Takeover Tracker
vs

54 shared · 20 different

core competencies

Side-by-Side Comparison

MetricMental Health and Substance Abuse Social WorkersProbation Officers and Correctional Treatment Specialists
Risk Score30.5%33.2%
Risk TierMedium RiskMedium Risk
Risk Percentile42th58th
Tasks at Risk (>50%)6 / 135 / 15
Median Salary$60,060$64,520
Employment126K87K

Skill Comparison

|

Sorted by largest difference

Assisting and Caring for Others
Public Safety and Security
Therapy and Counseling
Law and Government
Psychology
Getting Information
Learning Strategies
Provide Consultation and Advice to Others
Establishing and Maintaining Interpersonal Relationships
Customer and Personal Service
Coaching and Developing Others
Resolving Conflicts and Negotiating with Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Mental Health and Substance Abuse Social Workers

35%

total discount

Probation Officers and Correctional Treatment Specialists

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Probation Officers and Correctional Treatment Specialists

5 of 15 at risk
85%Write reports describing offenders' progress.
84%Prepare and maintain case folder for each assigned inmate or offender.
82%Inform offenders or inmates of requirements of conditional release, such as office visits, restitution payments, or educational and employment stipulations.
80%Arrange for medical, mental health, or substance abuse treatment services according to individual needs or court orders.
80%Arrange for postrelease services, such as employment, housing, counseling, education, and social activities.

Wage Comparison

Probation Officers and Correctional Treatment Specialists earns +$4,460(+7%) vs Mental Health and Substance Abuse Social Workers
Mental Health and Substance Abuse Social WorkersProbation Officers and Correctional Treatment Specialists
10th
$39,620$45,390
25th
$46,550$52,580
Median
$60,060$64,520
75th
$78,980$84,030
90th
$104,130$106,290

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Mental Health and Substance Abuse Social Workers20282035
Probation Officers and Correctional Treatment Specialists20282035
20242030203520402045

Mental Health and Substance Abuse Social Workers has a longer runway before significant displacement, projected 0 years later than Probation Officers and Correctional Treatment Specialists.

Risk-Adjusted Salary

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

Mental Health and Substance Abuse Social Workers

$41,724

from $60,060

Probation Officers and Correctional Treatment Specialists

$43,074

from $64,520

After adjusting for AI risk, Probation Officers and Correctional Treatment Specialists offers $1,350 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Mental

0

Unique to Probation

Combined Protection Strategy

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

Creativity
Social Intelligence
Fine Manipulation
Regulatory Barriers
Mental Health and Substance Abuse Social WorkersProbation Officers and Correctional Treatment Specialists