Engagement Survey Insights & Actions
Frame engagement context, compare survey signals across teams, and produce a prioritized improvement plan with risk flags.
Before you start
What you’ll need
- Access to completed engagement survey results with team-level breakdowns
- Exit Theme Summary from HR15 Offboarding & Exit Interview Capture workflow
- Engagement Survey Results
- Organisational Benchmark Data
Who’s involved
- HR Analyst — Leads the engagement survey analysis, coordinates cross-referencing with exit data, and drafts improvement recommendations.
- HR Director — Approves the final improvement plan and engagement risk flags before downstream handoff.
- Manager — Reviews team-specific signals and owns local improvement actions assigned in the plan.
Safe use
- Data Handling — This workflow processes engagement survey responses (team scores, free-text comments, response rates) and exit interview themes. Do not paste these inputs into public or unapproved GenAI tools.
- Verification — GenAI may fabricate engagement patterns or misattribute survey signals to wrong dimensions. Verify every identified signal traces to specific survey data points before sharing recommendations.
Execution steps
Inputs
- Engagement Survey Resultsdownload
- Exit Theme SummarydownloadFrom HR15 — Exit Interview
- Organisational Benchmark Datadownload
- Confirm engagement survey results include team-level breakdowns and response rates
- Verify the Exit Theme Summary from HR15 is finalised and approved
- Confirm organisational benchmark data is current and covers relevant dimensions
Prompt
Frame key engagement dimensions from survey data
CONTEXT You will be provided with the following source documents: 1. Engagement Survey Results 2. Exit Theme Summary 3. Organisational Benchmark Data TASK Analyse the engagement survey results and produce an Engagement Problem Frame. Identify the key engagement dimensions, highlight the most significant positive and negative signals, and surface areas where scores diverge most from benchmarks or prior periods. OUTPUT FORMAT Use the following markdown structure: ## Engagement Problem Frame ### Survey Overview - **Response rate:** [percentage] - **Survey period:** [date range] - **Teams covered:** [count] ### Key Engagement Dimensions | # | Dimension | Current Score | Benchmark or Prior Score | Variance | Signal | |---|-----------|--------------|------------------------|----------|--------| | 1 | [dimension] | [score] | [benchmark] | [+/-] | [Strong / Moderate / Weak] | ### Priority Problem Areas For each area where scores are notably below benchmark or declining: - **Area:** [name] - **Evidence:** [specific data points] - **Scope:** [which teams or populations affected] ### Positive Signals - [List dimensions or teams where engagement is strong, with supporting data] CONSTRAINTS Do not infer engagement problems not supported by the survey data. Do not reference specific organisations, employee names, or proprietary scoring systems. Only flag variances that are meaningful relative to the benchmark or prior period.
Outputs
- Engagement Problem Frame
Verification: Verify the AI-identified dimensions and variances match the actual survey data — reject fabricated scores or dimensions not in the source.
Inputs
- Engagement Problem Frame
- Engagement Survey Resultsdownload
- Confirm the Engagement Problem Frame has been reviewed and priority areas are accurate
Prompt
Compare engagement signals across teams and themes
CONTEXT You will be provided with the Engagement Problem Frame (key dimensions, scores, and priority problem areas) and the Engagement Survey Results with team-level breakdowns. TASK Compare engagement signals across teams and themes to identify where patterns cluster, diverge, or intensify. Produce a Cross-Team Comparison Matrix that highlights which teams share common engagement challenges and which face unique issues. OUTPUT FORMAT Use the following markdown structure: ## Cross-Team Comparison Matrix ### Team-by-Dimension Heatmap | Team | [Dimension 1] | [Dimension 2] | [Dimension 3] | Overall | |------|--------------|--------------|--------------|--------| | [Team A] | [High / Medium / Low] | ... | ... | [score] | ### Clustered Patterns For each pattern appearing across multiple teams: - **Pattern:** [description] - **Affected Teams:** [list] - **Strength:** [Strong / Moderate / Emerging] ### Unique Team Issues For any team with a signal that does not appear elsewhere: - **Team:** [identifier] - **Issue:** [description] - **Evidence:** [data points] CONSTRAINTS Do not rank teams or create league tables that could be used punitively. Do not speculate on causes — report the data patterns only. Do not include individual employee responses or identifiable free-text comments.
Outputs
- Cross-Team Comparison Matrix
Verification: Verify team-level patterns reflect actual survey breakdowns — reject any clustered pattern not supported by at least two data points per team.
Inputs
- Cross-Team Comparison Matrix
- Exit Theme SummarydownloadFrom HR15 — Exit Interview
- Confirm the Cross-Team Comparison Matrix has been reviewed for accuracy
- Verify the Exit Theme Summary contains validated themes with sentiment classifications
Prompt
Cross-reference engagement patterns with exit themes
CONTEXT You will be provided with the Cross-Team Comparison Matrix (engagement patterns across teams) and the Exit Theme Summary from HR15 (validated exit interview themes with sentiment and categories). TASK Cross-reference the engagement survey patterns with the exit interview themes to identify where both data sources confirm the same underlying issue. Flag convergent signals where engagement dips align with exit reasons, and note divergent signals where one source contradicts the other. Produce a Validated Signal Map. OUTPUT FORMAT Use the following markdown structure: ## Validated Signal Map ### Convergent Signals | # | Engagement Pattern | Exit Theme | Alignment Strength | Implication | |---|-------------------|------------|-------------------|-------------| | 1 | [pattern from survey] | [theme from exits] | [Strong / Moderate] | [one sentence] | ### Divergent Signals | # | Source | Signal | Contradiction | Notes | |---|--------|--------|---------------|-------| | 1 | [Survey / Exit] | [signal] | [what contradicts it] | [context] | ### Signal Priority Ranking Rank the top signals by combined evidence weight: 1. [Signal] — supported by [survey evidence] and [exit evidence] CONSTRAINTS Do not fabricate alignment between unrelated survey dimensions and exit themes. Only flag convergence where both data sources reference the same underlying issue. Do not assign causation — note correlation only.
