An Industry Benchmark for Data Fairness: Sony’s Alice Xiang

An Industry Benchmark for Data Fairness: Sony’s Alice Xiang

Author: MIT Sloan Management Review March 10, 2026 Duration: 34:06
On today’s episode, Sam talks with Alice Xiang, global head of AI governance at Sony and lead research scientist for AI ethics at Sony AI, about what it actually takes to put responsible artificial intelligence into practice at scale. Alice shares how Sony moved early on AI ethics and why governance, not just principles, is now the real challenge as AI spreads across products and workflows. The conversation dives into FHIBE, Sony’s publicly available and ethically sourced benchmark for evaluating bias in computer vision, and why measuring fairness is often harder than fixing it. Along the way, they tackle data consent, “data nihilism,” and the very real risks of deploying biased systems in everyday and high-stakes contexts. Read the episode transcript here. Guest bio: As the global head of AI governance at Sony, Alice Xiang leads the team guiding the establishment of AI governance policies and governance frameworks across the company’s business units. She’s also the lead research scientist for AI ethics at Sony AI, which is working on cutting-edge sociotechnical research to enable the development of more responsible AI solutions. Xiang holds a Juris Doctor from Yale Law School, a master’s in development economics from Oxford University, and a master’s in statistics and bachelor’s in economics from Harvard University. *Please take our listener survey: ⁠mitsmr.com/podcastsurvey⁠ It's short — we promise! — and all respondents will receive a free MIT SMR article collection, "Maximizing the Value of Generative AI." Me, Myself, and AI is a podcast produced by MIT Sloan Management Review and hosted by Sam Ransbotham. It is engineered by David Lishansky and produced by Allison Ryder. We encourage you to rate and review our show. Your comments may be used in Me, Myself, and AI materials. ME, MYSELF, AND AI® is a federally registered trademark of Massachusetts Institute of Technology. All rights reserved.

Ever wondered how some organizations manage to turn artificial intelligence from a buzzword into a genuine engine for growth, while others struggle to move beyond the pilot phase? Me, Myself, and AI, a production from MIT Sloan Management Review, goes straight to the source to find out. Instead of theoretical discussions, this podcast features candid conversations with the people who are actually building and implementing AI systems at scale. You'll hear directly from leaders at prominent companies like YouTube, Cisco, and Hugging Face as they recount their journeys-not just the polished successes, but the real-world challenges, strategic decisions, and sometimes surprising lessons learned along the way. Each episode digs into the practicalities of creating measurable business value, cutting through the noise to reveal what effective AI leadership and integration truly look like. It’s a focused exploration for anyone in technology, business, or education who wants to understand the human and operational stories behind the algorithms. Tune in for an unvarnished look at the future being built, one practical application at a time.
Author: Language: English Episodes: 50

Me, Myself, and AI
Podcast Episodes
Hungry for Learning: Wendy’s Will Croushorn [not-audio_url] [/not-audio_url]

Duration: 31:34
On today’s episode, Wendy’s product manager Will Croushorn joins Sam to share how FreshAi, the fast-food restaurant’s voice-based AI ordering system, is reinventing the drive-through experience for millions of customers.…
Science, Innovation, and Economic Growth: OpenAI’s Ronnie Chatterji [not-audio_url] [/not-audio_url]

Duration: 30:24
On this episode, OpenAI’s chief economist Ronnie Chatterji describes how artificial intelligence is reshaping both the economy and scientific innovation. Ronnie discusses the dual economic impacts of AI — the near-term b…
Creating More, Not Less, With AI: GeekWire’s Todd Bishop [not-audio_url] [/not-audio_url]

Duration: 27:40
AI isn’t taking jobs — it’s changing what jobs are. On today’s episode, GeekWire’s Todd Bishop joins host Sam Ransbotham to dive into how artificial intelligence is reshaping work, learning, and creativity — not by repla…
From Rabbit Holes to Recommendations: Reddit’s Vishal Gupta [not-audio_url] [/not-audio_url]

Duration: 25:09
Vishal Gupta, engineering manager, machine learning at Reddit, joins the podcast to explain how the social media community platform uses artificial intelligence to improve user experience and ad relevance. Much of the ad…
Never Fight a Megatrend: Cisco’s Jeetu Patel [not-audio_url] [/not-audio_url]

Duration: 32:57
Cisco is well known for its data, networking, security, and collaboration products. On today’s episode, Cisco’s president and chief product officer, Jeetu Patel, joins Sam for a discussion about artificial intelligence,…
Protection, Provenance, and Prompts: YouTube’s Angela Nakalembe [not-audio_url] [/not-audio_url]

Duration: 27:46
A chemical engineer by training, Angela Nakalembe worked in the sciences and management consulting before landing at YouTube as the company’s engineering program manager for trust and safety. At YouTube, Angela explains,…
Feed Drop: MIT CSAIL Alliances Podcast [not-audio_url] [/not-audio_url]

Duration: 46:38
Today’s episode is a bonus drop from our friends over at the MIT CSAIL Alliances podcast. We'll be back on September 16 with new episodes of Me, Myself, and AI. Chris Miller is professor of international history at Tufts…