Graders and Scalers2028–2035
20242030203520402045

Athletes and Sports Competitors has a longer runway before significant displacement, projected 0 years later than Log Graders and Scalers.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Athletes and Sports Competitors

$56,623

from $62,360

Log Graders and Scalers

$25,139

from $46,710

After adjusting for AI risk, Athletes and Sports Competitors offers $31,484 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Athletes

0

Unique to Log

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Decision Complexity
Creativity
Social Intelligence
Fine Manipulation
Athletes and Sports CompetitorsLog Graders and Scalers
Find transitions from Athletes and Sports CompetitorsFind transitions from Log Graders and Scalers