| Where | Experience |
| XCO2 Energy | Platform Lead. Experience in data platforms and software delivery in an engineering environment. |
| SITA | AI Integration Engineer. Experience in enterprise AI and digital transformation. |
| Stony Brook University | Visiting Scholar. Research experience in machine learning and language technologies. |
| UCL / Leeds | MSc Computer Science (Merit). BEng Engineering (First Class). |