Takeover Tracker
43%medium risk
Statistical Assistants
vs

43 shared · 17 different

core competencies

42%medium risk
Credit Analysts

Side-by-Side Comparison

MetricStatistical AssistantsCredit Analysts
Risk Score43.3%42.2%
Risk TierMedium RiskMedium Risk
Risk Percentile89th86th
Tasks at Risk (>50%)9 / 157 / 11
Median Salary$51,440$80,970
Employment6K67K

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Processing Information
Economics and Accounting
MathematicsAI-Vulnerable
Resolving Conflicts and Negotiating with Others
Interpreting the Meaning of Information for Others
Mathematical Reasoning
Analyzing Data or Information
Judging the Qualities of Things, Services, or People
Interacting With Computers
MathematicsAI-Vulnerable
Problem Sensitivity

Protective Factors

Higher values indicate stronger protection against AI displacement

Statistical Assistants

27%

total discount

Credit Analysts

27%

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.

Credit Analysts

7 of 11 at risk
88%Generate financial ratios, using computer programs, to evaluate customers' financial status.
86%Prepare reports that include the degree of risk involved in extending credit or lending money.
86%Complete loan applications, including credit analyses and summaries of loan requests, and submit to loan committees for approval.
74%Review individual or commercial customer files to identify and select delinquent accounts for collection.
55%Compare liquidity, profitability, and credit histories of establishments being evaluated with those of similar establishments in the same industries and geographic locations.

Wage Comparison

Credit Analysts earns +$29,530(+57%) vs Statistical Assistants
Statistical AssistantsCredit Analysts
10th
$38,050$52,930
25th
$45,970$63,850
Median
$51,440$80,970
75th
$63,620$113,850
90th
$79,410$168,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Statistical Assistants2028–2035
Credit Analysts2028–2035
20242030203520402045

Credit Analysts 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

Credit Analysts

$46,784

from $80,970

After adjusting for AI risk, Credit Analysts offers $17,639 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Statistical

0

Unique to Credit

Combined Protection Strategy

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

Creativity
Fine Manipulation
Social Intelligence
Decision Complexity
Statistical AssistantsCredit Analysts
Find transitions from Statistical AssistantsFind transitions from Credit Analysts