AI WORKFORCE COMPETENCY ASSESSMENT QUESTIONNAIRE

Introduction

This questionnaire assesses whether employees possess the AI competencies required to support the organization's AI strategic transformation.

Purpose:

To measure employees' AI knowledge, skills, competencies, and development needs across different workforce roles, enabling the organization to identify competency gaps and design targeted AI capability-building programs.

The assessment covers five workforce groups:

Executive – Business/Non-Technical
Executive – AI/Technology
Business Director / Manager
General Employee
AI/IT Technical Team

The questionnaire assesses six competency domains:

C1: AI Strategy & Business Value
C2: AI & Generative AI Literacy
C3: AI Application & Performance
C4: Data, Technology & AI Architecture
C5: Responsible AI, Risk & Governance
C6: AI Leadership, Change & Collaboration

Part A: Respondent Profile

A1. Position Level

CEO / C-Suite Executive CIO / CTO / CDO / AI / Digital / Technology Executive Director / Senior Manager Manager / Team Leader General Employee / Professional AI / Data / IT Technical Specialist Other:

A4. Previous AI/GenAI Training

Part B: Common AI Competency Questions (C1: AI Strategy & Business Value)

Part B: (C2: AI & Generative AI Literacy)

Part B: (C3: AI Application & Performance)

Part B: (C4: Data, Technology & AI Architecture)

Part B: (C5: Responsible AI, Risk & Governance)

Part B: (C6: AI Leadership, Change & Collaboration)

Part D: AI Competency Development Needs

D2. What type of development would be most useful?

D4. What AI capability would have the greatest impact on your work?

D5. What AI capability does your organization most urgently need?

Part E: Overall AI Competency Self-Assessment

E1. Overall, how would you rate your current AI competency?

E2. How confident are you in using AI in your work?

E3. How prepared do you feel to support the organization's AI transformation?

E4. What is the most important AI capability you need to develop during the next 12–24 months?

AI WORKFORCE COMPETENCY ASSESSMENT QUESTIONNAIRE

Introduction

Purpose:

Group 1: Executive – Business / Non-Technical

E1. AI Strategic Leadership

E2. AI Governance & Risk

E3. AI Transformation Leadership

Group 2: Executive – AI / Technology

T1. Enterprise AI Strategy

T2. AI Architecture & Technology

T3. AI Governance

Group 3: Business Directors & Managers

M1. AI Opportunity & Use Case

M2. GenAI for Management Performance

M3. AI Project & Change Leadership

Group 4: General Employees

G1. AI & GenAI Productivity

G2. AI Judgment & Responsible Use

Group 5: AI / IT Technical Team

A1. AI Engineering

A2. GenAI Engineering

A3. Agentic AI

A4. Enterprise AI Architecture