Takeover Tracker
vs

53 shared · 20 different

core competencies

Side-by-Side Comparison

MetricEducational, Guidance, School, and Vocational CounselorsChild, Family, and School Social Workers
Risk Score22.9%31.7%
Risk TierLow RiskMedium Risk
Risk Percentile14th49th
Tasks at Risk (>50%)3 / 155 / 15
Median Salary$65,140$58,570
Employment342K383K

Skill Comparison

|

Sorted by largest difference

Provide Consultation and Advice to Others
Therapy and Counseling
Customer and Personal Service
Scheduling Work and Activities
Guiding, Directing, and Motivating Subordinates
Analyzing Data or Information
Interpreting the Meaning of Information for Others
Coaching and Developing Others
Judging the Qualities of Things, Services, or People
Monitor Processes, Materials, or Surroundings
Training and Teaching Others
Active Listening

Protective Factors

Higher values indicate stronger protection against AI displacement

Educational, Guidance, School, and Vocational Counselors

35%

total discount

Child, Family, and School 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.

Child, Family, and School Social Workers

5 of 15 at risk
86%Maintain case history records and prepare reports.
86%Refer clients to community resources for services, such as job placement, debt counseling, legal aid, housing, medical treatment, or financial assistance, and provide concrete information, such as where to go and how to apply.
86%Collect supplementary information needed to assist client, such as employment records, medical records, or school reports.
84%Arrange for medical, psychiatric, and other tests that may disclose causes of difficulties and indicate remedial measures.
51%Address legal issues, such as child abuse and discipline, assisting with hearings and providing testimony to inform custody arrangements.

Wage Comparison

Child, Family, and School Social Workers earns -$6,570(-10%) vs Educational, Guidance, School, and Vocational Counselors
Educational, Guidance, School, and Vocational CounselorsChild, Family, and School Social Workers
10th
$43,580$40,580
25th
$51,690$47,480
Median
$65,140$58,570
75th
$83,490$74,060
90th
$105,870$94,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Educational, Guidance, School, and Vocational Counselors20282035
Child, Family, and School Social Workers20282035
20242030203520402045

Educational, Guidance, School, and Vocational Counselors has a longer runway before significant displacement, projected 0 years later than Child, Family, and School Social Workers.

Risk-Adjusted Salary

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

Educational, Guidance, School, and Vocational Counselors

$50,236

from $65,140

Child, Family, and School Social Workers

$40,021

from $58,570

After adjusting for AI risk, Educational, Guidance, School, and Vocational Counselors offers $10,215 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Educational,

0

Unique to Child,

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Decision Complexity
Creativity
Educational, Guidance, School, and Vocational CounselorsChild, Family, and School Social Workers