Beilock cites data showing that 7 in 10 Americans currently believe higher education is heading in the wrong direction, a reversal of trends from previous decades.
Dartmouth's president says universities have earned public distrust — and that fewer than 60% of four-year college students actually graduate, a fact most university presidents won't admit.
Freakonomics Radio
Dartmouth's president says universities have earned public distrust — and that fewer than 60% of four-year college students actually graduate, a fact most university presidents won't admit.
TL;DR
Dartmouth president Sian Beilock — a psychologist who built her career studying why people choke under pressure — sits down with Stephen Dubner to discuss how she's applying those insights to one of higher education's toughest jobs. From reinstating the SAT to launching an AI mental-health chatbot and weathering faculty no-confidence votes, Beilock makes the case for institutional restraint over advocacy [1] — Sian Beilock "When Beilock arrived at Dartmouth, it ranked in the bottom 200 for free expression. It's now ranked 35th nationally, with students two stan…" 14:10 . Her core argument: universities have earned public distrust by graduating fewer than 60% of students [2] — Sian Beilock "7 out of 10 Americans think higher ed is going wrong: Beilock cites data showing that 7 in 10 Americans currently believe higher education …" 03:19 and drifting from their core mission — and winning it back requires radical clarity about what a university is actually for.
Dartmouth president Sian Beilock, a psychologist by training, made her name studying why people choke. Now she's applying those insights to one of the most scrutinized jobs in America.
The episode opens with sponsor reads for Hotels.com, Amica, and Mint Mobile before the host frames this week's guest as the second in a series on university leadership. Stephen Dubner draws a direct parallel between Dartmouth president Sian Beilock and Vanderbilt chancellor Daniel Diermeier — both trained at the University of Chicago and both committed to institutional neutrality — but highlights the key difference: Diermeier is a political scientist, while Beilock is a psychologist whose career was built on understanding why people choke under pressure. The host immediately deploys a key data point: 7 in 10 Americans believe higher education is going in the wrong direction [1] — Sian Beilock "7 out of 10 Americans think higher ed is going wrong: Beilock cites data showing that 7 in 10 Americans currently believe higher education …" 03:19 , setting up Beilock's willingness to own that distrust as the episode's central tension.
The formal interview opens with a warm icebreaker: Beilock explains that her name 'Sian' stems from her parents misreading the spelling of an actress's name on a PBS documentary. She then recounts her athletic past — playing soccer in Olympic development programs and lacrosse at UCSD — before diving into her research on choking. The core insight is counterintuitive and immediately compelling: people perform worse under high-stakes conditions not because they lack talent, but because they try to consciously supervise skills that work best as automatic processes [1] — Sian Beilock "Choking under pressure isn't about lacking skill — it's about trying to consciously control processes that work best on autopilot. When anx…" 05:30 . Dubner observes that Beilock's very self-awareness about her own facial expressions risks triggering the choking effect they are discussing — a meta-moment that captures both the humor and the depth of her research.
Beilock recalls how she stumbled into administration by arguing with UChicago president Bob Zimmer on the Faculty Senate's Committee of the Council — and getting recruited to join his team as a result. After serving as executive vice provost, she was recruited to lead Barnard College in New York, where she encountered a cultural mismatch with the institutional neutrality framework she had internalized at Chicago. She then reveals a striking counterfactual: she had planned to wait and become a leading candidate for the Columbia presidency, but the Dartmouth offer arrived quickly and she took it — potentially sparing her from the upheaval that eventually cost Minouche Shafik her job. The segment concludes with Dubner and Beilock naming the three Ivy presidents who were ousted — Shafik, Penn's Liz McGill, and Harvard's Claudine Gay — as Beilock's 'class' of leaders.
Three years into her Dartmouth tenure, Beilock identifies restoring trust in higher education as her primary mission and frames Dartmouth as a potential model for how to do it. Her first exhibit: the SAT. After COVID, Dartmouth became the first Ivy to reinstate standardized test requirements [1] — Sian Beilock "The test-optional era hurt the students it was supposed to help. Low-income students were less likely to submit strong scores, and Dartmout…" 09:27 , and Beilock walks through the counterintuitive data behind the decision. The assumption that the SAT disadvantages low-income students was complicated by Dartmouth's own findings — that when tests were optional, lower-income students with strong scores were less likely to submit them, masking their talent. She cites Raj Chetty's Harvard research showing that family resources help with exactly the non-quantitative factors test-optional policies elevated, like summer experiences and recommendation letters. The result: most Ivy Plus peers followed Dartmouth's lead, with Columbia becoming the last to restore testing.
