The GRIT Lab  ·  A governance lab founded by UBC and SFU academics

Governance fails quietly.
We make it visible.

GRIT Lab is an independent research laboratory specializing in governance intelligence — understanding how organizations govern AI, data, and risk in practice, not just in policy.

Lab at a glance
30+
Years combined expertise
10+
FT50 publications
6
Research streams
3
Governance dimensions
I
Design
Governance Architecture
II
Predict
Risk Forecasting
III
Diagnose
Governance Forensics

Three pillars of governance intelligence

GRIT does not measure compliance only. It investigates failures, forecasts risk, and designs governance systems that reflect how institutions actually behave — not how their policies claim they do.

01
Design
Governance Architecture

Build governance systems that are incentive-compatible, not just rule-compliant. Design frameworks that reflect institutional reality — not idealized conduct.

02
Predict
Risk Forecasting

Model governance risk before it materializes. Simulate regulatory conflict scenarios. Forecast compliance exposure across asset classes, data systems, and AI deployments.

03
Diagnose
Governance Forensics

Investigate governance failures after they occur. Attribute liability. Reconstruct decision trails. Provide defensible evidentiary analysis for boards, regulators, and legal counsel.

Governance intelligence begins where compliance ends

Most organizations govern what is visible. GRIT maps what is not — the assets at risk, the structures under pressure, and the sectors where exposure concentrates before it becomes liability.

Dimension I
Assets under governance
AI systems, data, privacy, and cyber obligations
Data and Privacy Governance
Collection, use, protection, and accountability for data and personal information
Algorithmic and AI Governance
Deployment, monitoring, and accountability for automated decision systems
Cyber and Information Security Governance
Cyber risk oversight, incident response, and security obligations
Dimension II
Governance in practice
Board accountability, regulatory compliance, risk and audit integrity
Board and Executive Governance
Director accountability, fiduciary obligations, and executive oversight
Regulatory Compliance Governance
Multi-regulator navigation, conflicting obligations, and enforcement risk
Risk and Audit Governance
Internal controls, risk frameworks, audit integrity, forensic investigation
Dimension III
Where exposure concentrates
Financial services, health, supply chains, real estate
Financial Institution Governance
Capital, liquidity, and conduct risk in banks, credit unions, and insurers
Health System Governance
Clinical AI, patient data, and regulatory compliance in health
Platform and Real Asset Governance
Supply chains, real estate, procurement integrity, and third-party risk

The governance intelligence layer beneath every sector

GRIT is neither a consultancy nor sector-specific. It is the research and intelligence infrastructure that organizations, advisors, and professional services firms draw on when governance decisions carry real consequences.

01
Financial Services

Credit unions · Pension funds · Insurers · Asset managers · Banks · Investment dealers

02
Health Systems

Health authorities · Hospital networks · Health insurers · Clinical AI developers

03
Real Estate

Developers · REITs · Municipal governments · Institutional real estate investors

04
Supply Chain

Large enterprises · Government procurement · Logistics · ESG investors

05
Technology

AI companies · SaaS platforms · Data brokers · Technology vendors navigating AI Act and GDPR

06
Public Sector

Federal and provincial regulators · Crown corporations · Municipalities · Government AI deployment

07
Professional Services

GRIT serves as the research and validation backbone for consulting and advisory firms that require academic-grade governance intelligence to strengthen and defend their client engagements.

Research Partnership
08
Legal and Litigation

GRIT provides court-qualified expert analysis, governance forensics, and independent evidentiary assessment for legal proceedings, regulatory defense, and transaction due diligence.

Expert Witness Engagement

What makes GRIT different

GRIT brings academic rigor that commercial consultants cannot replicate and practitioner relevance that pure academic studies do not deliver.

01
Academic rigor that survives scrutiny

Research grounded in 30 years of combined peer-reviewed governance scholarship published in the world's leading management information systems journals. Methodology defensible in boardrooms, regulatory hearings, and courts.

02
Institutional independence

Academic research carries credibility that consulting firms cannot replicate. Our findings are not shaped by client preferences or commercial relationships. Independence is the asset.

03
Behavioral depth

We model how organizations actually behave — not how their policies say they should. GRIT surfaces the gap between stated governance and real institutional conduct, which is where risk actually lives.

04
Cross-sector pattern recognition

Collaborating with partners across financial services, health, real estate, and supply chains builds cross-sector intelligence that single-sector specialists cannot offer. Governance failures follow patterns. We have mapped them.

05
Forensic and forward-looking simultaneously

Most governance advisors do one or the other. GRIT investigates failures with forensic rigor and forecasts emerging risks with predictive models. The same analytical depth serves both directions.

06
Deployment ready

Research findings are deployable at scale through commercial platform. Governance intelligence frameworks move from academic validation to enterprise implementation without losing rigor.

Engage with GRIT Lab

Is your organization governance-ready?

GRIT identifies where organizations are exposed before regulators, litigants, or the market participants do. All engagements are treated with strict confidentiality.

"The gap between stated governance and actual institutional conduct is where liability concentrates. GRIT makes that gap visible."
Request an Initial Conversation

All inquiries treated with strict confidentiality.