Adults studying at an English further education college, from English and maths to higher technical courses and apprenticeships, across five campuses and areas. For testing funding and loans, timetables, childcare, learner support and online or modular courses.

5 places · 10 traits

Early childhood educators in a US state, from child care centers and Head Start to public school pre-K and home-based providers, with their pay, education, benefits and plans to stay. For testing pay parity, subsidy rates, pre-K expansion, credential rules and benefits for child care workers.

4 places · 10 traits

Students aged 15 to 18 at the five high schools of a mid-sized US district, answering for themselves, with their grade, plans after graduation, part-time jobs, phone use, homework, AI use and sense of belonging. For testing school rules on phones and AI, start times, grading changes and career programs with the students they affect.

5 places · 10 traits

Students at a public research university, by college: level, age, where they are from, first-generation, financial need, paid work, housing, stress and belonging. For testing tuition, housing and academic policies on students.

6 places · 9 traits

Teachers and staff of a public school district, by where they work (elementary, middle and high schools, the district office): role, years in education, age, union, second jobs, student behavior, workload, AI tools and plans to stay. For testing calendars, phone rules, pay and classroom changes on the people who run schools.

4 places · 9 traits

Parents and guardians in a public school district, by area (city core, suburbs, rural edge) and school level: income, education, language at home, work schedules, special education and how their children get to school. For testing calendars, closures and policies on families.

9 places · 9 traits