In the People and Culture Analytics Diagnostic, people analytics means scoring 5 dimensions of people health on a 0 to 5 scale. Its lowest turnover anchor describes retention as reactive, with risk first surfacing at the exit interview. A red dimension proposes its owning playbook, and turnover flags open fixed intervention windows.
What Weak People Analytics Looks Like
The lowest written anchors of the diagnostic describe the failure pattern for each of its five dimensions. One anchor shows retention as reactive, with risk surfacing at the exit interview. Another shows an annual survey only, with results obsolete on arrival. A third shows people data scattered, with access uncontrolled or nobody seeing anything at all.
The coupling anchor describes people data that stays in HR while project plans assume instant hiring. The DEI anchor describes DEI as a checkbox, with annual numbers disconnected from accountability.
A theory of constraints lens suggests that an owner look for the single gap in people data that limits every later decision. A unit economics lens offers a second outside view, asking what each unplanned departure costs the business. Neither lens forms part of the diagnostic, but either can help an owner frame the discussion before scoring.
The module routes each red signal to a named owner and a defined playbook. Readers may compare that routing pattern with the discipline of advanced problem management in IT service work.
What People Analytics Measures in This Diagnostic
The system that carries this people analytics work is the VWCG OS People and Culture Analytics module. It scores 5 dimensions of people health on a 0 to 5 scale against written anchors. Each dimension carries an equal weight of 0.20, and the composite score is the weighted sum.
Pulse Survey Operability measures weekly or bi-weekly pulses of 3 to 5 questions. Those questions cover manager effectiveness, workload sustainability, growth satisfaction, psychological safety, and direction alignment. Response rate must stay at or above 80%, and team leads review results within 48 hours. Trends reach leadership monthly, and psychological safety questions intensify to weekly on a red in the Intelligent Foundations module.
Turnover Model Governance checks a model that runs on tenure and promotion timing, pulse trends, manager changes, and pay against market. Review trajectory and PTO patterns complete the input set for that model. Amber and red interventions must fire inside their windows, with quarterly validation against actual departures. AI Deployment Canvas bias audits split scores by demographic group, tenure band, and department.
DEI Scorecard Accountability tracks representation by level, pipeline diversity by stage, promotion velocity, pay equity, and an inclusion index. Department heads own their metrics on a monthly dashboard and a quarterly board report.
Dashboard and Privacy Tiering requires all seven page panels, from headcount and pulse trends to time-to-fill and absenteeism. Access tiers give HR full access, managers team-level access, and executives a summary view. Individual scores appear only for direct reports, and alerts route team ambers and red flags. At the top anchor, alerts reach the manager plus the HR business partner, and the skip-level protocol activates on red flags.
Downstream Coupling checks that time-to-fill and workforce data reach the Agile Capital Allocation Forum and adjust project timelines. Pulse data also feeds the psychological safety evidence review of the Intelligent Foundations module, and Change Enablement Sprint adoption metrics flow into the dashboard. A balanced scorecard lens suggests that an owner read these people measures beside financial and process results.
What the Scoring Bands Route To
Composite bands on the 0 to 5 weighted score run from red through amber to green with no gaps. Red covers 0.0 up to but not including 2.0. Amber covers 2.0 to 3.5 inclusive, and green covers above 3.5 up to and including 5.0.
A red band proposes the owning remediation playbook for that specific dimension. Every amber dimension routes to People Analytics Monitoring with 30-day pulse checks. Green dimensions hold and are monitored quarterly through the Core Execution module, and monthly for the turnover risk signal. Module instruments are scored quarterly in weeks 11 to 12 of the Core Execution cycle.
A color changes only when a score clears the band edge by a margin, or holds for two consecutive scorings. That margin is 0.25 points on the 0 to 5 scale used by the module.
A route that fires from a scored dimension stays a proposal until leadership confirms it. Confirmation comes at the next monthly governance review or the Core Execution Phase 3 review, whichever comes first. The stated duration of the playbook starts at that confirmation. Safety routes act on the first reading instead, and the Cyber, Data Privacy, and Security reclassification route for people data is one of them.
Suppose Turnover Model Governance reads red at the quarterly scoring of the module. The route proposes Turnover Model Activation and asks the AI Deployment Canvas module to audit the turnover model within the current quarter. Leadership then confirms the proposal at the next monthly governance review or the Core Execution Phase 3 review, whichever comes first. The 5 weeks of the playbook start only at that confirmation.
Pulse Discipline and the Response Floor
Pulse Survey Operability red proposes the Pulse and Dashboard Standup playbook. That playbook builds the question bank and launches the weekly or bi-weekly cadence against the 80% floor. It also stands up the 48-hour team-lead review and the monthly leadership roll-up. The outcome requires two full pulse cycles at or above the 80% floor, with reviews logged.
The same playbook builds the People Health Dashboard with the seven page panels. It enforces access tiers aligned with Cyber, Data Privacy, and Security classification, and the Head of People or HR lead owns it for 4 weeks.
Below the 80% floor, the module treats pulse results as unreliable. The Change Enablement Sprint module then runs a survey adoption sprint by communication only, and no added pulses run during that time. The People Analytics Monitoring playbook checks response rate every pulse cycle, so a breach triggers that sprint rather than interpretation of bad data.
