While these projects were conducted in commercial and SME contexts, the frameworks, insights and systems-level patterns directly inform how education systems can govern, adopt and apply AI responsibly especially in resource-constrained or high-impact environments.
Improving Automation for SME Retention Without High-Cost Infrastructure
Client Type: Small business (Health & Wellness, US)
Role: Strategy Lead / Automation Consultant
Focus Area: CX + AI-informed automation design

Exploring Digital Exclusion in Emerging Economies Through AI Policy Research
Client/Context: Independent research + Substack writing
Role: Researcher / Policy Analyst
Focus Area: AI ethics, policy design and digital inclusion

Responsible AI for Underserved Businesses: Ethics, Policy & Field Insight
Client/Context: Independent qualitative research
Role: Lead Researcher
Focus Area: AI ethics, contextual risk, SME inclusion

AI for Customer Experience & Sales in Global E-Commerce
Client/Context: Academic research project (strategic analysis)
Role: Research Analyst
Focus Area: AI in marketing, behavioral data, personalization

Trust, Perception & Cybersecurity in E-Commerce
Client/Context: MSc Dissertation (University of Northampton, UK)
Role: Primary Researcher
Focus Area: Consumer behavior, digital trust, cybersecurity design
