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 May 26, 2026 in Brain Circuits • 3 min read
For mentoring to work, do not approach it as a side activity managed on goodwill alone. Treat it as a strategic people practice: design it intentionally, resource it realistically, support it consistently, and improve it based on evidence.
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.
October 15, 2026 • by Robert Vilkelis in Brain Circuits
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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