167. The Secret of Humanity? It's Common Knowledge.
Key insights
Books referenced
- Fair Doses: An Insider's Story of the Pandemic and the Global Fight for Vaccine Equity - Seth Berkley - Berkley's own book, publishing October 28, 2025, covering his years running Gavi and the fight for global vaccine equity; referenced repeatedly for anecdotes about Ebola stockpiling and vaccine manufacturing.
Media referenced
- World Development Report - paper - World Bank report Berkley co-authored making the cost-effectiveness case for vaccines; Bill Gates read it twice and it helped spur his initial $750 million investment that helped launch Gavi.
- Conversation with Sendhil Mullainathan (2021 episode) - podcast - Earlier People I (Mostly) Admire episode where Levitt and Sendhil Mullainathan discussed the all-pay ($20) auction, which a listener later tried on his own family.
Companies
- Gavi - Public-private vaccine alliance Berkley ran for over a decade; has vaccinated 1.1 billion additional children and is credited with saving over 20 million lives.
- Pfizer - Cited for selling its pneumococcal vaccine to developing countries at a 95 percent discount while still profiting through economies of scale.
- Novavax - Maker of an adjuvanted protein Covid vaccine; struggled to compete against the faster-to-market mRNA vaccines despite technical advantages.
- Coalition for Epidemic Preparedness Innovations (CEPI) - Organization set up after Ebola to fund novel vaccines for epidemic-potential diseases; its head, Richard Hatchett, worked with Berkley at Davos to kick off what became Covax.
- Rockefeller Foundation - Berkley previously ran its health programs; notes its entire global health budget was about $15 million, dwarfed by what Gavi later mobilized.
Techniques and frameworks
- All-pay (ascending) auction - Classroom demonstration where every bidder pays their highest bid, not just the winner; Levitt explains the escalation trap it creates and why a listener's attempt to replicate it with his own family failed.
- Technology transfer financing - Covax's strategy of paying to move vaccine manufacturing know-how to additional producers so global supply volume (and price) could scale during Covid.
- Cost-per-life-saved analysis - Levitt and Berkley walk through the math showing Gavi's routine immunizations cost roughly $1,000 per life saved, with an estimated $21 to $54 return per dollar invested.
Summary
Steve Levitt talks with Seth Berkley, the epidemiologist who ran Gavi, the Vaccine Alliance, for more than a decade and later co-led the international Covax effort to distribute Covid vaccines globally. The core of the conversation is an economics lesson dressed as a public health one: Gavi delivers the WHO's full 11-vaccine schedule for about $24 per child, a 98 percent discount off US pricing, achieved by using its pooled market power to give manufacturers volume and price certainty in exchange for access to low- and middle-income markets. Berkley frames this as a genuine win-win rather than pure charity, since expanding a company's global volume lowers its cost of goods everywhere, including in its most profitable markets. The math is striking: Levitt calculates roughly $1,000 spent per child's life saved through routine immunization, and Berkley cites a $21 to $54 return per dollar invested depending on how broadly "return" is defined.
A recurring thread is why some vaccines never get made at all. Diseases confined to poor countries, malaria and Ebola among them, attract little pharmaceutical R&D because there is no paying market, and Berkley traces how Gavi and CEPI engineered artificial incentives (stockpile guarantees, purchase commitments) to get manufacturers to invest anyway. The conversation also digs into why vaccines are so hard to build and manufacture: unlike a chemically pure drug, a vaccine is a living biological product where every step of the process has to be revalidated if anything changes, and only about 7 percent of candidates that reach trials are ultimately approved. The Covid vaccine's 327-day turnaround, the fastest in history, only worked because of unfinished prior research on SARS and MERS combined with the new mRNA platform's speed.
The back half of the interview turns personal and political. Levitt discloses that his own son died of pneumococcal meningitis in 1999, four months before the vaccine that would likely have prevented it was approved, and uses the story to explain why preventive medicine fights against human psychology: prevented deaths are invisible, so people discount vaccines' enormous benefit while overweighting the rare, visible side effects. Berkley extends this into a broader explanation of vaccine hesitancy around autism, noting the childhood vaccine schedule coincides with the exact developmental window when autism symptoms first become visible, creating a false but psychologically compelling causal link. Both are alarmed by the Trump administration's cuts to mRNA research and public health infrastructure, which Berkley calls short-sighted given models suggesting a 50 percent chance of another Covid-like pandemic within 25 years, and given that the same mRNA speed advantage that helped with Covid also matters for individualized cancer treatment.
The episode closes with a lighter listener-question segment. Producer Morgan Levey relays a story from a listener who tried to replicate the "all-pay auction," a demonstration Levitt uses in class where every bidder pays their final bid regardless of whether they win, at a family dinner and lost 38 pounds without teaching anyone the intended lesson. Levitt walks through why the auction reliably traps strangers in an escalating bidding war in a classroom (once you have bid past the item's value, every marginal bid looks better than stopping) but collapsed with family members, who default to different social rules than an anonymous bidding pool, and required facilitation skill the listener didn't have.
Notable Quotes
"For every dollar invested you get a $21 return. But if you take the broader sense of what people want in terms of having good health, having a life without morbidity and other conditions, it goes up to, for every dollar invested, you get a $54 return. And there's nothing like that in healthcare." - Seth Berkley
"Mice lie, monkeys don't always tell the truth, and therefore, you have to ultimately do it in humans to really know whether it's going to work." - Seth Berkley, quoting a vaccinologist colleague
"The vaccine works against its own acceptance by effectively getting rid of the horror." - Steve Levitt
"Every single time as you think on the margin, Should I increase my bid or not? You are caught in a trap." - Steve Levitt