Average realistic automation risk across all Community Development Worker profiles in the dataset.
Raw potential
40%
Realistic risk
20%
Raw potential = I/O automation ceiling. Realistic risk = adjusted for informal knowledge and social context.
Score spread
Distribution across 35 profiles.
Middle half of Community Development Workers score between 16% and 23%.
0%
50%
100%
p10 · 13%
27% · p90
Task breakdown by work type
On-screen work15%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen40%
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer + action9%
Computer input, real-world output — needs someone to act on it, not just software.
Fully in-person35%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Community Development Worker, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Conducting door-to-door visits or surveys to assess community needs, gather feedback, or encourage participation in programs (e.g., housing, health, or social services)
deep expertisesocial core
33%AD
4%
Coordinating with local government, nonprofits, and businesses to align resources and support for community initiatives (e.g., partnerships, sponsorships, or volunteer recruitment)
deep expertisesocial core
21%AA
3%
Organizing and facilitating local community meetings to discuss neighborhood issues, gather input, and plan collective actions (e.g., town halls, focus groups, or workshops)
some context neededsocial core
17%AA
4%
Developing and distributing outreach materials (e.g., flyers, newsletters, or social media posts) to inform the community about events, resources, or opportunities
12%DA
13%
Providing one-on-one support to residents, such as helping them access social services, navigate bureaucracy, or resolve conflicts (e.g., housing disputes, benefits applications)
some context neededsocial core
7%AD
16%
Writing reports, grant applications, or proposals to secure funding for community projects (e.g., playgrounds, job training, or food banks)
6%DD
56%
Monitoring and evaluating the progress of community projects, including collecting data, analyzing outcomes, and adjusting strategies as needed
1%AD
42%
TaskTimeTypeExposure
Organizing and facilitating local community meetings to discuss neighborhood issues, gather input, and plan collective actions (e.g., town halls, focus groups, or workshops)
some context neededsocial core
27%AA
2%
Conducting door-to-door visits or surveys to assess community needs, gather feedback, or encourage participation in programs (e.g., housing, health, or social services)
deep expertisesocial core
20%AD
3%
Writing reports, grant applications, or proposals to secure funding for community projects (e.g., playgrounds, job training, or food banks)
15%DD
60%
Providing one-on-one support to residents, such as helping them access social services, navigate bureaucracy, or resolve conflicts (e.g., housing disputes, benefits applications)
deep expertisesocial core
13%AD
14%
Coordinating with local government, nonprofits, and businesses to align resources and support for community initiatives (e.g., partnerships, sponsorships, or volunteer recruitment)
deep expertisesocial core
9%AA
11%
Monitoring and evaluating the progress of community projects, including collecting data, analyzing outcomes, and adjusting strategies as needed
9%AD
29%
Developing and distributing outreach materials (e.g., flyers, newsletters, or social media posts) to inform the community about events, resources, or opportunities
5%DA
12%
TaskTimeTypeExposure
Writing reports, grant applications, or proposals to secure funding for community projects (e.g., playgrounds, job training, or food banks)
18%DD
64%
Conducting door-to-door visits or surveys to assess community needs, gather feedback, or encourage participation in programs (e.g., housing, health, or social services)
deep expertisesocial core
17%AD
12%
Providing one-on-one support to residents, such as helping them access social services, navigate bureaucracy, or resolve conflicts (e.g., housing disputes, benefits applications)
deep expertisesocial core
16%AD
11%
Coordinating with local government, nonprofits, and businesses to align resources and support for community initiatives (e.g., partnerships, sponsorships, or volunteer recruitment)
deep expertisesocial core
14%AA
0%
Monitoring and evaluating the progress of community projects, including collecting data, analyzing outcomes, and adjusting strategies as needed
13%AD
53%
Organizing and facilitating local community meetings to discuss neighborhood issues, gather input, and plan collective actions (e.g., town halls, focus groups, or workshops)
deep expertisesocial core
11%AA
4%
Developing and distributing outreach materials (e.g., flyers, newsletters, or social media posts) to inform the community about events, resources, or opportunities
8%DA
18%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.