People and Culture Analytics
Module 11 is the workforce intelligence layer of the operating system. It applies the same measurement discipline to people that Module 3 applies to operations, Module 5 applies to clients, and Module 8 applies to capital.
Module 11 receives its primary upstream signal from Module 1's Leadership DNA Radar. Leadership behavioral scores become the benchmark against which employee engagement data is interpreted. If leaders score red on psychological safety, Module 11 adds psychological safety questions to pulse surveys and increases DEI scorecard weight from 20% to 40%. The logic: if leaders are not creating safe environments, the system needs more data on the impact, not less.
Module 11 also receives data from Module 10 (Change Enablement Sprint). Adoption rates, time-to-competency, and process compliance metrics from every change initiative feed into the workforce health dashboard. Repeated adoption failures in a specific team surface a management signal, not a training signal.
Downstream, Module 11's turnover risk data feeds into Module 8 (Agile Capital Allocation) for workforce planning tied to project funding. Module 11's engagement data feeds back into Module 1 during quarterly recalibration, where it becomes a data point in the next heat-map assessment.
Module 11's turnover risk model is also an AI deployment governed by Module 7 (AI Deployment Canvas), with quarterly bias audits to ensure that risk scores do not reflect demographic patterns rather than genuine turnover risk.
A standalone people analytics program measures workforce health. Module 11 measures workforce health and routes the data into capital planning, leadership diagnostics, change management, and AI governance.
Why People Analytics Underperforms
Most companies manage their most expensive asset with less data rigor than they apply to inventory or marketing spend.
Pattern 1: Annual surveys arrive too late. The engagement survey runs in October. Results are compiled by December. Action plans form in January. The employee who was disengaged in October left in November. The survey detected the problem two months after the person was gone.
Pattern 2: DEI as checkbox. The company tracks representation numbers annually. The numbers do not change because they are not connected to accountability. Tracking is performative, with no budget consequences.
Pattern 3: Reactive retention. The company learns of turnover risk during exit interviews. By then, the decision is made. Counter-offers come too late or address the wrong issue.
Module 11 addresses all three patterns through pulse surveys (real-time, not annual), DEI scorecards tied to leadership accountability (consequential, not performative), and turnover risk models that identify at-risk employees before they decide to leave (proactive, not reactive).
Engagement Pulse Surveys
What they do
Short, frequent surveys (weekly or bi-weekly) with 3 to 5 questions that measure employee engagement in real time. They replace the annual engagement survey that is outdated by the time results are compiled.
Five dimensions measured
Manager effectiveness. Workload sustainability. Growth and development satisfaction. Psychological safety. Alignment with company direction.
Response rate target
Above 80%. Below this threshold, results are unreliable and action based on them risks misdiagnosis. If response rates drop below 80%, Module 10 (Change Enablement Sprint) activates a survey adoption initiative: communicate why the survey matters, show what changed because of previous feedback, and reduce friction in the response process.
Action cadence
Results reviewed by team leads within 48 hours. Trends surfaced to leadership monthly. This speed is the point. A weekly pulse with a 48-hour review cycle means that a team experiencing a sudden engagement drop is identified and supported within days, not months.
How Module 1 calibrates the surveys
When Module 1's Leadership DNA Radar shows red on psychological safety, Module 11 adds psychological safety questions to every pulse survey cycle. The standard rotation might include psychological safety once per month. Under a red score, it appears every week until the leadership team demonstrates improvement.
When Leadership DNA shows red on inclusive decision-making, Module 11 increases DEI scorecard weight and adds inclusion-specific questions to the pulse. The system increases measurement intensity in the areas where the diagnostic identified risk.
Turnover Risk Models
What they do
Predictive models that forecast employee turnover by analyzing multiple input variables and producing a risk score per employee (Green, Amber, or Red), updated monthly.
Input variables
Tenure and time since last promotion. Engagement pulse scores (trending direction, not just current level). Manager change frequency (multiple manager changes in a short period is a risk signal). Compensation relative to market benchmarks. Performance review trajectory (improving, stable, or declining). PTO usage patterns (sudden changes can signal disengagement or burnout).
Intervention triggers
Amber: Manager 1:1 within two weeks. Development conversation on career trajectory. The goal is to address concerns before they become decisions to leave.
Red: Skip-level conversation with the manager's manager. Retention package review. Role adjustment exploration. The goal is to demonstrate that the organization values the individual and is willing to invest in retaining them.