The conversation turns to the most dramatic period of Beilock's presidency: the wave of pro-Palestinian campus protests following October 7th, 2023. While Columbia, Penn, and Harvard saw their presidents ousted, Beilock held her position by doing what she describes as 'calling balls and strikes' — permitting protest, but enforcing clear prohibitions against shouting down speakers or establishing encampments declaring shared campus space for a single ideology. Students knew the rules and the consequences in advance, unlike at many peer institutions. The result was a faculty censure and a student no-confidence vote, neither of which shook her board's support. She points to the payoff in measurable terms: Dartmouth's FIRE free expression ranking rose from the bottom two hundred-something to 35th nationally [1] — Sian Beilock "When Beilock arrived at Dartmouth, it ranked in the bottom 200 for free expression. It's now ranked 35th nationally, with students two stan…" 14:10 , with students scoring two standard deviations above the mean in tolerance for speakers from both sides of the political spectrum.
What begins as a playful standoff over ice cream — Beilock champions mint chip, Dubner defends rum raisin with notable passion — quickly becomes a surprisingly substantive meditation on epistemic humility and institutional culture. Beilock draws on the ice cream disagreement to make a point about personal truth versus empirical truth, then pivots to the danger of campuses that don't tolerate disagreement: when heterodox voices self-censor or are excluded from the table, the iterative process of converging evidence that drives intellectual progress breaks down. The argument lands cleanly — you don't reach truth through consensus, you reach it through pressure-tested disagreement. It's a moment where Beilock the psychologist and Beilock the university president are fully integrated.
In 2025, the Trump administration offered nine universities preferential access to federal funding through a Compact for Academic Excellence in exchange for policy changes including caps on foreign students, ending race-based admissions, and limiting protests. Beilock declined to sign — not out of political opposition, but out of principle: she frames the compact the same way she frames every external political push, as something that shouldn't change how a university operates. But unlike many peers who simply refused and went quiet, Beilock was actively traveling to Washington to build relationships. She hired as general counsel Matt Raymer, a Dartmouth alum and former top lawyer at the Republican National Committee, which Dubner notes correlates with Dartmouth being the only Ivy to avoid a federal civil rights investigation. Beilock pushes back on drawing too direct a causal line, framing the hire instead as another example of bringing different perspectives to the table.
The episode pauses for three sponsor segments: a second Mint Mobile read emphasizing the $15/month plan and no-catch positioning; an Ozempic read focused on its new pill form (semaglutide tablets, 4 and 9 milligrams); and a segment for talkaboutpd.com promoting awareness of Peyronie's disease and urological treatment options. These are standalone ad reads not integrated into the interview content.
Asked to describe a typical day, Beilock starts at 4:45 AM — making breakfast for her 15-year-old daughter before the girl's 5 AM tennis practice, then returning to bed until 6:30. From there it's a trainer or a run, an hour of work from home, then full days in the office that cover everything from senior team meetings to weekly dining-hall office hours open to any student. A substantial slice of her time goes to fundraising — a role she says she genuinely loves because it gives her the chance to tell the stories of Dartmouth's faculty and researchers. She offers as evidence a just-announced $25 million gift for the Dartmouth Dialogues program.
The conversation pivots to Dartmouth's healthcare footprint — a dimension of the institution that shocks even Dubner. Beilock explains that Dartmouth's medical system is the largest rural network in the country, not just a good hospital attached to an Ivy League campus. The system's researchers are building a comprehensive model for aging in place: leveraging AI and telehealth to keep elderly patients at home longer, reducing unnecessary hospital bed usage, and creating better career pathways for home healthcare workers [1] — Sian Beilock "Dartmouth runs the largest rural medical system in the United States, and its researchers are building models for aging in place — using AI…" 27:40 . The most rural VA facility in the country is located just down the road in White River Junction, Vermont. Beilock frames the work as demonstrating that elite research universities and rural communities are not in tension — they can and must work together.
