PopulaiDecision Signal
Do not proceed as specified
Population Response
Decision Tested
Implement mandatory 3-day per week in-office requirement for all employees
Population Simulated
Professionals
1000
synthetic personas
Overweighted: Engineering and product teams
Scenario
CEO announces policy via all-hands meeting with 60-day implementation window
Representative Voices
"I moved 200 miles away during COVID. This is a layoff with extra steps."
"Honestly, I miss the collaboration. My apartment is too small to work from."
"I'll lose 30% of my team. We just finished a year-long hiring push."
"Half my team is in different time zones. What problem are we solving?"
"Our competitor just announced fully remote. This will trigger an exodus."
"Clients prefer in-person meetings. This helps my close rate."
Leverage Points
What improves judgment
- 1Start with voluntary in-office incentives before mandates
- 2Provide relocation packages for affected employees
- 3Allow team-level flexibility based on collaboration needs
- 4Phase implementation over 6+ months with clear exceptions process
Unresolved Risks
What remains uncertain
- Top performers with external options will leave first
- Glassdoor and Blind reviews will impact recruiting pipeline
- Legal exposure in states with evolving remote work protections
- Productivity dip during 6-month adjustment period