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Lauren’s data Substack

Machine learning and maps applied to the ordinary infrastructure of daily life: third places, platform algorithms, neighbourhoods, and the politics of what gets measured.

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Temperature Zero for Culture: Why Everything Is Starting to Look the Same

What 640 London shopping streets, 4,000 Billboard hits, a million films and synthetic AI personas tell us about why everything is flattening into sameness and how to regulate the algorithms behind it.

The Great British Clubhouse Is Still Standing. Nobody's In It, Least of All Where It's Needed Most

I tried to measure the decline of British community life by counting clubs. That was the wrong place to look. What’s disappearing is participation especially where deprivation is high.

The Basket and the Booza

Why London keeps losing its independent neighbourhood restaurants, and what a basket lowered from a Lebanese window taught me about what is happening.

The Machine Is Friendly. That's Why It Wins.

How Australia kept its third places alive, what it hid inside them, why Britain’s fix made the problem worse, and what happened when I tried to beat the machine.

London's Divide Was Called Character. It Was Actually Policy.

I built a machine learning model to find London's divide and you can enter your postcode to see which side you're on. We've been blaming the wrong people for it.

Britain Lost 14,000 Third Places. They Were Called Pubs. Is Your Local Next?

How private equity reshaped the local and the postcode tool that shows the pubs most at risk.

Everyone’s Mad at Airbnb. This Map Explains What We Should Blame Instead.

The real reason Airbnb clusters where it does - and 1,500 listings you can book guilt-free if the policymakers won't listen.

How Google Maps quietly allocates survival across London’s restaurants - and how I built a dashboard to see through it

I wanted a dinner recommendation and got a research agenda instead. Using 13000+ restaurants, I rebuild its ratings with machine learning and map how algorithmic visibility actually distributes power.

AI Boom or Bubble? Introducing the Hype-to-Investment Ratio

A data-driven verdict on whether we’re living through a genuine AI boom or an over-inflated bubble - from capex and chips to markets, adoption, and a new metric that tracks the gap.

The Worlds "Most Independent" Central Bank... or Just Pretending?

How null results didn’t kill my project - they rewrote it. They revealed a new, measurable form of responsiveness inside the most secretive central bank in the world.