Episode 101: Why Traditional Statistics Still Matters in the Age of AI
From Value Driven Data Science by Dr Genevieve Hayes
April 15, 2026 · 28 min · Episode 101
About this episode
In this episode, Prof. Rob Hyndman discusses the importance of traditional statistics in the age of AI with Dr. Genevieve Hayes.
Data scientists today are under pressure to adopt the latest tools - machine learning, LLMs, generative AI. But in the rush to embrace what's new, many are leaving some of the most powerful analytical tools sitting on the shelf. Tools that handle something modern AI largely can't: uncertainty. In this episode, Prof. Rob Hyndman joins Dr. Genevieve Hayes to make the case for why rigorous statistical thinking remains indispensable in the age of AI, and what data scientists are giving up when they abandon it. In this episode, you'll discover: Why throwing data at an LLM is no substitute for building a model that understands the problem [04:27] How combining classical statistics and machine learning can produce better forecasting results than either approach alone [08:22] What data scientists lose when they stop thinking probabilistically - and why it matters for decision making [12:38] Where to start if you want to strengthen your statistical foundations [25:10] Guest Bio Prof. Rob Hyndman is one of the world’s most influential applied statisticians and a Professor in the Department of Econometrics and Business Statistics at Monash University. He has maintained an active statistical…
People in this episode
Host: Dr Genevieve Hayes
Guest: Prof. Rob Hyndman
Topics covered
- traditional statistics
- AI
- machine learning
- forecasting
- probabilistic thinking
- decision making
Keywords
- data science
- uncertainty
- analytical tools
- classical statistics
- forecasting results
- statistical foundations
Mentioned in this episode
Organizations: Monash University, Australian Academy of Science, Academy of Social Sciences in Australia
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