Validation
Compare predicted risk against actual departures quarterly. This tunes the model over time. If 30 of 50 flagged employees leave, the model is well-calibrated. Validation is part of Module 7's audit framework since the turnover model is an AI deployment.
Connection to Module 7
The turnover risk model uses the same bias audit methodology as Module 7's quarterly AI audit. The bias review splits risk scores by demographic group, tenure band, and department to ensure the model is identifying actual risk factors and not proxying for demographics. If bias is detected, the model returns to Module 7's Stage 2 (MVP Pilot) for retraining.
This is a governance connection that standalone people analytics tools do not have. Most HR analytics platforms deploy a turnover model and update it annually at best. Module 11's model is subject to the same quarterly audit rigor as every other AI deployment in the operating system.
DEI Scorecards
What they track
Representation by level (entry, mid, senior, executive) across demographic dimensions. Hiring pipeline diversity at each funnel stage. Promotion velocity by demographic group. Pay equity ratios. Inclusion index from pulse surveys.
Reporting cadence
Monthly dashboard update. Quarterly board report. The cadence matters because DEI metrics that update annually create no urgency. Monthly updates create visibility. Quarterly board reports create accountability.
Accountability mechanism
Each department head owns their team's DEI scorecard metrics. When Module 1's Leadership DNA shows red on inclusive decision-making, Module 11 increases the DEI scorecard weight in the leadership team's performance evaluation from 20% to 40%. This connects the behavioral diagnostic to measurable consequences.
Benchmarking
Compare against industry benchmarks and year-over-year internal progress. Both comparisons matter. Industry benchmarks show where the company stands relative to peers. Year-over-year trends show whether interventions are working.
Live People Health Dashboard
What it shows
The People Health Dashboard aggregates all Module 11 data into a single view, consistent with the traffic-light system used across every VWCG OS module.
Dashboard panels: Headcount and open positions by department. Engagement pulse trend lines. Turnover risk heat map by team. DEI scorecard summary. Time-to-fill for open roles. Training completion and competency scores (from Module 10). Absenteeism and PTO utilization trends.
Access levels
HR leadership sees the full dashboard. Managers see their team's data. Executives see the rollup view. Privacy is maintained by showing aggregate data at every level except direct manager, who can see individual risk scores for their direct reports only.
Alert automation
The dashboard uses Module 3's traffic-light thresholds and variance alert logic. When an engagement pulse drops below the amber threshold for a specific team, the alert routes to the manager and HR business partner. When turnover risk flags a red employee, the skip-level conversation protocol activates.
Connection to Module 8
Workforce planning data from the People Health Dashboard feeds directly into Module 8's Capital Governance Forum. If a funded project requires hiring and Module 11's time-to-fill data shows the hiring pipeline is slow, Module 8 adjusts the project timeline rather than pretending the headcount will materialize on schedule. This connection prevents the common failure of project plans that assume instant hiring in a competitive market.
What Makes This Different from Standard People Analytics
Standard people analytics platforms provide excellent data collection, visualization, and reporting as standalone HR tools with independent dashboards, surveys, and analytics.
Module 11 is integrated into the operating system in four ways that standalone platforms are not.
First, the engagement and behavioral baselines come from Module 1's diagnostic, not from a separate HR assessment. The Leadership DNA Radar tells Module 11 where to focus measurement before a single pulse survey is sent.
Second, the turnover risk model is governed by Module 7's AI framework, including quarterly bias audits and a staged deployment pipeline. Most people analytics platforms deploy their own models with their own update schedules. Module 11's model follows the same governance rigor as every other AI deployment in the system.
Third, adoption and change data flows in from Module 10. Workforce health is not just engagement and retention. It includes the organization's ability to absorb change, measured through adoption rates and process compliance across every Module 10 sprint.
Fourth, the people data feeds into Module 8's capital planning and Module 1's quarterly recalibration. Workforce health is not an HR metric. It is an operating system input that affects funding decisions and diagnostic routing.
Who This Module Is For
Module 11 was designed for mid-market companies that acknowledge people are their most important asset but manage them with less rigor than they manage inventory, marketing spend, or sales pipeline.
These companies have HR teams. They may have engagement surveys. What they lack is the connection between people data and the rest of the business: capital allocation, change management, leadership development, and AI governance. Module 11 creates those connections.
The Working Specification
The instrument scores five dimensions: Pulse Survey Operability, Turnover Model Governance, DEI Scorecard Accountability, Dashboard and Privacy Tiering, and Downstream Coupling. Weights are version 1.0 calibration defaults from 2026-08-20, tuned to each client during calibration.
