Is San Francisco a Failed State? (And Other Questions You Shouldn’t Ask the Mayor)

Episode Summary

Executive Summary: This live Freakonomics Radio episode from San Francisco blends humor with serious discussion about city governance, AI, illicit markets, and the value of conversation. Stephen Dubner interviews Mayor London Breed on San Francisco’s recovery and political culture, economist Coleman Strumpf on illegal cannabis and betting markets, and economist Erik Brynjolfsson on AI, productivity, and a new way to measure economic value beyond GDP.

Main Topics: San Francisco’s recovery and civic image (Priority: 5/5): Mayor London Breed argues the city has made real progress after COVID and public backlash: lower crime, more public activity, and reduced homelessness, even as perception still lags reality. Governance, bureaucracy, and political setbacks (Priority: 5/5): Breed reflects on losing re-election, blaming slow bureaucracy, Board of Supervisors friction, and the difficulty of making city government move quickly during crises. Illicit markets and empirical economics (Priority: 4/5): Coleman Strumpf explains how he studies illegal activity through unconventional data sources, including sports betting, cannabis retail, and digital marketplaces, showing how economists can measure hidden economies. Betting markets vs. polls (Priority: 4/5): Strumpf argues that prediction markets often outperform polls because participants have financial incentives to reveal what they think others will do, not just signal partisan identity. AI, human-centered design, and risk (Priority: 5/5): Erik Brynjolfsson frames AI as a tool that should complement rather than imitate humans, warning about misinformation, relationships with AI companions, and even pathogen-related risks while remaining cautiously optimistic. Rethinking economic measurement with GDPB (Priority: 5/5): Brynjolfsson argues GDP misses major sources of value, especially free digital goods, and proposes GDPB to estimate consumer surplus and a more complete picture of well-being. The value of conversation in a digital age (Priority: 3/5): Dubner opens by contrasting the ease of publishing online with the loss of genuine conversation, using the live format to emphasize curiosity, dialogue, and shared learning.

Key Arguments: Dubner argues that journalism and interviewing satisfy curiosity while making it possible to ask people nearly any question, and that real conversation remains undervalued in a hyper-connected world. Breed argues San Francisco is improving materially, citing lower crime, major homelessness reductions, and revived public life, but that negative media narratives continue to shape perception. Breed contends bureaucracy slowed the city’s response to fentanyl, housing, and post-pandemic recovery, and that emergency authority allowed faster action. Strumpf argues illegal cannabis shops persist because enforcement is difficult, legalization creates complicated distinctions, and consumers often prefer cheaper illicit products when legal risk is low. Strumpf claims betting markets can beat polling because traders are incentivized to predict outcomes accurately rather than merely report preferences; he also notes polls are harder to conduct in the smartphone era. Brynjolfsson argues AI should be judged by how well it augments human capabilities, not just by whether it mimics people; he calls the Turing-test framing too limiting. Brynjolfsson argues GDP understates the economy’s true value because free digital goods and household production generate large consumer surplus that is not captured in market prices. Brynjolfsson suggests measuring consumer surplus through willingness-to-pay surveys could inform regulation and antitrust debates by showing the hidden benefits of tech platforms. Breeds and Brynjolfsson both point to housing constraints, cost of living, and local governance as major reasons San Francisco underperforms despite its innovation strength.

Data Points: Live show audience: 1,500 - Dubner thanks the crowd who bought tickets and attended the San Francisco show. Homelessness exits: over 20,000 people - Mayor Breed says the city has helped this many people exit homelessness. Crime rate: significant decline - Breed says crime has fallen during her administration. Homicide rate: one of the lowest since the 1960s - Breed cites this as evidence of progress in public safety. Car break-ins: lower than 10,000 - Breed says vehicle break-ins have fallen below this level, the lowest since 2015. AI investment in San Francisco: $34 billion - Breed cites venture-capital investment flowing into AI companies in the city. Top AI companies in the world: 8 of the top 20 - Breed says eight of the top 20 AI companies are in San Francisco. Office lease signings in San Francisco: 5 million square feet - Breed references commercial office demand from AI firms. New office space taken by AI companies: 70% - Breed says a majority of new office space is being signed by AI companies. Illegal weed shops in Los Angeles: about 70% - Strumpf says his data indicate most LA cannabis shops were illegal. Illegal weed shops in San Francisco: about 20% - Strumpf says San Francisco had a much lower share of illegal shops. AI materials discovery improvement: 44% more materials - Brynjolfsson cites a study showing AI-assisted researchers discovered more materials than a control group. Average daily screen time: a little over 8 hours per day - Brynjolfsson uses this to illustrate how much of modern life is mediated by digital goods. Survey support threshold: $500, $50, $5 examples - Brynjolfsson explains the willingness-to-pay method for estimating consumer surplus. Project scope: about 250 goods - Brynjolfsson says his team is currently measuring consumer surplus across this many goods. French bettor’s wager: $80 million - Brynjolfsson recounts a bettor who reportedly wagered this amount on Trump winning. 2024 election betting payoff: made $80 million - The same bettor reportedly profited by this amount.

Pivotal Quotes: "I feel like because everyone is able to publish and be their own bullhorn, that in a way, We've sort of forgotten how to talk to each other." — Stephen Dubner: Opening reflections on how digital media has replaced conversation with broadcasting. "The city has been more fun than it has been in a long time." — London Breed: Breed describes San Francisco’s post-pandemic recovery and renewed public life. "I think that we have a lot of choices." — Erik Brynjolfsson: Brynjolfsson explains his "mindful optimist" view of AI and human agency.

Implications: The episode argues that better governance, better measurement, and better conversation matter as much as technology itself. For listeners, it suggests San Francisco’s future, AI policy, and even democracy depend on incentives, human judgment, and more honest ways of seeing value.