Other modules can add questions to the pulse as well. Psychological Safety Provision red in the Intelligent Foundations module puts psychological safety questions in every pulse cycle until improvement. Communication consistency red in the Intelligent Foundations module adds communication effectiveness questions to the next pulse, inside the survey calendar limit.
Turnover Interventions and Their Windows
Turnover Model Activation registers the turnover risk model in the AI Register of the AI Deployment Canvas module with dual ownership. It wires the input set and produces monthly green, amber, and red scores per employee for direct managers only. An amber flag gets a manager one to one within two weeks. A red flag gets a skip-level conversation plus a retention package review.
Quarterly validation against actual departures tunes the sensitivity of the model. Quarterly AI Deployment Canvas bias audits run alongside that validation, and bias detection returns the model to Stage 2.
When the overall AERI score in the Intelligent Foundations module falls below 40, the turnover model becomes advisory only. HR then reviews every flag before an intervention. The Head of People owns the playbook as Business Owner, with a data or ML Model Owner, over 5 weeks.
The People Analytics Monitoring playbook reviews amber and red turnover flags weekly and confirms that interventions land inside their windows. It escalates any team that shows two consecutive engagement ambers. A red turnover risk signal also routes to workforce planning tied to project funding in the Agile Capital Allocation module. That route fires when any named owner or key role on a funded project is red.
A jobs to be done lens offers an outside way to prepare for each manager one to one. Through that lens, a manager asks what the employee hired the role to accomplish. The diagnostic itself only sets the windows and the people who hold each conversation.
DEI Accountability and the Weight Mechanism
The DEI scorecard carries 20% of leadership evaluation under normal conditions. That weight rises to 40% when inclusive decision-making reads red in the Intelligent Foundations module, and inclusion questions join the pulse. The weight mechanism follows the state of the Intelligent Foundations module, as the top anchor requires.
The middle anchor shows a scorecard that exists while cadence slips and ownership stays nominal. At the top anchor, owners are named, the cadence holds, and benchmarks are tracked year over year.
DEI Scorecard Accountability red proposes the DEI Accountability and Coupling playbook. That playbook stands up the scorecard on a monthly dashboard and a quarterly board report cadence. It assigns each department head ownership of their metrics and wires the 20% to 40% weight change to the state of the Intelligent Foundations module. The Head of People owns it with a CFO delegate, over 4 weeks.
Coupling People Data to Delivery Reality
Downstream Coupling red proposes the same DEI Accountability and Coupling playbook. It also routes to the Agile Capital Allocation Forum, where time-to-fill data must adjust project timelines at the Forum. Teams that buy project management consulting can test whether their own plans assume instant hiring, which is the low anchor here. At the top anchor, all three couplings run live and automatic, and the Agile Capital Allocation Forum visibly adjusts timelines on hiring reality.
Every playbook follows one lifecycle, which runs open, running, met or missed, escalated, and closed. An outcome met, with an independent re-score at amber or better, closes the run. Someone other than the owner re-scores the dimension. A missed outcome escalates to the manager of the owner and the next Core Execution quarter planning agenda.
Each owner runs at most three red playbooks at once, and further reds queue. The queue ranks them by how many modules the red dimension routes into. Safety playbooks never queue. A RACI lens can help an owner keep the runner, the re-scorer, and the approver of each playbook distinct.
Frequently Asked Questions
- What five dimensions does the People and Culture Analytics Diagnostic score?
- The diagnostic scores pulse survey operability, turnover model governance, DEI scorecard accountability, dashboard and privacy tiering, and downstream coupling. Each dimension carries an equal weight of 0.20 in the composite. Together they cover pulse listening, turnover model control, DEI accountability, dashboard access, and the flow of people data into planning.
- How does the module define red, amber, and green scoring bands?
- The bands come from the weighted composite score on the 0 to 5 scale. Red covers 0.0 up to but not including 2.0. Amber covers 2.0 to 3.5 inclusive, and green covers above 3.5 up to and including 5.0. The bands cover the full range, with no gaps and no overlaps between them.
- What happens when the pulse response rate falls below 80%?
- Below 80% the module treats pulse results as unreliable. The Change Enablement Sprint module then runs a survey adoption sprint by communication only. No additional pulses are added while the response rate sits under the floor. The People Analytics Monitoring playbook triggers that sprint rather than interpreting bad data.
- How do red turnover flags trigger intervention windows and skip-level conversations?
- The turnover model produces monthly green, amber, and red scores per employee for direct managers only. An amber flag gets a manager one to one within two weeks. A red flag gets a skip-level conversation plus a retention package review. The People Analytics Monitoring playbook reviews those flags weekly and confirms that interventions land inside their windows.
- Why does the DEI scorecard weight in leadership evaluations rise from 20% to 40%?
- The weight rises when inclusive decision-making reads red in the Intelligent Foundations module. Inclusion questions also join the pulse at that point. The DEI Accountability and Coupling playbook wires the change from 20% to 40% to the state of the Intelligent Foundations module. Department heads own their scorecard metrics in both conditions.
- How does World Consulting Group help an owner activate the People and Culture Analytics module and route red flags to playbooks?
- World Consulting Group implements the People and Culture Analytics module of the VWCG OS and its four playbooks. The first step of the engagement is a scoring pass of the 5 dimensions against the written anchors. Red dimensions then propose their owning playbooks, and leadership confirms each at the next monthly governance review or Core Execution Phase 3 review.
