Exit Survey Sentiment Agent
Analyzes open-text exit survey responses at scale to surface sentiment trends and root causes driving voluntary attrition.
Exit surveys generate valuable open-text feedback about why employees really leave, but most organizations only skim a handful of responses manually and never systematically analyze the full dataset for patterns
Departing employees often give more candid feedback in writing than they would in a live exit interview, yet this rich signal typically sits unread in a survey tool export, disconnected from HR's broader retention strategy
Manually coding hundreds or thousands of open-text responses into themes is impractical without dedicated analyst time, so the same root causes, such as a specific manager, a broken promotion process, or compensation gaps in one department, keep silently driving attrition unaddressed
Aggregate turnover dashboards show that people are leaving but rarely explain why in enough specific, actionable detail
The agent processes open-text and structured exit survey responses using sentiment and theme analysis to identify the underlying drivers behind voluntary departures, going beyond simple satisfaction scores. It clusters responses into actionable themes such as compensation, management quality, growth opportunity, or workload, and tracks how these themes trend over time and across departments or manager cohorts. Sensitive individual comments are aggregated and anonymized before being surfaced to leadership, while patterns that reach a materiality threshold are flagged for direct HR follow-up.
Response Collection and Preprocessing
- Ingest exit survey responses across structured ratings and open-text fields
- Normalize responses across multiple survey tool formats or historical versions
- Strip and separately secure personally identifying details for confidentiality
- Tag each response with department, tenure, and manager metadata
Sentiment and Theme Extraction
- Classify sentiment polarity and intensity across each response
- Cluster open-text comments into recurring themes (comp, management, growth, workload, culture)
- Identify emerging themes not captured by predefined categories
- Score theme prevalence and severity over time
Pattern and Hotspot Detection
- Aggregate themes by department, tenure band, and manager cohort
- Flag statistically significant spikes in a specific theme or team
- Correlate attrition themes against engagement survey and performance data where available
- Anonymize and aggregate before surfacing manager-level patterns
Insight Reporting and Action Routing
- Generate trend reports for HR and leadership on top attrition drivers
- Route material, actionable patterns to the relevant HRBP or leader
- Track whether flagged patterns improve or persist over subsequent quarters
- Recommend retention interventions based on theme severity