Dubner opens this segment with his observation that AI seems to generate Luddite-style hostility at graduation ceremonies across campus America — and Beilock confirms she has seen the same at Dartmouth but isn't surprised. She grounds her response in history: in 1956, a Dartmouth summer conference coined both the term and the field of artificial intelligence [1] — Sian Beilock "In 1956, a Dartmouth summer conference coined the term 'artificial intelligence' and launched the field. Beilock argues that makes Dartmout…" 29:33 , making Dartmouth the self-described birthplace of AI and, in her view, uniquely responsible for thinking through what it means to educate humans in that field's age. She then describes the Anthropic and AWS partnership announced at the start of the year, acknowledging the pushback it generated, before pivoting to the Therabot project: the first clinical trial ever to demonstrate measurable benefits for an AI therapist. That research is now being adapted into Evergreen, a campus chatbot that monitors behavioral signals of anxiety and depression — disrupted sleep, social withdrawal, cessation of exercise — and helps connect students to support before crises escalate.
Dubner cites the body of work by Dartmouth economist Danny Blanchflower on declining happiness and rising mental illness across populations, and asks Beilock whether the data reflect real change or just better measurement. She lands clearly on the side of real change, particularly for young people, and frames the implications for Dartmouth's mission: you cannot develop the next generation of leaders if they are too anxious to take intellectual risks, engage in uncomfortable conversations, or tolerate failure. Health and wellness, in her view, is not a service provided alongside academic work — it is a condition for the academic work to happen at all. The segment ends with a pointed but diplomatically phrased exchange about whether today's college students are 'spoiled,' with Beilock responding that every older generation says this, but what she actually sees are students who have been relentlessly optimized for achievement without being taught how to build a full life.
Dubner frames a challenging question: is the university now doing the foundational developmental work that families and K-12 education used to do, and is that mission creep? Beilock's answer is direct and rooted in her background as a psychologist: you cannot separate the human from the scholar. The knowledge economy is rendering pure expertise increasingly commodified while the ability to build coalitions, navigate disagreement, and pose better questions becomes more differentiating. Dartmouth, she argues, has always been known for producing whole people — not just brilliant researchers — and the skills needed to lead in a polarized democracy require exactly the kind of social and emotional capacity that the university uniquely builds. The segment ends as the host transitions to Beilock's own path from researcher to administrator.
The conversation turns to the mechanics of Beilock's own career trajectory — a story that begins with a pregnant junior faculty member being the only woman on a 12-person committee and arguing loudly with UChicago president Bob Zimmer about everything she thought he had wrong. Zimmer's response was to offer her a job, which she took. The rest is apprenticeship and trial by fire — she readily admits she received no formal leadership training and wishes she had. Dubner pointedly notes that higher education is particularly bad at this, promoting its best researchers into administrative roles they are completely unprepared for — a version of the Peter Principle [1] — Sian Beilock "Higher education systematically promotes its best researchers into administrative roles they were never trained for. Beilock admits she lea…" 40:00 . Beilock agrees, and describes Dartmouth's nascent effort to fix this: a university budget course run by the CFO that pulls in deans, faculty, and occasionally undergraduates, with a core premise that a P&L statement is an expression of strategic intent.
Three additional sponsor segments air: NetSuite promotes its AI-integrated business management platform, NetSuite Next, emphasizing a free trial for companies with at least seven-figure revenues; Ozempic runs a second read highlighting its semaglutide pill; and Southern Company promotes its $80 billion infrastructure investment and commitment to affordable energy. These are standard read-aloud sponsor segments not integrated into interview content.
Dubner asks Beilock for her read on the current historical moment — is this chaos an interregnum or the beginning of something worse? She is characteristically optimistic but specific about what worries her: misinformation seeping through social media as fact, and the growing perception that a college education is a luxury good rather than a public good. This second point she frames as an existential trust problem: when significant portions of the American population across the political spectrum don't see college as a place for them, the university fails its civic function. Dubner invokes the literature on social trust — that sports teams and the military build it by bringing diverse people together around a common goal — and asks whether the university has failed at the same mission. Beilock concedes the university has stepped away from that function and must reclaim it by being relentlessly clear about its mission.
