Loan Counselors vs Billing, Cost, and Rate Clerks AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Loan Counselors

31 shared · 27 different

core competencies

high risk

Billing, Cost, and Rate Clerks

Side-by-Side Comparison

Loan Counselors leads 5–0

Metric	Loan Counselors	Billing, Cost, and Rate Clerks
Risk Score	38.7%	51.2%
Risk Tier	Medium Risk	High Risk
Risk Percentile	77th	98th
Tasks at Risk (>50%)	8 / 15	12 / 15
Median Salary	$50,480	$47,170
Employment	28K	418K

Skill Comparison

Sorted by largest difference

Learning Strategies

Performing Administrative Activities

Communications and Media

Written Comprehension

Critical ThinkingAI-Augmented

Deductive Reasoning

Organizing, Planning, and Prioritizing Work

Computers and Electronics

Interpreting the Meaning of Information for Others

Fluency of Ideas

Judgment and Decision MakingAI-Augmented

MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Loan Counselors

26%

total discount

Billing, Cost, and Rate Clerks

24%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Loan Counselors

8 of 15 at risk

87%Submit applications to credit analysts for verification and recommendation.

86%Check loan agreements to ensure that they are complete and accurate, according to policies.

84%Maintain current knowledge of credit regulations.

66%Assist in selection of financial award candidates using electronic databases to certify loan eligibility.

65%Review billing for accuracy.

Billing, Cost, and Rate Clerks

12 of 15 at risk

88%Type billing documents, shipping labels, credit memorandums, or credit forms, using typewriters or computers.

88%Compute credit terms, discounts, shipment charges, or rates for goods or services to complete billing documents.

86%Operate typing, adding, calculating, or billing machines.

86%Consult sources such as rate books, manuals, or insurance company representatives to determine specific charges or information such as rules, regulations, or government tax and tariff information.

86%Track accumulated hours and dollar amounts charged to each client job to calculate client fees for professional services, such as legal or accounting services.

Wage Comparison

Billing, Cost, and Rate Clerks earns -$3,310(-7%) vs Loan Counselors

Loan CounselorsBilling, Cost, and Rate Clerks

10th

$38,980$35,760

25th

$45,420$40,260

Median

$50,480$47,170

75th

$61,760$56,350

90th

$77,920$64,990

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Loan Counselors2028–2035

Billing, Cost, and Rate Clerks2028–2035

20242030203520402045

Loan Counselors has a longer runway before significant displacement, projected 0 years later than Billing, Cost, and Rate Clerks.

Risk-Adjusted Salary

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

Loan Counselors

$30,924

from $50,480

Billing, Cost, and Rate Clerks

$23,014

from $47,170

After adjusting for AI risk, Loan Counselors offers $7,910 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Loan

Unique to Billing,

Combined Protection Strategy

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

Creativity

Fine Manipulation

Decision Complexity

Regulatory Barriers

Loan CounselorsBilling, Cost, and Rate Clerks

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