The Instrument
The People and Culture Analytics Diagnostic scores 5 dimensions on a 0 to 5 scale against written anchors. The composite score is a weighted sum with equal weights of 0.20 per dimension. Four published rules carry the page thresholds. Pulse response rate must stay above 80%, and below it results are unreliable and M10 runs a survey adoption initiative. Team leads review results within 48 hours, with trends to leadership monthly. Turnover interventions work inside fixed windows: amber gets a manager 1:1 within two weeks, red gets a skip-level conversation plus retention package review. The DEI scorecard carries 20% of leadership evaluation normally and 40% when M01 inclusive decision-making is red.
| Dimension | Weight | What it measures | Score 1 | Score 3 | Score 5 |
|---|---|---|---|---|---|
| Pulse Survey Operability | 0.20 | Weekly or bi-weekly pulses of 3 to 5 questions covering manager effectiveness, workload sustainability, growth satisfaction, psychological safety, direction alignment. Response rate at or above 80%. 48-hour team-lead review. Psych-safety questions intensify to weekly on M01 red | Annual survey only. Results obsolete on arrival | Pulses running. Response rate or review latency breach the floor without response | Cadence, floor, and 48-hour review all held. M01 reds visibly intensify measurement |
| Turnover Model Governance | 0.20 | Model live on the page input set: tenure and promotion timing, pulse trends, manager changes, comp vs market, review trajectory, PTO patterns. Amber and red interventions fire inside their windows. Quarterly validation against actual departures. M07 bias audits split scores by demographic group, tenure band, department | Retention reactive. Risk surfaces at the exit interview | Model live. Interventions or validation lapses. Audits skipped | Interventions inside windows. Quarterly validation tunes sensitivity. Audits clean with Stage 2 return on bias |
| DEI Scorecard Accountability | 0.20 | Scorecard tracks representation by level, pipeline diversity by stage, promotion velocity, pay equity, inclusion index. Monthly dashboard and quarterly board report. Department heads own their metrics. The 20% to 40% weight mechanism responds to the M01 state | DEI as checkbox. Annual numbers disconnected from accountability | Scorecard exists. Cadence slips. Ownership nominal | Monthly and quarterly cadence kept. Owners named. Weight mechanism demonstrably follows the M01 state. Benchmarks tracked year over year |
| Dashboard and Privacy Tiering | 0.20 | All seven page panels live: headcount, pulse trends, turnover heat map, DEI summary, time-to-fill, M10 training data, absenteeism and PTO. Access tiers enforced: HR full, managers team-level, executives rollup, individual scores only for direct reports. M03-style alerts route team ambers and red flags | People data scattered. Access uncontrolled or nobody sees anything | Dashboard live. Tiering or alert routing partial | Full panel set with enforced tiers. Alerts route to manager plus HR business partner. Skip-level protocol activates on red flags |
| Downstream Coupling | 0.20 | Time-to-fill and workforce data reach the M08 Forum and adjust project timelines. Engagement data feeds M01 quarterly recalibration. M10 adoption metrics flow into the dashboard and repeated team failures surface as management signals | People data stays in HR. Project plans assume instant hiring | Some feeds live. Manual or quarterly-lagged | All three couplings live and automatic. M08 visibly adjusts timelines on hiring reality. M01 heat-map reflects engagement trends |
Scoring and Bands
| Band | Range | What it routes to |
|---|---|---|
| Red | 0.0 up to but not including 2.0 | Activates the owning remediation playbook (Routing table below) |
| Amber | 2.0 to 3.5 inclusive | PB-M11-04 monitoring with pulse checks |
| Green | above 3.5 up to and including 5.0 | Hold and monitor quarterly through M13 |
The response rate floor, review latency, intervention windows, and DEI scorecard weight carry the published thresholds listed above.
Routing
Red bands fire the routes below. Every amber dimension routes to PB-M11-04. Green dimensions hold and are monitored quarterly through M13, monthly for the turnover risk signal.
