Supervise and coordinate activities of personal service workers.
Time card
| Mine | Task, by time spent | Human | With AI | AI | Robot |
|---|---|---|---|---|---|
Direct or coordinate the activities of workers, such as hotel staff or hair stylists.1h 23m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Observe and evaluate workers' appearance and performance to ensure quality service and compliance with specifications.56m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Train workers in proper operational procedures and functions and explain company policies.42m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Assign work schedules, following work requirements, to ensure quality and timely delivery of service.42m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Resolve customer complaints regarding worker performance or services rendered.35m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Inspect work areas or operating equipment to ensure conformance to established standards in areas such as cleanliness or maintenance.35m a shift · Robots deployed · e.g. SpotWhy this label?Marked Robot because Spot (in real use) has done this task in a real workplace. It shows a robot can do it somewhere, not that most first-line supervisors of personal service workers work alongside one. How labels work | |||||
Meet with managers or other supervisors to stay informed of changes affecting operations.28m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Recruit and hire staff members.21m a shift · Observed in AI useWhy this label?Marked With AI because people regularly use AI to help with this task in real conversations (Anthropic Economic Index, 2025 usage), but AI doesn't usually finish it alone. How labels work | |||||
Requisition necessary supplies, equipment, or services.21m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Direct marketing, advertising, or other customer recruitment efforts.21m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Take disciplinary action to address performance problems.14m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Investigate employee complaints and resolve problems following management rules and regulations.14m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Participate in continuing education to stay abreast of industry trends and developments.14m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Inform management about problems, such as employee disputes.14m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Arrange worker breaks to ensure services are adequately staffed throughout each shift.14m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Apply customer feedback to service improvement efforts.14m a shift · Observed in AI useTypical AI request: about 6h 49m alone, 45m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Inform workers about interests or special needs of specific groups.14m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work |
