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Value Driven Data Science

Tecnología

Value Driven Data Science

Dr Genevieve Hayes

Episode 112: [Value Boost] Lies, Damned Lies and Stakeholders

July 01, 2026 4:00pm 16 min

AI misinformation is a new problem. Misleading data is not. Long before anyone had heard of a hallucination, organisations were making bad decisions based on cherry-picked statistics, misunderstood averages, and numbers ...

Episode 111: Building Your Defences Against AI Misinformation

June 24, 2026 4:00pm 26 min

AI doesn't lie - at least, not intentionally. It just sounds completely confident while filling in the gaps with whatever seems most plausible. And in a world where AI outputs are increasingly being used to inform high-s...

Episode 110: [Value Boost] Why You Need Less Data Than You Think

June 17, 2026 4:00pm 16 min

In high-stakes decision-making, waiting for more data is often not an option. Yet many data scientists assume that without a large dataset, meaningful analysis is impossible. The good news is that rigorous, quantitative ...

Episode 109: How to Measure Anything and Make Better Decisions

June 10, 2026 4:00pm 29 min

Data scientists are trained to work with large datasets. But the decisions that truly make or break an organisation are rarely the ones with large datasets behind them. They are the high-stakes, one-off decisions made un...

Episode 108: [Value Boost] How to Use AI Without Losing Your Edge

June 03, 2026 4:00pm 10 min

AI has the potential to dramatically expand what data scientists can do. But used without care, it also has the potential to quietly erode the expertise that makes them valuable in the first place.In this Value Boost epi...

Episode 107: Building a Virtual Empire of AI Specialists

May 27, 2026 4:00pm 28 min

The question haunting every data scientist right now isn't whether AI will change their work, it's whether there will still be a place for them when it does. The answer, according to Tim Dietrich, isn't to compete with A...

Episode 106: [Value Boost] When AI Isn't the Answer

May 20, 2026 4:00pm 11 min

These days, every organisation wants to describe themselves as "AI-first". But in the rush to find opportunities to use AI, it can be easy to forget that AI isn't always the right answer. In this Value Boost episode, San...

Episode 105: From AI Idea to Production Reality

May 13, 2026 4:00pm 29 min

Organisations today have no shortage of AI ideas. What they lack is the ability to turn those ideas into production-ready systems that deliver real business value.For data scientists trying to get AI projects off the gro...

Episode 104: [Value Boost] The Four Zones of AI Productivity for Data Scientists

May 06, 2026 4:00pm 13 min

AI can get you to 60% of a finished output in minutes. But getting from 60% to 100% - the part where real insight lives - is where human expertise becomes the deciding factor. And the more expertise you bring, the furthe...

Episode 103: The Art of the Actionable Insight

April 29, 2026 4:00pm 30 min

Most data scientists have been in this situation: you spend hours analysing a dataset, return to your stakeholder with your findings, and are met with a polite "that's interesting" - before your work disappears into a dr...

Episode 102: [Value Boost] How Giving Away Your Work for Free Can Build Your Authority as a Data Scientist

April 22, 2026 4:00pm 12 min

Building authority as a data professional doesn't require a large budget, a publisher, or even a large audience. But it does require a deliberate decision to share your thinking with the world and the patience to let tha...

Episode 101: Why Traditional Statistics Still Matters in the Age of AI

April 15, 2026 4:00pm 28 min

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 th...

Episode 100: What Data Science Value Really Means

April 08, 2026 4:00pm 38 min

Over 100 episodes of conversations with world-class practitioners, a few ideas keep surfacing. Technical skill is necessary but never sufficient. The most valuable data professionals aren't the ones who build the best mo...

Episode 99: [Value Boost] Preventing ML Bias Before it Becomes a Problem

March 25, 2026 3:00pm 10 min

Biased machine learning models don't just produce poor predictions. They can damage reputations, derail projects, and in high-stakes fields like healthcare, potentially cause real harm. Yet many data scientists don't che...

Episode 98: Building Trust in AI Through Model Interpretability

March 18, 2026 3:00pm 24 min

When your machine learning model makes a decision that affects someone's medical treatment, financial security, or legal rights, "the algorithm said so" isn't good enough. Stakeholders need to understand why models make ...

Episode 97: [Value Boost] Mathematical Modelling as a Gateway to ML Success

March 11, 2026 3:00pm 10 min

Data scientists often jump straight to machine learning when tackling a new problem. But there's a foundational step that can dramatically increase your chances of project success and create more reliable business value....

Episode 96: Making Better Decisions with ML and Optimisation

March 04, 2026 2:00pm 26 min

Data scientists use optimisation every day when training machine learning models, without even thinking about it. But there's another type of optimisation - that many data scientists are unaware of - that can be used to ...

Episode 95: [Value Boost] Building Models That Work While Millions Are Watching

February 25, 2026 2:00pm 11 min

Building a model for an academic paper is one thing. Building a model that has to work perfectly during the Cricket World Cup with millions watching is something else entirely. There's no room for the kind of errors that...

Episode 94: Creating Global Impact with Data Science

February 18, 2026 2:00pm 35 min

For most data scientists, the idea of impacting the world through your work seems impossible. You may be developing technically brilliant solutions within your organisation, but seeing them become industry standards or i...

Episode 93: [Value Boost] What Industry Data Scientists Can Learn from Academic Training

December 17, 2025 2:00pm 9 min

While the transition from academia to industry can be brutal for data scientists, academics don't show up in industry empty-handed. They bring powerful transferable skills that many industry-trained data scientists never...

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