Outbound routes
| Signal | Condition | Destination | What fires |
|---|---|---|---|
| Pulse Survey Operability | red | M11 PB-M11-01 | Pulse and Dashboard Standup (RT-M11-PULSE-RED) |
| Pulse Survey Operability | red | M10 PB-M10-01 | Response rate below 80% activates a survey adoption initiative |
| Turnover Model Governance | red | M11 PB-M11-02 | Turnover Model Activation (RT-M11-TURNOVER-RED) |
| Turnover Model Governance | red | M07 PB-M07-03 | Turnover model is a registered AI deployment with quarterly bias audits |
| DEI Scorecard Accountability | red | M11 PB-M11-03 | DEI Accountability and Coupling (RT-M11-DEI-RED) |
| DEI Scorecard Accountability | red | M01 PB-M01-08 | Inclusive decision-making red drives the 20% to 40% weight change |
| Dashboard and Privacy Tiering | red | M11 PB-M11-01 | Pulse and Dashboard Standup |
| Dashboard and Privacy Tiering | red | M12 PB-M12-02 | People data is sensitive, privacy tiering must align with data classification |
| Downstream Coupling | red | M11 PB-M11-03 | DEI Accountability and Coupling |
| Downstream Coupling | red | M08 PB-M08-03 | Time-to-fill data must adjust project timelines at the Forum |
| Turnover risk signal | red | M08 PB-M08-03 | Workforce planning tied to project funding (RT-M11-TURNOVER-M08) |
Inbound routes
| Signal | Condition | Source module | What fires in M11 |
|---|---|---|---|
| Psychological Safety Provision | red in M01 | M01 | Psych-safety questions in every pulse cycle until improvement (PB-M11-01) |
| Variance alert signal | red in M03 | M03 | People metric red fires escalation and accelerated 1:1s (PB-M11-02) |
| Activation and Downstream Routing | red in M10 | M10 | Adoption data feeds workforce health, repeated failures in a team may indicate a management problem (PB-M11-04) |
| Adoption metrics signal | red in M10 | M10 | Completion, competency, compliance data into the People Health Dashboard (PB-M11-04) |
Playbooks
PB-M11-01: Pulse and Dashboard Standup (Pulse / Dashboard)
Trigger: Pulse Survey Operability or Dashboard and Privacy Tiering red, annual survey only, or response rate below 80%. Builds the pulse question bank on the five page dimensions and launches the weekly or bi-weekly cadence instrumented against the 80% floor. Stands up the 48-hour team-lead review discipline and the monthly leadership trend roll-up. Builds the People Health Dashboard with the seven page panels, enforces access tiers aligned with M12 classification, and applies M01 calibration to question rotation and DEI weight. Outcome: two full pulse cycles at or above the 80% floor, 48-hour reviews logged, dashboard live with tiers enforced, M01 calibration applied and logged. Owner: Head of People or HR lead, 4 weeks.
PB-M11-02: Turnover Model Activation (Model Governance)
Trigger: Turnover Model Governance red, retention reactive, or the model unaudited or unvalidated. Registers the turnover risk model in the M07 AI Register with dual ownership and wires the page input set. Produces monthly green, amber, and red scores per employee delivered to direct managers only, and activates the intervention windows. Sets quarterly validation against actual departures and quarterly M07 bias audits, with bias detection returning the model to Stage 2. Outcome: model registered and scoring monthly, first interventions completed inside windows, validation and audit calendar set, privacy tier verified. Owner: Head of People as Business Owner with a data or ML Model Owner, 5 weeks.
PB-M11-03: DEI Accountability and Coupling (DEI / Downstream)
Trigger: DEI Scorecard Accountability or Downstream Coupling red, scorecard performative, or people data invisible to M08 or M01. Stands up the DEI scorecard with representation, pipeline diversity, promotion velocity, pay equity, and inclusion index, on a monthly dashboard and quarterly board report cadence. Assigns each department head ownership of their metrics and wires the 20% to 40% evaluation weight change to the M01 inclusive-decision state. Wires time-to-fill data into the M08 Forum and engagement trends into the M01 quarterly recalibration. Outcome: scorecard live with named owners, first monthly and board reports produced, weight mechanism documented, M08 and M01 feeds verified. Owner: Head of People with CFO delegate, 4 weeks.
PB-M11-04: People Analytics Monitoring (Amber Path)
Trigger: any S11 dimension amber, or green-state standing maintenance. Checks response rate every pulse cycle, with a breach triggering the M10 survey adoption initiative rather than interpretation of bad data. Reviews amber and red turnover flags weekly, confirms interventions land inside their windows, and escalates any team with two consecutive engagement ambers. Runs quarterly validation, M07 audits, and a privacy access audit, and feeds engagement and turnover trends to M13 recalibration. Outcome: all cadences kept, interventions on time, audits filed, access audit clean, M13 feed current. Owner: Head of People, standing weekly and quarterly cycle.
Working templates ship with the module: the pulse survey config, the turnover risk register, and the DEI scorecard. Template artifacts and full playbook bodies are delivered during an engagement.