Takeover Tracker
43%medium risk
Statistical Assistants
vs

43 shared · 22 different

core competencies

37%medium risk
Securities and Commodities Traders

Side-by-Side Comparison

MetricStatistical AssistantsSecurities and Commodities Traders
Risk Score43.3%36.7%
Risk TierMedium RiskMedium Risk
Risk Percentile89th71th
Tasks at Risk (>50%)9 / 156 / 15
Median Salary$51,440$78,140
Employment6K472K

Skill Comparison

|

Sorted by largest difference

Sales and Marketing
Mathematical Reasoning
Economics and Accounting
Analyzing Data or Information
Organizing, Planning, and Prioritizing Work
Education and Training
Monitor Processes, Materials, or Surroundings
Judging the Qualities of Things, Services, or People
NegotiationAI-Resistant
MathematicsAI-Vulnerable
MathematicsAI-Vulnerable
Processing Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Statistical Assistants

27%

total discount

Securities and Commodities Traders

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Statistical Assistants

9 of 15 at risk
86%Compile statistics from source materials, such as production or sales records, quality-control or test records, time sheets, or survey sheets.
85%Check source data to verify completeness and accuracy.
83%Participate in the publication of data or information.
77%Check survey responses for errors, such as the use of pens instead of pencils, and set aside response forms that cannot be used.
65%File data and related information and maintain and update databases.

Securities and Commodities Traders

6 of 15 at risk
86%Receive sales order tickets and inspect forms to determine accuracy of information.
66%Report all positions or trading results.
66%Review securities transactions to ensure conformance to regulations.
53%Buy, sell, or trade carbon emissions permits.
53%Buy or sell stocks, bonds, commodity futures, foreign currencies, or other securities on behalf of investment dealers.

Wage Comparison

Securities and Commodities Traders earns +$26,700(+52%) vs Statistical Assistants
Statistical AssistantsSecurities and Commodities Traders
10th
$38,050$47,080
25th
$45,970$51,600
Median
$51,440$78,140
75th
$63,620$129,480
90th
$79,410$215,210

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Statistical Assistants2028–2035
Securities and Commodities Traders2028–2035
20242030203520402045

Securities and Commodities Traders has a longer runway before significant displacement, projected 0 years later than Statistical Assistants.

Risk-Adjusted Salary

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

Statistical Assistants

$29,146

from $51,440

Securities and Commodities Traders

$49,431

from $78,140

After adjusting for AI risk, Securities and Commodities Traders offers $20,285 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Statistical

0

Unique to Securities

Combined Protection Strategy

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

Social Intelligence
Creativity
Decision Complexity
Regulatory Barriers
Statistical AssistantsSecurities and Commodities Traders
Find transitions from Statistical AssistantsFind transitions from Securities and Commodities Traders