Leadership Growth in AI/ML and Change Management
Artifact Type: Reflective professional development analysis
This artifact presents a structured analysis of my current strengths and growth areas in leadership, adaptability, communication, and change readiness within AI/ML-related settings. It serves as a foundation for understanding how technical work and people-centered leadership must work together.
Overview
Effective work in AI and machine learning requires more than technical knowledge. It also depends on communication, adaptability, and the ability to guide people through change. This artifact highlights my emerging understanding of those professional dimensions and shows how self-assessment can support purposeful growth.
Objective
To evaluate my current strengths and growth areas related to AI/ML leadership and change management.
Process
I completed leadership and change-oriented self-assessments, reviewed the results, identified shared patterns, and organized the findings into a clear professional summary. I focused on communication, openness to innovation, self-awareness, and areas where continued development will strengthen my effectiveness in future AI/ML environments.
Tools and Inputs
- Leadership and change-management self-assessment materials
- Course readings and reflection
- Analytical writing and synthesis
Value Proposition
- Unique Value: This artifact shows self-awareness, communication strength, openness to improvement, and a thoughtful approach to leadership development.
- Relevance: It supports my broader portfolio by showing that I view AI/ML as a field that requires not only technical competence, but also responsible leadership and human-centered judgment.
Professional Takeaway
This artifact reflects my belief that strong AI/ML professionals must be able to navigate both systems and people. It demonstrates an intentional approach to growth and helps establish the professional perspective that connects the rest of my portfolio work.
References
- Indiana Wesleyan University. (2026). Professional portfolio artifact template.
- Indiana Wesleyan University. (2026). AI/ML Integration Leadership Skills Self-Assessment Form.
- Indiana Wesleyan University. (2026). Change Management Skills Self-Assessment Form.
- Center for Creative Leadership. (n.d.). How to be a successful change leader. Link
- Change Strategists. (n.d.). How to assess change management skills. Link
- Cleveland Clinic. (2022). Neuroplasticity: What it is, purpose, examples & how to improve it. Link