An anonymous faculty member submitted the question: with an infinite budget, what would you do? Beilock's three-part answer is revealing: she would make Dartmouth somewhat bigger (more students, more faculty), she would fully resource faculty in areas where Dartmouth leads globally — particularly rural health and polar/ice sheet research — and she would take Dartmouth Dialogues to every high school student in the country. But before arriving at the fantasy, she grounds the conversation in reality: Dartmouth is now free for families earning up to $175,000 a year [1] — Sian Beilock "Dartmouth free for families up to $175K/yr: Dartmouth now offers free tuition for families earning up to $175,000 a year, part of its push …" 47:39 , need-blind and meeting full demonstrated need. Asked what she would do if building Dartmouth from scratch, she acknowledges its history of excluding women (no female graduates until 1976) and Jewish students, and says she would have built diversity in from the beginning.
The conversation turns to college sports, a topic Beilock engages with personal investment — she played both soccer and lacrosse in college. She defends the Ivy League's model of need-based scholarships and student-athlete primacy against the encroachment of NIL-driven financial incentives, noting that Dartmouth's hockey team competed against Wisconsin's better-resourced players and held its own. More tellingly, Dartmouth's three top players stayed rather than taking NIL money or going pro — a result she frames as a testament to program culture. Dubner raises the conventional wisdom that athletes and Greek system members are institutions' most loyal alumni donors; Beilock confirms the correlation but is careful not to claim causality. She closes the segment with a broader argument for athletics as a character-building system: sports offer structured opportunities to win, lose, collaborate, take risks, and recover from failure — all the qualities Beilock believes distinguish effective leaders.
The episode concludes with a favorite question Dubner credits to physicist Richard Feynman: in any given system, what is so abundant it becomes a problem, and what is so scarce it becomes a bottleneck? Beilock's answers are crisp and credible: Dartmouth has an abundance of institutional tradition — 250 years of 'this is how we do it' — which she illustrates with the recent multi-year effort to establish a new School of Arts and Sciences. On the scarcity side: faculty time. Dartmouth demands that its professors operate simultaneously as world-class researchers and deeply engaged classroom teachers, a dual burden she says is unique in her experience teaching across four institutions. Dubner cheekily suggests that if Dartmouth invented AI, it should be able to solve the time problem. The episode closes with Dubner teasing next week's conversation with legendary talk show host Dick Cavett, staff credits, and a coda of post-roll sponsor reads.
Chapter 1 · 00:00
The episode opens with sponsor reads for Hotels.com, Amica, and Mint Mobile before the host frames this week's guest as the second in a series on university leadership. Stephen Dubner draws a direct parallel between Dartmouth president Sian Beilock and Vanderbilt chancellor Daniel Diermeier — both trained at the University of Chicago and both committed to institutional neutrality — but highlights the key difference: Diermeier is a political scientist, while Beilock is a psychologist whose career was built on understanding why people choke under pressure. The host immediately deploys a key data point: 7 in 10 Americans believe higher education is going in the wrong direction [1] — Sian Beilock "7 out of 10 Americans think higher ed is going wrong: Beilock cites data showing that 7 in 10 Americans currently believe higher education …" 03:19 , setting up Beilock's willingness to own that distrust as the episode's central tension.
Beilock cites data showing that 7 in 10 Americans currently believe higher education is heading in the wrong direction, a reversal of trends from previous decades.
Fewer than 60% of students at four-year institutions actually graduate. Beilock says this is a fact most university presidents won't admit — and that universities bear real responsibility for it.
Among four-year institutions, fewer than 60% of students graduate — a statistic Beilock says most university presidents won't discuss publicly.
Chapter 2 · 04:35
The formal interview opens with a warm icebreaker: Beilock explains that her name 'Sian' stems from her parents misreading the spelling of an actress's name on a PBS documentary. She then recounts her athletic past — playing soccer in Olympic development programs and lacrosse at UCSD — before diving into her research on choking. The core insight is counterintuitive and immediately compelling: people perform worse under high-stakes conditions not because they lack talent, but because they try to consciously supervise skills that work best as automatic processes [1] — Sian Beilock "Choking under pressure isn't about lacking skill — it's about trying to consciously control processes that work best on autopilot. When anx…" 05:30 . Dubner observes that Beilock's very self-awareness about her own facial expressions risks triggering the choking effect they are discussing — a meta-moment that captures both the humor and the depth of her research.
