Average realistic automation risk across all Enhetschef Förskoleförvaltningen profiles in the dataset.
Raw potential
43%
Realistic risk
27%
Raw potential = I/O automation ceiling. Realistic risk = adjusted for informal knowledge and social context.
Score spread
Distribution across 10 profiles.
Middle half of Enhetschef Förskoleförvaltningens score between 21% and 32%.
0%
50%
100%
p10 · 18%
34% · p90
Task breakdown by work type
On-screen work19%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen42%
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer + action1%
Computer input, real-world output — needs someone to act on it, not just software.
Fully in-person38%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Enhetschef Förskoleförvaltningen, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Supervise and mentor preschool staff, conduct staff meetings, provide feedback on teaching practices and child interactions
deep expertisesocial element
25%AA
11%
Communicate with parents about their child's development, behavior, and wellbeing (conversations, written reports, parent-teacher meetings)
some context neededsocial core
19%AA
4%
Plan and organize daily activities, routines, and learning environments for preschool groups (curriculum planning, activity schedules, room setup)
19%AD
27%
Manage discipline, conflicts, and behavior issues among children; apply preschool policies consistently
deep expertisesocial core
13%AA
4%
Coordinate with other preschool units, local schools, and external services (special needs support, health services, social services)
11%AD
28%
Observe and assess individual children's development, social skills, and learning progress; document observations
deep expertisesocial element
4%AD
15%
Handle administrative tasks including budgets, staffing schedules, attendance records, and regulatory compliance documentation
3%DD
94%
Directly engage with children through play, teaching moments, comforting, and modeling appropriate behavior
deep expertisesocial core
2%AA
1%
TaskTimeTypeExposure
Coordinate with other preschool units, local schools, and external services (special needs support, health services, social services)
21%AD
27%
Observe and assess individual children's development, social skills, and learning progress; document observations
deep expertisesocial element
20%AD
8%
Handle administrative tasks including budgets, staffing schedules, attendance records, and regulatory compliance documentation
15%DD
96%
Plan and organize daily activities, routines, and learning environments for preschool groups (curriculum planning, activity schedules, room setup)
14%AD
33%
Supervise and mentor preschool staff, conduct staff meetings, provide feedback on teaching practices and child interactions
deep expertisesocial core
12%AA
8%
Manage discipline, conflicts, and behavior issues among children; apply preschool policies consistently
deep expertisesocial core
10%AA
0%
Communicate with parents about their child's development, behavior, and wellbeing (conversations, written reports, parent-teacher meetings)
deep expertisesocial element
4%AA
0%
Directly engage with children through play, teaching moments, comforting, and modeling appropriate behavior
deep expertisesocial core
0%AA
5%
TaskTimeTypeExposure
Plan and organize daily activities, routines, and learning environments for preschool groups (curriculum planning, activity schedules, room setup)
27%AD
24%
Handle administrative tasks including budgets, staffing schedules, attendance records, and regulatory compliance documentation
26%DD
92%
Coordinate with other preschool units, local schools, and external services (special needs support, health services, social services)
19%AD
27%
Manage discipline, conflicts, and behavior issues among children; apply preschool policies consistently
deep expertisesocial core
11%AA
0%
Supervise and mentor preschool staff, conduct staff meetings, provide feedback on teaching practices and child interactions
some context neededsocial core
9%AA
0%
Communicate with parents about their child's development, behavior, and wellbeing (conversations, written reports, parent-teacher meetings)
deep expertisesocial core
4%AA
6%
Observe and assess individual children's development, social skills, and learning progress; document observations
deep expertisesocial element
0%AD
13%
Directly engage with children through play, teaching moments, comforting, and modeling appropriate behavior
deep expertisesocial core
0%AA
10%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.
