by Rob Malcolm | Jul 23, 2026 | Glossary
Capability Ownership refers to the responsibility for the coherence, performance, development, and outcomes of a capability across functions, processes, systems, information, roles, and organisational boundaries. A capability defines what an organisation must be able...
by Rob Malcolm | Jul 23, 2026 | Glossary
Data Quality refers to how well data suits its intended purpose. It is typically evaluated using criteria such as accuracy, completeness, consistency, timeliness, validity, uniqueness, and integrity. Information Quality concerns whether that data has been made...
by Rob Malcolm | Jul 23, 2026 | Glossary
Scout Mindset is about actively seeking the most accurate understanding of reality instead of defending a preferred stance. The term comes from Julia Galef (Galef, 2021). It involves curiosity, humility, and testing assumptions through evidence, experience, diverse...
by Rob Malcolm | Jul 23, 2026 | Glossary
Ethical AI Governance is the governance of AI use so that purpose, permitted use, data, accountability, human judgement, contestability, and downstream consequences remain visible and owned. It recognises that AI can assist attention, analysis, modelling, and...
by Rob Malcolm | Jul 22, 2026 | Glossary
Adaptive Governance refers to a flexible approach that reevaluates and adjusts its principles, structures, controls, and decision-making processes based on new realities, outcomes, and organisational learning. It acknowledges that governance cannot stay effective...
by Rob Malcolm | Jul 22, 2026 | Glossary
Risk Governance involves linking uncertainty and potential impacts with ownership, vigilance, judgement, escalation, and prompt action. It elevates risk management beyond mere registers, ratings, and reports, making risk meaningful by helping the organisation...