I am Director of Research at a London-based think tank called Reform. My work focuses on how tech innovations can help public services deliver better outcomes for people. I have particular interest in the public-sector applications of artificial intelligence (AI). I have led and co-authored papers on AI in the NHS, the value of healthcare data, commercial models within healthcare system, the regulation of data-driven technologies and data sharing in the public sector. I am a member of the British Standards Institution’s Committee on Artificial Intelligence and a member of the AI Programme advisory board for the Academic Health Science Network. I am also the London Hub Lead of One HealthTech a volunteer-led network that seeks to promote diversity in healthtech.