Retrospective

COMPEL Stages

A retrospective is a structured review session conducted after completing work to examine what went well, what went wrong, and what should change going forward. In the COMPEL framework, retrospectives operate at three levels: initiative retrospectives (conducted by delivery teams within one...

Detailed Explanation

A retrospective is a structured review session conducted after completing work to examine what went well, what went wrong, and what should change going forward. In the COMPEL framework, retrospectives operate at three levels: initiative retrospectives (conducted by delivery teams within one week of completion, focused on tactical lessons), portfolio retrospectives (cross-initiative, surfacing systemic patterns), and strategic retrospectives (executive-level, examining alignment with broader transformation ambitions). Effective retrospectives require psychological safety (people must feel safe speaking honestly), evidence-based discussion (anchored in Evaluate data, not subjective recollection), forward orientation (every problem paired with an actionable recommendation), and inclusive participation (including end users and operational staff, not just leadership).

Why It Matters

Understanding Retrospective is essential for organizations pursuing responsible AI transformation. In the context of enterprise AI governance, this concept directly impacts how organizations design, deploy, and oversee AI systems across all organizational dimensions. Without a clear grasp of Retrospective, organizations risk creating governance gaps that undermine trust, compliance, and long-term value realization. For AI leaders and practitioners, Retrospective provides the conceptual foundation needed to make informed decisions about AI strategy, risk management, and stakeholder engagement. As regulatory frameworks such as the EU AI Act and standards like ISO 42001 mature, proficiency in concepts like Retrospective becomes not merely advantageous but operationally necessary for any organization deploying AI at scale.

COMPEL-Specific Usage

This concept is central to the COMPEL operating cycle. It directly maps to one or more of the six transformation stages and is referenced across all four pillars (People, Process, Technology, Governance). Practitioners encounter this concept throughout the COMPEL Body of Knowledge, from foundational Level 1 certification through advanced Level 4 leadership modules. The concept of Retrospective is most directly applied during the Calibrate, Organize, Model, Produce, Evaluate, and Learn stages of the COMPEL operating cycle. Practitioners preparing for COMPEL certification will encounter Retrospective in coursework aligned with the People, Process, Technology, and Governance pillars, and should be prepared to demonstrate applied understanding during assessment activities.

Related Standards & Frameworks

  • ISO/IEC 42001:2023 (AI Management System)
  • NIST AI RMF 1.0
  • EU AI Act 2024/1689