What turns data into insight, and why does that distinction matter so much in media, research, and strategy?

In this episode of Data Malarkey, Master Data Storyteller, Sam Knowles, speaks with Louise Twycross-Lewis, Managing Partner and Head of Insight at media agency PHD. They address how insight teams move beyond "what is happening" to uncover "what it means" and "what should happen next".

Louise shares her definition of insight, the practical tools and techniques she and her teams use to get there, and how AI is changing the way research teams work - from open-text analysis to identifying themes at scale. They also explore the promise and risks of synthetic data, the danger of bias in AI-trained systems, the challenge of training junior talent in an AI-assisted world, and the findings from PHD's Culture Currents research into optimism and anticipation.

In this episode, you'll learn:

• Why insight is so much more than a hypothesis or a chart

• Why clear objectives and hypotheses matter before research even begins

• How Louise uses AI to speed up analysis while keeping humans in the lead (not just in the loop)

• Why human truth still matters more than efficiency alone

• How bias in AI systems can distort decision-making

• Why the industry needs to think hard about how it trains junior talent

• What PHD's Culture Currents research says about optimism in a difficult world

• Why anticipation has become more valuable, not less

• How brands and media can play a role across the full anticipation journey

Topics we cover:

• Defining insight in media and communications

• Moving from data to story

• AI-assisted analysis and human oversight

• Synthetic data and the limits of generated research

• Bias, representation, and "ultra-processed" data

• Entry-level roles, compression culture, and learning by doing

• Culture Currents research and optimism

• Culture Current research and anticipation, eventification, and dopamine

• Why brands should think beyond the moment of reward

About the guest:
Louise Twycross-Lewis is Managing Partner and Head of Insight at PHD. She has spent her career in media research and insight, working across media owners and major agencies, and is a recognised leader in the industry as well as a champion of cultural and ethnic diversity.

Links and resources mentioned:

• Louise's profile on LinkedIn - https://www.linkedin.com/in/louise-twycross-lewis-1b655b2/

• PHD's Culture Currents research and publications - https://www.phdmedia.com/our-publications/

• Take the Data Storytelling Scorecard: https://data-storytelling.scoreapp.com