Choking under pressure isn't about lacking skill — it's about trying to consciously control processes that work best on autopilot. When anxiety kicks in, people interfere with the very mechanisms that make them competent.
Chapter 3 · 08:40
Beilock recalls how she stumbled into administration by arguing with UChicago president Bob Zimmer on the Faculty Senate's Committee of the Council — and getting recruited to join his team as a result. After serving as executive vice provost, she was recruited to lead Barnard College in New York, where she encountered a cultural mismatch with the institutional neutrality framework she had internalized at Chicago. She then reveals a striking counterfactual: she had planned to wait and become a leading candidate for the Columbia presidency, but the Dartmouth offer arrived quickly and she took it — potentially sparing her from the upheaval that eventually cost Minouche Shafik her job. The segment concludes with Dubner and Beilock naming the three Ivy presidents who were ousted — Shafik, Penn's Liz McGill, and Harvard's Claudine Gay — as Beilock's 'class' of leaders.
The test-optional era hurt the students it was supposed to help. Low-income students were less likely to submit strong scores, and Dartmouth's data showed the SAT is a better predictor of success than letters of recommendation or grades.
Dartmouth was the first Ivy League school to reinstate SAT and ACT scores in admissions after the COVID-era test-optional wave, citing data showing it helps identify talented low-income students.
Research by Raj Chetty at Harvard shows that socioeconomic resources help students with non-quantitative admissions factors like summer activities and letters of recommendation.
Chapter 4 · 11:20
Three years into her Dartmouth tenure, Beilock identifies restoring trust in higher education as her primary mission and frames Dartmouth as a potential model for how to do it. Her first exhibit: the SAT. After COVID, Dartmouth became the first Ivy to reinstate standardized test requirements [1] — Sian Beilock "The test-optional era hurt the students it was supposed to help. Low-income students were less likely to submit strong scores, and Dartmout…" 09:27 , and Beilock walks through the counterintuitive data behind the decision. The assumption that the SAT disadvantages low-income students was complicated by Dartmouth's own findings — that when tests were optional, lower-income students with strong scores were less likely to submit them, masking their talent. She cites Raj Chetty's Harvard research showing that family resources help with exactly the non-quantitative factors test-optional policies elevated, like summer experiences and recommendation letters. The result: most Ivy Plus peers followed Dartmouth's lead, with Columbia becoming the last to restore testing.
Dartmouth Dialogues launched after October 7th, modeled on faculty in Jewish and Middle Eastern Studies who held open forums for dialogue rather than protests within days of the Hamas attacks.
While presidents at Columbia, Penn, and Harvard were ousted during the Gaza protest wave, Beilock held the line at Dartmouth by enforcing clear, pre-stated rules — and her board backed her. Leading by principle, not popularity, is what kept her standing.
When Beilock arrived at Dartmouth, it ranked in the bottom 200 for free expression. It's now ranked 35th nationally, with students two standard deviations above the mean in tolerating speakers across the political spectrum.
Dartmouth's free expression ranking from FIRE improved from the bottom 200-something to 35th nationally after Beilock's reforms.
Chapter 5 · 14:20
The conversation turns to the most dramatic period of Beilock's presidency: the wave of pro-Palestinian campus protests following October 7th, 2023. While Columbia, Penn, and Harvard saw their presidents ousted, Beilock held her position by doing what she describes as 'calling balls and strikes' — permitting protest, but enforcing clear prohibitions against shouting down speakers or establishing encampments declaring shared campus space for a single ideology. Students knew the rules and the consequences in advance, unlike at many peer institutions. The result was a faculty censure and a student no-confidence vote, neither of which shook her board's support. She points to the payoff in measurable terms: Dartmouth's FIRE free expression ranking rose from the bottom two hundred-something to 35th nationally [1] — Sian Beilock "When Beilock arrived at Dartmouth, it ranked in the bottom 200 for free expression. It's now ranked 35th nationally, with students two stan…" 14:10 , with students scoring two standard deviations above the mean in tolerance for speakers from both sides of the political spectrum.
