COMPEL Glossary / talent-strategy
Talent Strategy
Talent strategy is the comprehensive plan for building and sustaining the human capabilities needed for AI transformation, encompassing workforce assessment, role definition, hiring, reskilling and upskilling programs, career pathway design, retention mechanisms, and organizational development.
What this means in practice
It addresses both technical roles (data scientists, ML engineers, data engineers) and non-technical roles (AI governance specialists, change managers, business translators, ethical reviewers). For organizations, talent strategy failure, manifested as inability to hire, retain, or develop the right people, is consistently among the top three barriers to AI transformation success. In COMPEL, talent strategy is covered at the enterprise level in Module 3.2, Article 6 on talent strategy at enterprise scale, and integrated into the operating model design of Module 4.4, Article 5 on enterprise talent ecosystem and AI workforce strategy.
Why it matters
Talent strategy failure is consistently among the top three barriers to AI transformation success, manifested as inability to hire, retain, or develop the right people across both technical and non-technical roles. Organizations need not only data scientists and ML engineers but also governance specialists, change managers, business translators, and ethical reviewers. A comprehensive talent strategy prevents the human capability gap that stalls technically sound programs.
How COMPEL uses it
Talent strategy is covered at enterprise level in Module 3.2, Article 6 and integrated into the operating model design of Module 4.4, Article 5. During Calibrate, workforce capabilities are assessed against transformation requirements. The Organize stage designs talent acquisition and development plans under the People pillar (D1-D4). The Evaluate stage tracks talent metrics, and the Learn stage adjusts strategy based on hiring and retention outcomes.
Related articles in the Body of Knowledge
Related Terms
Other glossary terms mentioned in this entry's definition and context.