Takeover Tracker
31%medium risk
Mental Health and Substance Abuse Social Workers
vs

41 shared · 33 different

core competencies

34%medium risk
Speech-Language Pathology Assistants

Side-by-Side Comparison

MetricMental Health and Substance Abuse Social WorkersSpeech-Language Pathology Assistants
Risk Score30.5%34.5%
Risk TierMedium RiskMedium Risk
Risk Percentile42th64th
Tasks at Risk (>50%)6 / 136 / 11
Median Salary$60,060$46,050
Employment126K104K

Skill Comparison

|

Sorted by largest difference

Therapy and Counseling
Sociology and Anthropology
Resolving Conflicts and Negotiating with Others
Psychology
Provide Consultation and Advice to Others
Social PerceptivenessAI-Resistant
Customer and Personal Service
Problem Sensitivity
Assisting and Caring for Others
Originality
PersuasionAI-Resistant
Fluency of Ideas

Protective Factors

Higher values indicate stronger protection against AI displacement

Mental Health and Substance Abuse Social Workers

35%

total discount

Speech-Language Pathology Assistants

30%

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.

Speech-Language Pathology Assistants

6 of 11 at risk
88%Select or prepare speech-language instructional materials.
86%Document clients' progress toward meeting established treatment objectives.
86%Collect and compile data to document clients' performance or assess program quality.
84%Perform support duties, such as preparing materials, keeping records, maintaining supplies, and scheduling activities.
77%Prepare charts, graphs, or other visual displays to communicate clients' performance information.

Wage Comparison

Speech-Language Pathology Assistants earns -$14,010(-23%) vs Mental Health and Substance Abuse Social Workers
Mental Health and Substance Abuse Social WorkersSpeech-Language Pathology Assistants
10th
$39,620$32,450
25th
$46,550$37,570
Median
$60,060$46,050
75th
$78,980$57,650
90th
$104,130$68,180

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Mental Health and Substance Abuse Social Workers2028–2035
Speech-Language Pathology Assistants2028–2035
20242030203520402045

Mental Health and Substance Abuse Social Workers has a longer runway before significant displacement, projected 0 years later than Speech-Language Pathology Assistants.

Risk-Adjusted Salary

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

Mental Health and Substance Abuse Social Workers

$41,724

from $60,060

Speech-Language Pathology Assistants

$30,181

from $46,050

After adjusting for AI risk, Mental Health and Substance Abuse Social Workers offers $11,543 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Mental

0

Unique to Speech-Language

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Regulatory Barriers
Mental Health and Substance Abuse Social WorkersSpeech-Language Pathology Assistants
Find transitions from Mental Health and Substance Abuse Social WorkersFind transitions from Speech-Language Pathology Assistants