Dartmouth students scored approximately two standard deviations above the national mean in tolerating speakers from both left and right political perspectives.
The Trump administration sent nine universities a Compact for Academic Excellence offering preferential federal funding in exchange for policy changes. Beilock refused to sign — but rather than fighting, she flew to D.C. to have direct conversations with the Secretary of Education and Congressional members from both parties.
Chapter 6 · 17:10
What begins as a playful standoff over ice cream — Beilock champions mint chip, Dubner defends rum raisin with notable passion — quickly becomes a surprisingly substantive meditation on epistemic humility and institutional culture. Beilock draws on the ice cream disagreement to make a point about personal truth versus empirical truth, then pivots to the danger of campuses that don't tolerate disagreement: when heterodox voices self-censor or are excluded from the table, the iterative process of converging evidence that drives intellectual progress breaks down. The argument lands cleanly — you don't reach truth through consensus, you reach it through pressure-tested disagreement. It's a moment where Beilock the psychologist and Beilock the university president are fully integrated.
Dartmouth is reportedly the only Ivy to avoid a federal civil rights investigation and funding freeze. Beilock attributes this to choosing conversation over confrontation — spending time in D.C. building relationships while other university leaders kept their distance.
Chapter 9 · 25:00
Asked to describe a typical day, Beilock starts at 4:45 AM — making breakfast for her 15-year-old daughter before the girl's 5 AM tennis practice, then returning to bed until 6:30. From there it's a trainer or a run, an hour of work from home, then full days in the office that cover everything from senior team meetings to weekly dining-hall office hours open to any student. A substantial slice of her time goes to fundraising — a role she says she genuinely loves because it gives her the chance to tell the stories of Dartmouth's faculty and researchers. She offers as evidence a just-announced $25 million gift for the Dartmouth Dialogues program.
Beilock starts her day at 4:45 AM to make her 15-year-old daughter breakfast before 5 AM tennis practice, reflecting her personal approach to balancing leadership and family.
Chapter 10 · 27:00
The conversation pivots to Dartmouth's healthcare footprint — a dimension of the institution that shocks even Dubner. Beilock explains that Dartmouth's medical system is the largest rural network in the country, not just a good hospital attached to an Ivy League campus. The system's researchers are building a comprehensive model for aging in place: leveraging AI and telehealth to keep elderly patients at home longer, reducing unnecessary hospital bed usage, and creating better career pathways for home healthcare workers [1] — Sian Beilock "Dartmouth runs the largest rural medical system in the United States, and its researchers are building models for aging in place — using AI…" 27:40 . The most rural VA facility in the country is located just down the road in White River Junction, Vermont. Beilock frames the work as demonstrating that elite research universities and rural communities are not in tension — they can and must work together.
Dartmouth received a $25 million gift to support its Dartmouth Dialogues program, which models civil discussion about contentious topics like the Israel-Gaza conflict.
Dartmouth operates the largest rural medical system in the United States, with a focus on building models for aging in place and rural healthcare.
Dartmouth runs the largest rural medical system in the United States, and its researchers are building models for aging in place — using AI and telehealth to keep elderly patients home longer, reduce hospital strain, and support home healthcare workers.
Chapter 11 · 29:30
Dubner opens this segment with his observation that AI seems to generate Luddite-style hostility at graduation ceremonies across campus America — and Beilock confirms she has seen the same at Dartmouth but isn't surprised. She grounds her response in history: in 1956, a Dartmouth summer conference coined both the term and the field of artificial intelligence [1] — Sian Beilock "In 1956, a Dartmouth summer conference coined the term 'artificial intelligence' and launched the field. Beilock argues that makes Dartmout…" 29:33 , making Dartmouth the self-described birthplace of AI and, in her view, uniquely responsible for thinking through what it means to educate humans in that field's age. She then describes the Anthropic and AWS partnership announced at the start of the year, acknowledging the pushback it generated, before pivoting to the Therabot project: the first clinical trial ever to demonstrate measurable benefits for an AI therapist. That research is now being adapted into Evergreen, a campus chatbot that monitors behavioral signals of anxiety and depression — disrupted sleep, social withdrawal, cessation of exercise — and helps connect students to support before crises escalate.
