Are you letting the machines decide your metrics?
AI can default to measuring whatever is easiest to find and simplest for another system to score, regardless of intent. Time for some human oversight, says Robert Vilkelis. ...
by Ginka Toegel Published September 9, 2026 in Brain Circuits • 3 min read
Redesigning leadership machinery means shifting from reliance on individual goodwill to creating a system that consistently produces equitable access to opportunity, accountability in decision-making, and predictable outcomes in executive advancement.
To redress the balance in terms of who reaches the top, organizations must redesign the mechanisms that decide who becomes visible, who gains critical experience, and who is actively advanced. This can be understood as a Power Triad that targets these three control points simultaneously:
Women’s progress to the most senior echelons of leadership has been impeded by systemic failures. You cannot fix a broken ladder by coaching the climbers: you fix it by rebuilding the ladder.
Professor of Organizational Behavior
Ginka Toegel is a teacher, facilitator, and researcher in the areas of leadership and human behavior. Specialized in providing one-to-one leadership coaching and team-building workshops to top management teams in both the public and private sector, her major research focuses on leadership development, team dynamics, and coaching. She is also Director of the Strategies for Leadership program and the Mobilizing People program.
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AI can default to measuring whatever is easiest to find and simplest for another system to score, regardless of intent. Time for some human oversight, says Robert Vilkelis. ...
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