Research from the Center for Creative Leadership (CCL)® has been published in the Oxford University Press’ SIOP Frontiers Series volume Case Studies in I-O Psychology: Practical Applications of Science.
The Society for Industrial & Organizational Psychology (SIOP) is the premier professional association for the science and practice of Industrial-Organizational (I-O) psychology, which focuses on the scientific study of human behavior in organizations and in the workplace. The SIOP Frontiers Series focuses on cutting-edge research in I-O psychology and related fields.
The chapter, titled “Framework for Matching Leaders’ Challenges with Leadership Development: A Case Study of AI in Action,” was co-authored by CCL’s Ramya Balakrishnan and Jean Brittain Leslie alongside Scott Tonidandel of the University of North Carolina at Charlotte and Stephen Young of Caterpillar, Inc. and introduces the Leadership Challenge Ladder framework.
Using data from 37,000 leaders across 6,000 organizations, the research project used AI to identify 42 persistent leadership challenges that researchers organized into 3 key themes: personal growth, people and task demands, and working within a larger system.
The chapter also discusses how the framework was applied to redesign CCL’s flagship Leadership Development Program (LDP)®, resulting in a 100% participant recommendation rate, a 98% relevance rating, and a 50% improvement in team performance metrics.
“The inclusion of our leadership challenges research in the SIOP Frontiers Series underscores CCL’s commitment to advancing the science of leadership while ensuring practical relevance,” said Ramya Balakrishnan, co-author and Data Scientist at CCL.
“By applying cutting-edge, AI-based approaches and embedding these insights into our Leadership Development Program redesign, this work demonstrates the practical application of scientific research to real-world needs and the transformative potential of AI in organizational psychology.”
Learn more about our leadership development research or read our Leadership Challenge Ladder technical report.
About SIOP
SIOP is the premier professional association for the science and practice of I-O psychology. While an independent organization with its own governance, SIOP also represents Division 14 of the American Psychological Association and is an organizational affiliate of the Association for Psychological Science. Learn more about SIOP.
At the Center for Creative Leadership, our drive to create a ripple effect of positive change underpins everything we do. For 50+ years, we’ve pioneered leadership development solutions for leaders at every level, from community leaders to CEOs. Consistently ranked among the top global providers of executive education, our research-based programs and solutions inspire individuals at every level in organizations across the world — including 2/3 of the Fortune 1000 — to ignite remarkable transformations.
At the Center for Creative Leadership, our drive to create a ripple effect of positive change underpins everything we do. For 50+ years, we’ve pioneered leadership development solutions for leaders at every level, from community leaders to CEOs. Consistently ranked among the top global providers of executive education, our research-based programs and solutions inspire individuals at every level in organizations across the world — including 2/3 of the Fortune 1000 — to ignite remarkable transformations.
Get our latest insights delivered to your inbox: ccl.org/subscribe.

