Can Math Save Journalism?: Julia Angwin on Proof, Power, and Amazon's Algorithm

In this conversation we chat with Julia Angwin — Pulitzer Prize-winning journalist, founder of Proof News, and former Wall Street Journal and ProPublica reporter — to make the case that journalism should function more like mathematical proof than anecdote. We cover how Angwin's team at The Markup used a decision-tree model to prove Amazon was favoring its own products in search results by an 8-to-1 margin — a finding the House Antitrust Committee later cited when referring Amazon to the DOJ for possible perjury. We dig into her "ingredients label" approach to reporting at Proof News (hypothesis, sample size, techniques, limitations), the difference between mathematical proof and the scientific method, and why she thinks control over algorithmic media is now the central battleground for authoritarian power. She also unpacks her new book on resisting authoritarianism, built from interviews with dissidents worldwide, including the "Swiss cheese" model of personal security and why perfectionism is dangerous in a crisis. Chapters 09:50 Proof News: A New Era in Journalism 19:56 Data-Driven Investigations: A Case Study 30:02 The Future of Journalism and AI 32:53 The Evolution of Search Rankings 35:06 The Role of Algorithms in Information Access 36:41 Fighting Authoritarianism Through Journalism 44:52 Community Resistance Against Authoritarianism 48:33 The Dangers of Perfectionism in Resistance 51:26 Declaring a Position in Journalism 56:25 The Importance of Math in Modern Society Julia Angwin's book, “On Courage” (https://amzn.to/448G8kY) Follow Julia Angwin on X (https://x.com/JuliaAngwin/) Bluesky (https://bsky.app/profile/juliaangwin.com) Proof News (https://www.proofnews.org/) Follow Breaking Math on Substack (https://breakingmath.substack.com/) X (https://x.com/breakingmathpod) Instagram (https://www.instagram.com/breakingmathmedia/) Bluesky (https://bsky.app/profile/breakingmath.bsky.social) Website (https://www.breakingmath.io/) YouTube (https://www.youtube.com/@BreakingMathPod) Follow Noah on Instagram (https://www.instagram.com/profnoahgian/) X (https://x.com/ProfNoahGian) Follow Autumn on X (https://x.com/1autumn_leaf) Instagram (https://www.instagram.com/1autumnleaf/) email: breakingmathpodcast@gmail.com

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show notes

We cover how Angwin's team at The Markup used a decision-tree model to prove Amazon was favoring its own products in search results by an 8-to-1 margin — a finding the House Antitrust Committee later cited when referring Amazon to the DOJ for possible perjury. We dig into her "ingredients label" approach to reporting at Proof News (hypothesis, sample size, techniques, limitations), the difference between mathematical proof and the scientific method, and why she thinks control over algorithmic media is now the central battleground for authoritarian power. She also unpacks her new book on resisting authoritarianism, built from interviews with dissidents worldwide, including the "Swiss cheese" model of personal security and why perfectionism is dangerous in a crisis.

Chapters

09:50 Proof News: A New Era in Journalism

19:56 Data-Driven Investigations: A Case Study

30:02 The Future of Journalism and AI

32:53 The Evolution of Search Rankings

35:06 The Role of Algorithms in Information Access

36:41 Fighting Authoritarianism Through Journalism

44:52 Community Resistance Against Authoritarianism

48:33 The Dangers of Perfectionism in Resistance

51:26 Declaring a Position in Journalism

56:25 The Importance of Math in Modern Society

Julia Angwin's book, “On Courage” (https://amzn.to/448G8kY)