Takeover Tracker

Side-by-Side Comparison

MetricEducational, Guidance, School, and Vocational CounselorsMental Health and Substance Abuse Social Workers
Risk Score22.9%30.5%
Risk TierLow RiskMedium Risk
Risk Percentile14th42th
Tasks at Risk (>50%)3 / 156 / 13
Median Salary$65,140$60,060
Employment342K126K

Skill Comparison

|

Sorted by largest difference

Psychology
Customer and Personal Service
Scheduling Work and Activities
Training and Teaching Others
Sociology and Anthropology
Guiding, Directing, and Motivating Subordinates
Provide Consultation and Advice to Others
Communicating with Persons Outside Organization
Interacting With Computers
Getting Information
Coaching and Developing Others
Processing Information

Protective Factors

Higher values indicate stronger protection against AI displacement

Educational, Guidance, School, and Vocational Counselors

35%

total discount

Mental Health and Substance Abuse Social Workers

35%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Educational, Guidance, School, and Vocational Counselors

3 of 15 at risk
86%Review transcripts to ensure that students meet graduation or college entrance requirements and write letters of recommendation.
85%Maintain accurate and complete student records as required by laws, district policies, and administrative regulations.
53%Refer students to degree programs based on interests, aptitudes, or educational assessments.
44%Counsel individuals to help them understand and overcome personal, social, or behavioral problems affecting their educational or vocational situations.
42%Teach classes and present self-help or information sessions on subjects related to education and career planning.

Mental Health and Substance Abuse Social Workers

6 of 13 at risk
76%Refer patient, client, or family to community resources for housing or treatment to assist in recovery from mental or physical illness, following through to ensure service efficacy.
69%Monitor, evaluate, and record client progress with respect to treatment goals.
67%Assist clients in adhering to treatment plans, such as setting up appointments, arranging for transportation to appointments, or providing support.
54%Modify treatment plans according to changes in client status.
51%Increase social work knowledge by reviewing current literature, conducting social research, or attending seminars, training workshops, or classes.

Wage Comparison

Mental Health and Substance Abuse Social Workers earns -$5,080(-8%) vs Educational, Guidance, School, and Vocational Counselors
Educational, Guidance, School, and Vocational CounselorsMental Health and Substance Abuse Social Workers
10th
$43,580$39,620
25th
$51,690$46,550
Median
$65,140$60,060
75th
$83,490$78,980
90th
$105,870$104,130

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Educational, Guidance, School, and Vocational Counselors20282035
Mental Health and Substance Abuse Social Workers20282035
20242030203520402045

Educational, Guidance, School, and Vocational Counselors has a longer runway before significant displacement, projected 0 years later than Mental Health and Substance Abuse Social Workers.

Risk-Adjusted Salary

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

Educational, Guidance, School, and Vocational Counselors

$50,236

from $65,140

Mental Health and Substance Abuse Social Workers

$41,724

from $60,060

After adjusting for AI risk, Educational, Guidance, School, and Vocational Counselors offers $8,512 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Educational,

0

Unique to Mental

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Social Intelligence
Creativity
Educational, Guidance, School, and Vocational CounselorsMental Health and Substance Abuse Social Workers