Choose a topic, then explore how a case reaches a judgment.
KPMGMachine Learning Governance at a Global Payments Company: Full Rollout, or a Risk-Tiered Pilot First?
Prioritize a scoped, reversible risk-tiered governance pilot: given the lack of evidence on current coverage and control costs, focusing first on validation practices for potentially higher-impact models is more controllable and reversible than a simultaneous full rollout
Read the full case →EYPost-M&A Data Governance at a Gaming Company: Centralize Control First, or Define Shared Responsibilities and Autonomy Boundaries First?
Start by defining a small set of shared data responsibilities and principles, while preserving reversible autonomy boundaries: evidence shows the root causes of conflict have not been disaggregated (F6), the necessity of differences has not been proven (F4), and studios have raised disruption-risk concerns (F3). Under this uncertainty, a reversible, small-scope starting point is preferable to irreversible full centralization.
Read the full case →Alvarez & MarsalReal Estate Obligations in a Healthcare Services Company Crisis: Immediate Full-Scale Disposal, or First Triage Time-Bound, Stoppable Assets and Obligations?
Prioritize a time-bound, stoppable triage of asset use, obligations, and operational dependencies as the first batch of actions; since cash runway, termination costs, legal conditions, and critical service dependencies have not been verified, the irreversible risk of full-scale disposal is too high at this scale (1,700 locations / 46,000 employees)
Read the full case →BridgespanLegal Aid Support During a Pandemic-Era Strike: Authorize On-Site Help Immediately, or Decide via Stoppable Safety, Necessity, and Accountability Gates First?
First establish a very short, stoppable gate covering task necessity, staff safety, and accountability, confirming protections and voluntariness before deciding on on-site or remote support; this path preserves reversibility and avoids irreversible staff exposure risk while protections remain unclear.
Read the full case →WTWGlobal Beverage Climate Risk: Commit to Full-Scale Resilience Investment Now, or Establish an Auditable Risk Tolerance and Allocation Gate First?
Recommend first launching a time-bound, auditable assessment gate, while applying immediate, reversible risk controls at known drought- and water-stressed sites, and deciding on full-scale investment expansion once a comparative baseline is established.
Read the full case →L.E.K. ConsultingAuto Insurance Claims Forecasting: Full-Scale Overhaul Now, or First Triage High-Cost, High-Volatility Segments to Validate Data and Model Feasibility?
Prioritize a triage-and-validate path: with data feasibility, trend authenticity, and model downside risk all unknown, first gather evidence through a limited, reversible pilot before deciding whether to scale into a full-scale overhaul.
Read the full case →CapgeminiBank credit decisioning: Consolidate across business lines immediately, or first validate data, controls, and decision speed with a high-risk-account pilot?
Adopt a time-boxed representative pilot, first validating data definitions, control consistency, and decision speed using high-risk accounts and representative business lines, before deciding whether to consolidate, since the proportional risk from fragmentation and data quality lack shared evidence
Read the full case →MarshPharmaceutical Supply Network: Pursue Full Multi-Sourcing Immediately, or First Conduct Multi-Tier Mapping of Critical Products While Concurrently Protecting Known Single Points?
Adopt time-boxed mapping of critical products while concurrently protecting known single points, as this balances speed with an evidence base under hard stops on quality and patient supply, and actions can be adjusted based on mapping results
Read the full case →ProtivitiInsurance Risk Culture: Launch full value-chain deep RCSA immediately, or first validate granularity, participation load, and control data using representative functions?
First launch a time-bound pilot covering representative functions and cross-functional dependencies, while simultaneously setting compliance escalation and stop thresholds; decide on full rollout scope only after validating granularity and participation load
Read the full case →MorganFranklin ConsultingEnterprise Divestiture IAM Rebuild: Replicate the Entire Legacy Platform Immediately, or Verify Controls, Integration, and Cloud Migration First Based on Critical Access and Regulatory Deadlines?
Adopt a phased verification approach: first lock down critical access, segregation of duties, and the deliverable scope for regulatory deadlines, then progressively expand integration and cloud migration—because gaps and rollback capability remain unverified, and full replication would carry existing exposure unchanged into two new environments
Read the full case →ghSMARTPharma CEO Succession: Commit to a single candidate five years out, or keep a candidate slate and converge gradually using strategy, board, and readiness gates?
Recommendation: retain the candidate slate and converge gradually through strategy, readiness, and governance gates, as this preserves adjustability over the five-year uncertain horizon while balancing fairness and retention (F1, F2, F3, F6)
Read the full case →AAreteMedicaid Preventable Readmissions: Roll out network-wide immediately, or first validate root causes, patient accessibility, and care transitions with a time-boxed pilot at high-risk hospitals?
Recommendation: prioritize a time-boxed pilot. Given three key uncertainties—root cause, accessibility, and capacity—the pilot generates decision-grade evidence within controlled risk while preserving the option for network-wide rollout
Read the full case →Booz Allen HamiltonEmergency Department EHR Critical Information: Deploy Automated Extraction Fully Now, or First Validate Relevance, Safety, and Workflow Through a Clinically Supervised Pilot?
Run a clinically supervised pilot first, limited to a defined set of chief complaints and patient populations, preserving full record access and human judgment. Consider expansion only after recall, misleading-association, bias, and workflow validation pass.
Read the full case →