Takeover Tracker
33%medium risk
Financial Quantitative Analysts
vs

46 shared · 24 different

core competencies

40%medium risk
Accountants

Side-by-Side Comparison

MetricFinancial Quantitative AnalystsAccountants
Risk Score32.8%40.4%
Risk TierMedium RiskMedium Risk
Risk Percentile55th82th
Tasks at Risk (>50%)7 / 158 / 15
Median Salary$80,190$81,680
Employment127K1.4M

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Estimating the Quantifiable Characteristics of Products, Events, or Information
MathematicsAI-Vulnerable
Analyzing Data or Information
Performing Administrative Activities
Identifying Objects, Actions, and Events
Thinking Creatively
Processing Information
Getting Information
Updating and Using Relevant Knowledge
Making Decisions and Solving Problems
Monitoring and Controlling Resources

Protective Factors

Higher values indicate stronger protection against AI displacement

Financial Quantitative Analysts

30%

total discount

Accountants

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Financial Quantitative Analysts

7 of 15 at risk
72%Prepare requirements documentation for use by software developers.
68%Produce written summary reports of financial research results.
66%Identify, track, or maintain metrics for trading system operations.
55%Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.
53%Devise or apply independent models or tools to help verify results of analytical systems.

Accountants

8 of 15 at risk
86%Process invoices for payment.
85%Review accounts for discrepancies and reconcile differences.
84%Prepare adjusting journal entries.
80%Compute taxes owed and prepare tax returns, ensuring compliance with payment, reporting, or other tax requirements.
78%Maintain or examine the records of government agencies.

Wage Comparison

Accountants earns +$1,490(+2%) vs Financial Quantitative Analysts
Financial Quantitative AnalystsAccountants
10th
$46,420$52,780
25th
$60,140$64,660
Median
$80,190$81,680
75th
$109,120$106,450
90th
$151,780$141,420

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Financial Quantitative Analysts2028–2035
Accountants2028–2035
20242030203520402045

Financial Quantitative Analysts has a longer runway before significant displacement, projected 0 years later than Accountants.

Risk-Adjusted Salary

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

Financial Quantitative Analysts

$53,896

from $80,190

Accountants

$48,689

from $81,680

After adjusting for AI risk, Financial Quantitative Analysts offers $5,206 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Financial

0

Unique to Accountants

Combined Protection Strategy

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

Creativity
Decision Complexity
Regulatory Barriers
Social Intelligence
Financial Quantitative AnalystsAccountants
Find transitions from Financial Quantitative AnalystsFind transitions from Accountants