Emerging Skills
Where enterprise demand is outrunning the people who can meet it. Supply counts available alumni; demand counts signals raised by sponsors.
Supply against demand
A coverage ratio below 1.0 means more asks than people.
AI and Machine Learning
supply 14 · demand 41
OT and ICS Security
supply 9 · demand 23
Zero Trust Architecture
supply 15 · demand 31
Data Governance
supply 16 · demand 28
Digital Transformation
supply 15 · demand 24
Other Transaction Authority
supply 16 · demand 19
Additive Manufacturing
supply 24 · demand 18
Supply Chain Risk Management
supply 61 · demand 30
Available supply
Demand signals
Who holds these skills
Available alumni only. A skill held by one person is a single point of failure, whatever the ratio says.
| Skill | Family | In pool | Holders |
|---|---|---|---|
| AI and Machine Learning | Digital & Data | 14 | |
| OT and ICS Security | Cyber | 9 | |
| Zero Trust Architecture | Cyber | 15 | |
| Data Governance | Digital & Data | 16 | |
| Digital Transformation | Digital & Data | 15 | |
| Other Transaction Authority | Acquisition & Contracting | 16 | |
| Additive Manufacturing | Engineering & Technical | 24 | |
| Supply Chain Risk Management | Logistics & Sustainment | 61 |