Takeover Tracker
37%medium risk
Securities and Commodities Traders
vs

50 shared · 13 different

core competencies

38%medium risk
Budget Analysts

Side-by-Side Comparison

MetricSecurities and Commodities TradersBudget Analysts
Risk Score36.7%38.1%
Risk TierMedium RiskMedium Risk
Risk Percentile71th75th
Tasks at Risk (>50%)6 / 155 / 13
Median Salary$78,140$87,930
Employment472K47K

Skill Comparison

|

Sorted by largest difference

Analyzing Data or Information
Administration and Management
Organizing, Planning, and Prioritizing Work
NegotiationAI-Resistant
Management of Financial Resources
Law and Government
Clerical
PersuasionAI-Resistant
Interacting With Computers
Getting Information
Performing Administrative Activities
Mathematical Reasoning

Protective Factors

Higher values indicate stronger protection against AI displacement

Securities and Commodities Traders

28%

total discount

Budget Analysts

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Budget Analysts

5 of 13 at risk
85%Match appropriations for specific programs with appropriations for broader programs, including items for emergency funds.
84%Examine budget estimates for completeness, accuracy, and conformance with procedures and regulations.
55%Review operating budgets to analyze trends affecting budget needs.
53%Analyze monthly department budgeting and accounting reports to maintain expenditure controls.
51%Summarize budgets and submit recommendations for the approval or disapproval of funds requests.

Wage Comparison

Budget Analysts earns +$9,790(+13%) vs Securities and Commodities Traders
Securities and Commodities TradersBudget Analysts
10th
$47,080$60,510
25th
$51,600$72,240
Median
$78,140$87,930
75th
$129,480$110,380
90th
$215,210$134,640

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Securities and Commodities Traders2028–2035
Budget Analysts2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Securities and Commodities Traders

$49,431

from $78,140

Budget Analysts

$54,429

from $87,930

After adjusting for AI risk, Budget Analysts offers $4,997 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Securities

0

Unique to Budget

Combined Protection Strategy

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

Social Intelligence
Fine Manipulation
Regulatory Barriers
Decision Complexity
Securities and Commodities TradersBudget Analysts
Find transitions from Securities and Commodities TradersFind transitions from Budget Analysts