Takeover Tracker
40%medium risk
Helpers--Production Workers
vs

42 shared · 12 different

core competencies

45%medium risk
Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders

Side-by-Side Comparison

MetricHelpers--Production WorkersFurnace, Kiln, Oven, Drier, and Kettle Operators and Tenders
Risk Score39.5%45.4%
Risk TierMedium RiskMedium Risk
Risk Percentile79th92th
Tasks at Risk (>50%)11 / 1510 / 15
Median Salary$38,220$47,010
Employment167K16K

Skill Comparison

|

Sorted by largest difference

Monitor Processes, Materials, or Surroundings
Making Decisions and Solving Problems
Coordinating the Work and Activities of Others
Operation Monitoring
Identifying Objects, Actions, and Events
Inspecting Equipment, Structures, or Material
Getting Information
Judging the Qualities of Things, Services, or People
Mechanical
Processing Information
Updating and Using Relevant Knowledge
Written Comprehension

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Production Workers

23%

total discount

Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders

10 of 15 at risk
88%Record gauge readings, test results, and shift production in log books.
87%Calculate amounts of materials to be loaded into furnaces, adjusting amounts as necessary for specific conditions.
86%Monitor equipment operation, gauges, and panel lights to detect deviations from standards.
86%Read and interpret work orders and instructions to determine work assignments, process specifications, and production schedules.
85%Melt or refine metal before casting, calculating required temperatures, and observe metal color, adjusting controls as necessary to maintain required temperatures.

Wage Comparison

Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders earns +$8,790(+23%) vs Helpers--Production Workers
Helpers--Production WorkersFurnace, Kiln, Oven, Drier, and Kettle Operators and Tenders
10th
$30,060$35,010
25th
$34,390$39,250
Median
$38,220$47,010
75th
$44,980$57,840
90th
$52,120$66,190

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Production Workers2028–2035
Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders2028–2035
20242030203520402045

Helpers--Production Workers has a longer runway before significant displacement, projected 0 years later than Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders.

Risk-Adjusted Salary

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

Helpers--Production Workers

$23,119

from $38,220

Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders

$25,691

from $47,010

After adjusting for AI risk, Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders offers $2,572 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Helpers--Production

0

Unique to Furnace,

Combined Protection Strategy

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

Decision Complexity
Creativity
Regulatory Barriers
Fine Manipulation
Helpers--Production WorkersFurnace, Kiln, Oven, Drier, and Kettle Operators and Tenders
Find transitions from Helpers--Production WorkersFind transitions from Furnace, Kiln, Oven, Drier, and Kettle Operators and Tenders