Expected Parrot
https://www.expectedparrot.comSimulate your stakeholders.
We help companies simulate their stakeholders and explore pricing, product, marketing, communications and other high-impact business decisions at scale. We have an open-source library and interactive applications for designing custom agents representing your target audiences and conducting interviews and surveys with them using LLMs of your choice to generate answers. Results are returned as detailed datasets with built-in analytical methods. Everything is cached and reproducible, and you can automatically send the same surveys to real human respondents to calibrate agents and validate answers at any time. You can use your own API keys for LLMs or get a unified key from E[P] that provides access to all available models and comes with $25 in credits for API calls to get started.
Total Open and Closed Positions
Total open positions, and positions newly closed since the previous update
Department Headcount Over Time
Open positions per department · top 6 at any point in the window
Newly Opened and Closed Positions
Position Churn Rate
Positions closed within 14 days of opening · a high rate suggests posting instability — duplicates, pulled listings, or roles filled through internal or off-market channels
Time-to-Fill Distribution
Days from open to close · closed positions only
Salary Trend Over Time
Monthly median base salary · USD · annualized · p25/p75 dashed
Salary Range by Department
Employment Type
Technical vs. Non-technical
Open positions · by department
Top Roles by Department
Seniority Mix
Derived from job title keywords
Equity Range by Department
Top Skills
Top Tech Stacks
Skills Trend
Change in share of postings · recent 3 months vs. prior 3 months
Tech Stack Evolution
Positions opened per month · top 5 technologies