Community health workers

AI Overlap Index
39.2 / 100
Selectively Exposed

Physical, social, or oversight-heavy work that AI augments rather than replaces.

SOC 21-1094 · Community And Social Service

Bureau of Labor Statistics
Median pay
$51,030/yr
Hourly
$25/hr
Jobs 2024
65,100
Projected 2034
72,500
10-yr outlook
+11% · Much faster than average
Employment change
7,400
Entry education
High school diploma or equivalent
SOC code
21-1094

Signal composition

how the 0-100 score is assembled

Task Automation Impact weight 60%
35.3
contribution to AOI: 21.2
Automation Potential weight 10%
30.0
contribution to AOI: 3.0
Market Pressure weight 15%
30.0
contribution to AOI: 4.5
Entry Barrier Erosion weight 15%
70.0
contribution to AOI: 10.5

By seniority

multiplicative adjustment from category curve

Entry
45.1
mult 1.15x
Mid
39.2
mult 1.00x
Senior
32.1
mult 0.82x

Entry-level roles carry the brunt because they concentrate the most automatable subset of tasks. Senior work is insulated by judgment, relationships, and accountability.

Task-level analysis

scored 0-100 for current-generation AI feasibility, weighted by BLS-stated importance

10 tasks · model: claude-sonnet-4-5-20250929
Supporting t10

Complete recordkeeping and write reports on community health activities

AI excels at structured documentation, generating reports from notes, auto-populating forms, and summarizing activities. With voice-to-text and template-based reporting, most recordkeeping can be automated with minimal human review of outputs.

BLS evidence: The work environment section notes 'they may spend part of their day in an office for activities such as recordkeeping and writing reports.'

82
automation
Important t4

Provide culturally appropriate health and informational resources to clients

AI can identify, translate, and customize health information based on cultural and linguistic profiles with high accuracy. LLMs excel at adapting educational materials to reading levels and cultural contexts, though human review ensures appropriateness.

BLS evidence: The duties section states they 'Provide culturally appropriate health and informational resources' and they must share information with providers for determining appropriate programs and care.

72
automation
Important t6

Oversee case management and facilitate resource access for clients

AI can track cases, flag deadlines, identify eligible resources, and draft communications, significantly boosting productivity. However, navigating bureaucratic barriers and making judgment calls about priority needs still requires substantial human involvement.

BLS evidence: The duties section states they 'Oversee case management and resource access' and they 'assist with navigating healthcare.'

48
automation
Important t5

Provide coaching and social support for nutrition, recovery services, and chronic disease management

AI can provide information, reminders, and structured guidance, but coaching requires ongoing motivational interviewing, reading emotional cues, and adapting to individual setbacks in ways that demand human empathy and real-time responsiveness.

BLS evidence: The duties section lists 'Provide coaching and social support, such as nutrition training, recovery services for mental health and substance use disorders, and chronic disease management and prevention.'

42
automation
Important t7

Identify health-related issues and barriers to care within the community

AI can analyze data patterns and survey responses to identify trends, but discovering barriers requires community conversations, observing environmental factors during visits, and interpreting subtle social dynamics that AI cannot access.

BLS evidence: The description states 'They identify health-related issues, collect data, and discuss clients' health concerns within the community' and 'might identify barriers preventing clients from access to transportation.'

38
automation
Core t2

Coordinate care among individuals, communities, and health and social service systems

AI can assist with scheduling, tracking referrals, and suggesting resources, but coordinating care requires real-time relationship management, phone calls, and navigating fragmented systems where human judgment and persistence are essential.

BLS evidence: The duties section lists 'Coordinate care among individuals, communities, and health and social service systems' as the first primary duty.

35
automation
Supporting t9

Increase community participation in health assessments and education programs

AI can help design outreach campaigns, send reminders, and analyze participation data, but increasing actual community participation requires door-knocking, relationship-building, and addressing trust barriers through human presence and cultural credibility.

BLS evidence: The duties section states they 'Increase individual and community participation in assessments and education to improve health and well-being.'

32
automation
Core t3

Advocate for individuals and communities regarding housing, food security, and other needs

Advocacy requires building relationships with landlords, agencies, and officials, often involving in-person meetings, persuasion, and navigating bureaucratic resistance. AI can draft letters or identify resources but cannot execute the interpersonal advocacy work.

BLS evidence: The duties section explicitly states they 'Advocate for individuals and communities regarding housing, food security, and other needs' and they 'advocate for community wellness needs.'

25
automation
Important t8

Provide basic health screenings and first aid services

Basic screenings like blood pressure or glucose checks require physical presence and medical devices, while first aid demands real-time assessment of physical injuries and manual intervention that current AI+robotics cannot perform in community settings.

BLS evidence: The duties section explicitly lists 'Provide services, such as basic health screenings and first aid.'

12
automation
Core t1

Conduct outreach to engage community members through home visits and events

Requires physical presence in diverse community settings, navigating unpredictable environments, and building trust through in-person human connection that AI cannot replicate. Home visits demand real-world mobility and social intuition.

BLS evidence: The duties section states community health workers 'Conduct outreach, such as through home visits' and they 'spend much of their time in the field to interact with community members, hold events, and collect data.'

8
automation

Task heatmap

automation score by task, sorted by weighted contribution

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External signals and sources

category-level priors and BLS fields that feed the four non-task signals

Automation Potential
30
karpathy 3/10
  • Karpathy/BLS Digital AI Exposure (0-10 scale rescaled to 0-100)
Market Pressure
30
outlook: Much faster than average
  • BLS projected outlook: Much faster than average (11%)
  • Indeed demand signal (monthly refresh pending)
Entry Barrier Erosion
70
ed: High school diploma or equivalent
  • BLS typical entry-level education: High school diploma or equivalent
  • Credential trend signal (annual refresh)

Related in Community And Social Service

closest AOI neighbors in the same category