Small Group Counseling Outcome Agent

Counselors run small groups on topics like anxiety, friendship skills or study habits, but rarely have time to show whether the groups worked. This agent helps set up each group: it drafts a short pre-survey matched to the group's goals, collects consent forms before the first session, and schedules sessions that rotate class periods so no subject is missed too often. After the last session it gives the post-survey. It checks whether enough surveys came back to compare; if not, it reminds students before the window closes and checks again. It then compares results with attendance, grades or behavior data where relevant, and shows who improved and who may need individual follow-up. The counselor approves consent forms and any sharing of results. Edge case: students whose scores get worse are flagged privately to the counselor, never in a group report.