Which of the following best describes your involvement with operational forecasts?
- I help create forecasts
- I use forecasts but don't create them
- I rarely or never use forecasts
What is the primary time horizon you focus on for forecasts in your area?
- Within-week
- Weekly
- Monthly
- Quarterly
- 6–12 months
- 12+ months
How confident were you in the forecasts used in your area during the last quarter?
Rate your confidence in the following input sources used for forecasts during the last quarter.
What was the typical mean absolute percentage error (MAPE) for your primary forecast last quarter (%)? (estimate if unsure)
How often were forecasts updated during the last quarter?
Which of the following were the top obstacles to confident forecasting in your area? Select up to 3.
- Unclear or misaligned assumptions
- Data latency or quality issues
- High external volatility
- Limited cross-functional coordination
- Inadequate tools or automation
- Unclear ownership/governance
- Scenario ranges too narrow
- Insufficient domain expertise
- Other
Attention check: To confirm you are paying attention, please select "Weekly".
- Real-time or daily
- Weekly
- Monthly
- Quarterly
In the last 6 months, how often did your area run scenario planning exercises?
- Not at all
- Once
- Twice
- Quarterly
- Monthly or more often
How clear were the key assumptions and drivers used in scenario planning?
Which function/area do you primarily support?
How long have you been in your current role?
- Less than 1 year
- 1–2 years
- 3–5 years
- 6–10 years
- More than 10 years
Which region/time zone do you primarily work in?
What is your primary work setting?
If you could improve one thing about our forecasts or scenario inputs next quarter, what would you prioritize?
Max 600 chars
AI Interview: 2 Follow-up Questions on Forecasting and Scenario Inputs
Thank you for your time—your input helps us improve forecasting and scenario planning.