Takeover Tracker
30%medium risk
Cabinetmakers and Bench Carpenters
vs

45 shared · 17 different

core competencies

40%medium risk
Helpers--Production Workers

Side-by-Side Comparison

MetricCabinetmakers and Bench CarpentersHelpers--Production Workers
Risk Score29.7%39.5%
Risk TierMedium RiskMedium Risk
Risk Percentile37th79th
Tasks at Risk (>50%)6 / 1511 / 15
Median Salary$46,020$38,220
Employment80K167K

Skill Comparison

|

Sorted by largest difference

Making Decisions and Solving Problems
Thinking Creatively
MathematicsAI-Vulnerable
Production and Processing
Visualization
Finger Dexterity
Mechanical
Analyzing Data or Information
Quality Control Analysis
Performing for or Working Directly with the Public
Estimating the Quantifiable Characteristics of Products, Events, or Information
Time Management

Protective Factors

Higher values indicate stronger protection against AI displacement

Cabinetmakers and Bench Carpenters

29%

total discount

Helpers--Production Workers

23%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Cabinetmakers and Bench Carpenters

6 of 15 at risk
88%Estimate the amounts, types, or costs of needed materials.
84%Measure and mark dimensions of parts on paper or lumber stock prior to cutting, following blueprints, to ensure a tight fit and quality product.
55%Establish the specifications of articles to be constructed or repaired or plan the methods or operations for shaping or assembling parts, based on blueprints, drawings, diagrams, or oral or written instructions.
53%Bore holes for insertion of screws or dowels, by hand or using boring machines.
51%Set up or operate machines, including power saws, jointers, mortisers, tenoners, molders, or shapers, to cut, mold, or shape woodstock or wood substitutes.

Helpers--Production Workers

11 of 15 at risk
86%Count finished products to determine if product orders are complete.
86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.
86%Mark or tag identification on parts.
86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.
67%Examine products to verify conformance to quality standards.

Wage Comparison

Helpers--Production Workers earns -$7,800(-17%) vs Cabinetmakers and Bench Carpenters
Cabinetmakers and Bench CarpentersHelpers--Production Workers
10th
$34,700$30,060
25th
$38,240$34,390
Median
$46,020$38,220
75th
$54,010$44,980
90th
$63,220$52,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Cabinetmakers and Bench Carpenters2028–2035
Helpers--Production Workers2028–2035
20242030203520402045

Cabinetmakers and Bench Carpenters has a longer runway before significant displacement, projected 0 years later than Helpers--Production Workers.

Risk-Adjusted Salary

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

Cabinetmakers and Bench Carpenters

$32,361

from $46,020

Helpers--Production Workers

$23,119

from $38,220

After adjusting for AI risk, Cabinetmakers and Bench Carpenters offers $9,242 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Cabinetmakers

0

Unique to Helpers--Production

Combined Protection Strategy

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

Creativity
Decision Complexity
Fine Manipulation
Regulatory Barriers
Cabinetmakers and Bench CarpentersHelpers--Production Workers
Find transitions from Cabinetmakers and Bench CarpentersFind transitions from Helpers--Production Workers