In 1956, a Dartmouth summer conference coined the term 'artificial intelligence' and launched the field. Beilock argues that makes Dartmouth uniquely responsible for thinking about what it means to educate humans in the age of AI — 70 years later.
The term and field of artificial intelligence were born at a 1956 Dartmouth summer conference, making Dartmouth the self-described birthplace of AI.
Dartmouth's Therabot became the first AI-powered therapist to show measurable clinical benefits, particularly for rural patients. Now Dartmouth is adapting that into Evergreen, a campus chatbot designed to flag warning signs of anxiety and depression in students.
Dartmouth's Therabot was the first clinical trial to show measurable benefits for an AI-powered therapist, particularly for connecting rural patients with human care.
Chapter 13 · 35:30
Dubner frames a challenging question: is the university now doing the foundational developmental work that families and K-12 education used to do, and is that mission creep? Beilock's answer is direct and rooted in her background as a psychologist: you cannot separate the human from the scholar. The knowledge economy is rendering pure expertise increasingly commodified while the ability to build coalitions, navigate disagreement, and pose better questions becomes more differentiating. Dartmouth, she argues, has always been known for producing whole people — not just brilliant researchers — and the skills needed to lead in a polarized democracy require exactly the kind of social and emotional capacity that the university uniquely builds. The segment ends as the host transitions to Beilock's own path from researcher to administrator.
Chapter 14 · 38:10
The conversation turns to the mechanics of Beilock's own career trajectory — a story that begins with a pregnant junior faculty member being the only woman on a 12-person committee and arguing loudly with UChicago president Bob Zimmer about everything she thought he had wrong. Zimmer's response was to offer her a job, which she took. The rest is apprenticeship and trial by fire — she readily admits she received no formal leadership training and wishes she had. Dubner pointedly notes that higher education is particularly bad at this, promoting its best researchers into administrative roles they are completely unprepared for — a version of the Peter Principle [1] — Sian Beilock "Higher education systematically promotes its best researchers into administrative roles they were never trained for. Beilock admits she lea…" 40:00 . Beilock agrees, and describes Dartmouth's nascent effort to fix this: a university budget course run by the CFO that pulls in deans, faculty, and occasionally undergraduates, with a core premise that a P&L statement is an expression of strategic intent.
Dartmouth's faculty developed a policy they called 'institutional restraint' — not neutrality — to prevent the university from making statements that could suppress dissenting voices. The goal is to create brave spaces where heterodox thinking thrives.
Higher education systematically promotes its best researchers into administrative roles they were never trained for. Beilock admits she learned by 'trial by fire' and is now working on changing that at Dartmouth.
Chapter 15 · 42:20
Three additional sponsor segments air: NetSuite promotes its AI-integrated business management platform, NetSuite Next, emphasizing a free trial for companies with at least seven-figure revenues; Ozempic runs a second read highlighting its semaglutide pill; and Southern Company promotes its $80 billion infrastructure investment and commitment to affordable energy. These are standard read-aloud sponsor segments not integrated into interview content.
Southern Company is investing $80 billion in infrastructure upgrades to provide reliable and affordable energy for future generations (sponsor mention).
Chapter 16 · 46:00
Dubner asks Beilock for her read on the current historical moment — is this chaos an interregnum or the beginning of something worse? She is characteristically optimistic but specific about what worries her: misinformation seeping through social media as fact, and the growing perception that a college education is a luxury good rather than a public good. This second point she frames as an existential trust problem: when significant portions of the American population across the political spectrum don't see college as a place for them, the university fails its civic function. Dubner invokes the literature on social trust — that sports teams and the military build it by bringing diverse people together around a common goal — and asks whether the university has failed at the same mission. Beilock concedes the university has stepped away from that function and must reclaim it by being relentlessly clear about its mission.
Dartmouth's first class of women graduated in 1976 — a fact Beilock cited when asked what she would do differently if building the institution from scratch.
Dartmouth now offers free tuition for families earning up to $175,000 a year, part of its push to reduce economic barriers to elite education.
