Big data, small data, and AI oversight with David Sandberg

Big data, small data, and AI oversight with David Sandberg

From The AI Fundamentalists by Dr. Andrew Clark & Dr. Sid Mangalik

December 9, 2025 · 50 min · Season 1 · Episode 39

About this episode

The episode discusses actuarial principles for safer models in AI with guest David Sandberg, emphasizing the importance of human judgment and data management.

In this episode, we look at the actuarial principles that make models safer: parallel modeling, small data with provenance, and real-time human supervision. To help us, long-time insurtech and startup advisor David Sandberg, FSA, MAAA, CERA, joins us to share more about his actuarial expertise in data management and AI. We also challenge the hype around AI by reframing it as a prediction machine and putting human judgment at the beginning, middle, and end. By the end, you might think about ...

People in this episode

Hosts: Dr. Andrew Clark, Dr. Sid Mangalik

Guest: David Sandberg

Topics covered

  • actuarial principles
  • data management
  • AI oversight
  • parallel modeling
  • human judgment
  • insurtech

Keywords

  • big data
  • small data
  • AI oversight
  • actuarial expertise
  • data management
  • human supervision
  • prediction machine

Mentioned in this episode

Organizations: FSA, MAAA, CERA

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