Bias in AI isn’t just a technical glitch - it’s one of the hardest problems in machine learning today. While many organisations treat it as a regulatory checkbox, the reality is that unchecked bias can damage trust, weaken systems, and cost businesses far more than they realise.
In this episode, host Joshua sits down with Raluca Crisan - data scientist, co-founder, and CTO of Etiq, to explore the real challenges of bias in AI, and what it takes to build systems that are ethical, robust, and genuinely useful.
Recognised as Women in AI Europe 1st Prize (2020) and named among the 100 Women in AI Ethics (2021), Raluca brings a rare perspective on how bias, adoption, and ethics intersect in real-world AI. In this conversation, she shares practical lessons on tackling bias, the pitfalls of “big data” buzzwords, and what the rise of copilots and agents means for the future of hiring.
In this episode, you’ll learn:
- Why bias in AI is more than a “checkbox” issue and how to address it meaningfully.
- The biggest adoption problem most AI testing tools overlook.
- How to balance commercial pressure with purposeful, ethical outcomes.
- What recruiters and data leaders need to know about new AI roles.
- The hardest part of doing something new in AI today from a founder’s perspective.
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