Distribution across 35 profiles.
Middle half of Child Protection Workers score between 15% and 21%.
0%
50%
100%
p10 · 12%
24% · 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 + screen69%
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-person7%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Child Protection Worker, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Conducting home visits to assess the safety and well-being of children in their living environment, including observing interactions between family members and checking for signs of neglect or abuse
deep expertisesocial core
28%AD
7%
Collaborating with multidisciplinary teams (e.g., law enforcement, healthcare providers, educators, and legal professionals) to coordinate interventions and ensure child safety
deep expertisesocial core
22%AD
12%
Interviewing children, parents, caregivers, teachers, and other relevant individuals to gather information about potential risks or concerns, often in sensitive or emotionally charged situations
deep expertisesocial core
16%AD
13%
Documenting case notes, assessments, and reports in digital systems, including details of observations, interviews, and decisions made during investigations
deep expertisesocial element
13%DD
33%
Developing and implementing safety plans or intervention strategies tailored to each family’s unique needs, often involving referrals to support services like counseling or parenting classes
some context neededsocial core
11%AD
15%
Attending court hearings to provide testimony, present evidence, or advocate for child welfare decisions, such as removal from the home or placement in foster care
deep expertisesocial core
5%DA
10%
Providing crisis intervention in emergency situations, such as removing a child from an unsafe environment or responding to immediate threats of harm
deep expertisesocial core
2%AA
2%
TaskTimeTypeExposure
Collaborating with multidisciplinary teams (e.g., law enforcement, healthcare providers, educators, and legal professionals) to coordinate interventions and ensure child safety
some context neededsocial core
27%AD
17%
Conducting home visits to assess the safety and well-being of children in their living environment, including observing interactions between family members and checking for signs of neglect or abuse
deep expertisesocial core
25%AD
11%
Developing and implementing safety plans or intervention strategies tailored to each family’s unique needs, often involving referrals to support services like counseling or parenting classes
deep expertisesocial element
14%AD
15%
Documenting case notes, assessments, and reports in digital systems, including details of observations, interviews, and decisions made during investigations
10%DD
65%
Interviewing children, parents, caregivers, teachers, and other relevant individuals to gather information about potential risks or concerns, often in sensitive or emotionally charged situations
deep expertisesocial core
9%AD
6%
Attending court hearings to provide testimony, present evidence, or advocate for child welfare decisions, such as removal from the home or placement in foster care
deep expertisesocial core
7%DA
6%
Providing crisis intervention in emergency situations, such as removing a child from an unsafe environment or responding to immediate threats of harm
deep expertisesocial core
6%AA
0%
TaskTimeTypeExposure
Documenting case notes, assessments, and reports in digital systems, including details of observations, interviews, and decisions made during investigations
26%DD
61%
Interviewing children, parents, caregivers, teachers, and other relevant individuals to gather information about potential risks or concerns, often in sensitive or emotionally charged situations
some context neededsocial core
25%AD
20%
Conducting home visits to assess the safety and well-being of children in their living environment, including observing interactions between family members and checking for signs of neglect or abuse
deep expertisesocial core
24%AD
10%
Collaborating with multidisciplinary teams (e.g., law enforcement, healthcare providers, educators, and legal professionals) to coordinate interventions and ensure child safety
some context neededsocial core
15%AD
22%
Attending court hearings to provide testimony, present evidence, or advocate for child welfare decisions, such as removal from the home or placement in foster care
deep expertisesocial core
4%DA
11%
Developing and implementing safety plans or intervention strategies tailored to each family’s unique needs, often involving referrals to support services like counseling or parenting classes
deep expertisesocial core
3%AD
10%
Providing crisis intervention in emergency situations, such as removing a child from an unsafe environment or responding to immediate threats of harm
deep expertisesocial core
1%AA
1%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.
