Patent
Learning content generation and assessment utilizing structured skill data
Microsoft, MS# 503676-US01.
Research
In 2026 I completed a doctoral dissertation at Gonzaga University's School of Leadership Studies on a single question: how are leaders in enterprise technology organizations actually making sense of AI transformation?
Doctoral dissertation · 2026
Gonzaga University · School of Leadership Studies · Honors, 3.98
01
The leaders navigating AI transformation most effectively are not issuing confident mandates. They are helping their organizations make sense of a landscape that changes before the last explanation has been absorbed.
What it means for you
The core competency of AI-era leadership is interpretation, not instruction. Hire and promote for it accordingly.
02
Leaders reported genuine improvements in what they could accomplish. Those improvements lived in individual workflows, not in organizational systems. The organization was not getting smarter as a whole.
What it means for you
Individual people with access and initiative are moving faster while everyone else stays put. That gap is a leadership failure waiting to surface.
03
Organizations are deploying AI capabilities ahead of the structures, culture, and support that would let people develop real competency with those tools. The tools arrive. The learning does not.
What it means for you
Surface adoption masks actual capability gaps. Licence counts are not a maturity metric.
04
When it works, embedded learning at the moment of real work is profoundly effective. When it fails, which is most of the time in most organizations, it fails because nobody made it intentional.
What it means for you
Leaders are letting learning happen by accident rather than designing conditions where it compounds.
05
People are developing new capabilities in AI-mediated work faster than any formal system is recognizing them. The signals employers use to trust workers are becoming disconnected from what people can actually do.
What it means for you
This is the most structurally serious of the five. The gap does not close on its own. It widens.
Also in the library
Patent
Microsoft, MS# 503676-US01.
Framework
Six disciplines: Identity, Judgment, Systems, Learning, Capability, Human Potential. A diagnostic you can run on your own organization.
Coming
Placeholder until there is something real to put here.