Outputs
- Confirm every convergent signal is supported by specific data from both the survey and exit themes
- Verify no divergent signals were omitted or incorrectly classified
Inputs
- Validated Signal Map
- Organisational Benchmark Datadownload
- Confirm the Validated Signal Map has been reviewed and approved by the HR Analyst
Prompt
Generate prioritised improvement actions from validated signals
CONTEXT You will be provided with the Validated Signal Map (convergent and divergent engagement signals cross-referenced with exit themes) and Organisational Benchmark Data (industry or historical engagement benchmarks). TASK For each high-priority signal in the Validated Signal Map, generate one to three targeted improvement actions. Prioritise actions by expected impact and feasibility. Produce a Prioritised Improvement Plan that your organisation's HR team can execute. OUTPUT FORMAT Use the following markdown structure: ## Prioritised Improvement Plan ### Recommended Actions | # | Signal Addressed | Action | Owner Type | Priority | Timeframe | Expected Impact | |---|-----------------|--------|-----------|----------|-----------|----------------| | 1 | [signal] | [specific action] | [HR / Manager / Leadership] | [High / Medium / Low] | [Immediate / Short-term / Long-term] | [one sentence] | ### Implementation Notes For each high-priority action: - **Action:** [name] - **Rationale:** [why this addresses the signal] - **Success Measure:** [how to know it worked] - **Dependencies:** [what must be in place first] ### Actions Not Recommended List signals where no action is warranted, with rationale for exclusion. CONSTRAINTS Do not recommend actions that cannot be tracked or measured. Do not propose organisation-wide initiatives for signals affecting only one team. Do not reference specific tools, vendors, or proprietary programmes. Every recommendation must link directly to a validated signal.
Outputs
- Prioritised Improvement Plan
Verification: Verify every recommended action links to a specific validated signal and includes a measurable success criterion — reject vague actions.
Inputs
- Prioritised Improvement Plan
- Validated Signal Map
- Confirm the Prioritised Improvement Plan has been reviewed and approved by the HR Director
Prompt
Distil engagement risk flags for downstream use
CONTEXT You will be provided with the Prioritised Improvement Plan (recommended actions with owners and timeframes) and the Validated Signal Map (convergent engagement and exit signals ranked by priority). TASK Distil the highest-risk engagement signals into an Engagement Risk Flags document formatted for downstream use by employee relations and governance workflows. Each flag must name the risk, cite the supporting evidence, state the recommended response, and assign an urgency level. OUTPUT FORMAT Use the following markdown structure: ## Engagement Risk Flags ### Risk Flag Summary | # | Risk Flag | Urgency | Affected Scope | Evidence Sources | Recommended Response | |---|-----------|---------|---------------|-----------------|---------------------| | 1 | [risk label] | [Critical / High / Medium] | [team or population] | [survey and exit data references] | [one sentence action] | ### Detailed Risk Narratives For each critical or high-urgency flag: - **Flag:** [label] - **Evidence:** [specific data points from survey and exit themes] - **Current Trajectory:** [Improving / Stable / Declining] - **Recommended Owner:** [HR / Manager / Leadership] - **Escalation Trigger:** [condition that would raise urgency] CONSTRAINTS Do not flag risks without evidence from at least one validated source. Do not include low-severity signals that do not warrant downstream attention. Do not reference specific employees, managers, or organisation names.
Outputs
- Confirm every risk flag cites specific evidence from the survey or exit themes
- Verify urgency levels are proportional to the supporting evidence
- Confirm the Engagement Risk Flags document is formatted for HR09 downstream consumption
Verification: Verify each risk flag traces to validated evidence and that no critical signals from the Validated Signal Map were omitted.
Reference
Guardrails
- Data-Backed Signals Only — Every engagement signal must trace to specific survey data points or exit theme evidence — reject any pattern the AI infers without direct support.
- Anonymised Team References — Use team codes or generic labels in GenAI prompts instead of manager or team member names to prevent bias or confidentiality breaches.
- Proportional Recommendations — Recommended actions must match the severity and frequency of the underlying signals — do not escalate localised issues into organisation-wide initiatives.
Pitfalls
- Pasting raw survey data containing individual employee identifiers or free-text comments with names into the GenAI prompt.
- Accepting AI-generated theme clusters without verifying each maps to specific survey questions and response patterns.
- Treating engagement scores in isolation without cross-referencing exit theme data for validation.
- Generating improvement actions that are too broad to assign or track, such as 'improve engagement across the board.'
Definition of Done
- The Engagement Problem Frame identifies at least three distinct engagement themes with supporting data points from the survey results.
- The Cross-Team Comparison Matrix covers all teams in the survey data and flags statistically meaningful variations.
- The Validated Signal Map cross-references at least two engagement signals with corresponding exit themes from HR15.
- The Engagement Risk Flags document contains prioritised flags with named owners and urgency levels ready for HR09 downstream use.
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AGASI AiOS · HR17 v1.0 · Apr 7, 2026