Takeover Tracker
vs

43 shared · 13 different

core competencies

Side-by-Side Comparison

MetricTool Grinders, Filers, and SharpenersSawing Machine Setters, Operators, and Tenders, Wood
Risk Score38.5%34.3%
Risk TierMedium RiskMedium Risk
Risk Percentile77th63th
Tasks at Risk (>50%)8 / 152 / 15
Median Salary$48,970$39,950
Employment6K43K

Skill Comparison

|

Sorted by largest difference

Organizing, Planning, and Prioritizing Work
MathematicsAI-Vulnerable
Controlling Machines and Processes
English Language
Operating Vehicles, Mechanized Devices, or Equipment
Making Decisions and Solving Problems
Documenting/Recording Information
Near Vision
Inspecting Equipment, Structures, or Material
Operation Monitoring
Equipment MaintenanceAI-Resistant
Operation and Control

Protective Factors

Higher values indicate stronger protection against AI displacement

Tool Grinders, Filers, and Sharpeners

27%

total discount

Sawing Machine Setters, Operators, and Tenders, Wood

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Tool Grinders, Filers, and Sharpeners

8 of 15 at risk
84%Study blueprints or layouts of metal workpieces to determine grinding procedures, and to plan machine setups and operational sequences.
78%Compute numbers, widths, and angles of cutting tools, micrometers, scales, and gauges, and adjust tools to produce specified cuts.
76%Inspect dies to detect defects, assess wear, and verify specifications, using micrometers, steel gauge pins, and loupes.
61%Monitor machine operations to determine whether adjustments are necessary, stopping machines when problems occur.
59%Remove finished workpieces from machines and place them in boxes or on racks, setting aside pieces that are defective.

Sawing Machine Setters, Operators, and Tenders, Wood

2 of 15 at risk
85%Inspect stock for imperfections or to estimate grades or qualities of stock or workpieces.
59%Examine logs or lumber to plan the best cuts.
45%Count, sort, or stack finished workpieces.
41%Set up, operate, or tend saws or machines that cut or trim wood to specified dimensions, such as circular saws, band saws, multiple-blade sawing machines, scroll saws, ripsaws, or crozer machines.
41%Trim lumber to straighten rough edges or remove defects, using circular saws.

Wage Comparison

Sawing Machine Setters, Operators, and Tenders, Wood earns -$9,020(-18%) vs Tool Grinders, Filers, and Sharpeners
Tool Grinders, Filers, and SharpenersSawing Machine Setters, Operators, and Tenders, Wood
10th
$33,770$29,670
25th
$39,520$35,550
Median
$48,970$39,950
75th
$60,210$47,770
90th
$74,120$56,560

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Tool Grinders, Filers, and Sharpeners20282035
Sawing Machine Setters, Operators, and Tenders, Wood20282035
20242030203520402045

Sawing Machine Setters, Operators, and Tenders, Wood has a longer runway before significant displacement, projected 0 years later than Tool Grinders, Filers, and Sharpeners.

Risk-Adjusted Salary

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

Tool Grinders, Filers, and Sharpeners

$30,097

from $48,970

Sawing Machine Setters, Operators, and Tenders, Wood

$26,267

from $39,950

After adjusting for AI risk, Tool Grinders, Filers, and Sharpeners offers $3,830 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Tool

0

Unique to Sawing

Combined Protection Strategy

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

Decision Complexity
Creativity
Fine Manipulation
Social Intelligence
Tool Grinders, Filers, and SharpenersSawing Machine Setters, Operators, and Tenders, Wood