Takeover Tracker
20%low risk
Furniture Finishers
vs

51 shared · 9 different

core competencies

38%medium risk
Grinding and Polishing Workers, Hand

Side-by-Side Comparison

MetricFurniture FinishersGrinding and Polishing Workers, Hand
Risk Score19.9%37.8%
Risk TierLow RiskMedium Risk
Risk Percentile7th75th
Tasks at Risk (>50%)3 / 156 / 15
Median Salary$42,530$41,690
Employment14K12K

Skill Comparison

|

Sorted by largest difference

Controlling Machines and Processes
Visual Color Discrimination
Visualization
Identifying Objects, Actions, and Events
Thinking Creatively
Near Vision
Dynamic Strength
Establishing and Maintaining Interpersonal Relationships
Equipment MaintenanceAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Furniture Finishers

28%

total discount

Grinding and Polishing Workers, Hand

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Furniture Finishers

3 of 15 at risk
84%Select appropriate finishing ingredients such as paint, stain, lacquer, shellac, or varnish, depending on factors such as wood hardness and surface type.
84%Follow blueprints to produce specific designs.
65%Paint metal surfaces electrostatically, or by using a spray gun or other painting equipment.
49%Mix finish ingredients to obtain desired colors or shades.
47%Examine furniture to determine the extent of damage or deterioration, and to decide on the best method for repair or restoration.

Grinding and Polishing Workers, Hand

6 of 15 at risk
89%Record product and processing data on specified forms.
85%Study blueprints or layouts to determine how to lay out workpieces or saw out templates.
81%Mark defects, such as knotholes, cracks, and splits, for repair.
77%Verify quality of finished workpieces by inspecting them, comparing them to templates, measuring their dimensions, or testing them in working machinery.
77%Measure and mark equipment, objects, or parts to ensure grinding and polishing standards are met.

Wage Comparison

Grinding and Polishing Workers, Hand earns -$840(-2%) vs Furniture Finishers
Furniture FinishersGrinding and Polishing Workers, Hand
10th
$31,200$32,120
25th
$36,770$36,660
Median
$42,530$41,690
75th
$49,020$48,410
90th
$59,820$57,250

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Furniture Finishers2028–2035
Grinding and Polishing Workers, Hand2028–2035
20242030203520402045

Furniture Finishers has a longer runway before significant displacement, projected 0 years later than Grinding and Polishing Workers, Hand.

Risk-Adjusted Salary

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

Furniture Finishers

$34,067

from $42,530

Grinding and Polishing Workers, Hand

$25,915

from $41,690

After adjusting for AI risk, Furniture Finishers offers $8,152 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Furniture

0

Unique to Grinding

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Decision Complexity
Furniture FinishersGrinding and Polishing Workers, Hand
Find transitions from Furniture FinishersFind transitions from Grinding and Polishing Workers, Hand
Furniture Finishers vs Grinding and Polishing Workers, Hand AI Risk — Takeover Tracker