Chapter 18 · 52:35
The conversation turns to college sports, a topic Beilock engages with personal investment — she played both soccer and lacrosse in college. She defends the Ivy League's model of need-based scholarships and student-athlete primacy against the encroachment of NIL-driven financial incentives, noting that Dartmouth's hockey team competed against Wisconsin's better-resourced players and held its own. More tellingly, Dartmouth's three top players stayed rather than taking NIL money or going pro — a result she frames as a testament to program culture. Dubner raises the conventional wisdom that athletes and Greek system members are institutions' most loyal alumni donors; Beilock confirms the correlation but is careful not to claim causality. She closes the segment with a broader argument for athletics as a character-building system: sports offer structured opportunities to win, lose, collaborate, take risks, and recover from failure — all the qualities Beilock believes distinguish effective leaders.
Using Richard Feynman's framework of abundance versus scarcity, Beilock identifies Dartmouth's biggest institutional problem: too much tradition slowing change, and too little time for faculty who are expected to be world-class researchers and dedicated classroom teachers simultaneously.
No indexed bits in this chapter.
This episode
Factual claims made this episode, and whether a source was named.
Currently, 7 out of 10 Americans believe higher education is going in the wrong direction, counter to trends from previous decades.
Among four-year institutions, fewer than 60% of students graduate.
Dartmouth's data showed that in a test-optional environment, students from less-resourced backgrounds were less likely to report their SAT/ACT scores, even when those scores were strong predictors of success.
SAT/ACT scores are a better predictor of student success at Dartmouth than letters of recommendation or high school grades.
Research by Raj Chetty at Harvard shows that socioeconomic resources help students with non-quantitative admissions factors like summer activities and letters of recommendation.
Dartmouth's free expression ranking from FIRE improved from the bottom 200+ to 35th nationally during Beilock's tenure.
Dartmouth students scored approximately two standard deviations above the national mean in tolerance for speakers from both the political right and left.
The term and field of artificial intelligence were born at a 1956 Dartmouth summer conference.
Therabot was the first clinical trial to show measurable benefits for an AI-powered therapist, particularly in connecting rural patients with human care.
Dartmouth is free to attend for families earning up to $175,000 per year.
Dartmouth's first class of women did not graduate until 1976.
Dartmouth operates the largest rural medical system in the United States.
Dartmouth was the first Ivy League school to reinstate SAT and ACT requirements in admissions after the COVID-era test-optional wave.
This episode
Chancellor of Vanderbilt University and subject of the prior week's Freakonomics Radio episode; compared to Beilock as a fellow institutional neutrality practitioner from the University of Chicago tradition.
Dartmouth economist cited for research showing significant rises in young people's anxiety, depression, and declining happiness over recent decades.
Mathematician who served as University of Chicago president from 2006 to 2021; he recruited Beilock into administration after she spent a year arguing with him on the Committee of the Council.
Former Harvard president who resigned during the Gaza protest and congressional testimony controversy in 2023-24; part of Beilock's cohort of university presidents.
Dartmouth scientist and lead researcher on the Therabot AI therapy project.
Harvard economist cited by Beilock for research showing that family socioeconomic resources help students with non-quantitative admissions factors.
The Ivy League university where Sian Beilock serves as president and the central institution discussed throughout the episode.
Beilock's academic home for 12 years and the originator of the institutional neutrality framework she applies at Dartmouth.
Discussed as the epicenter of the 2024 Gaza campus protests and the institution Beilock narrowly avoided leading.
The women's college affiliated with Columbia University where Beilock served as president before moving to Dartmouth.
Mentioned as one of the Ivy League schools that lost its president (Claudine Gay) during the Gaza protest upheaval and faced federal funding freezes.
AI company that partnered with Dartmouth and AWS in one of the first university-AI company partnerships announced by Beilock.
The organization that publishes annual free-expression rankings for U.S. colleges; Dartmouth rose from bottom 200 to 35th under Beilock.
A civil dialogue program launched by Beilock at Dartmouth after October 7th to model open discussion about complex and contentious topics, which received a $25 million gift.
Dartmouth's AI-powered therapy tool, the first to demonstrate clinical trial benefits for an AI therapist, being adapted into the campus Evergreen chatbot.
Dartmouth's AI mental health chatbot for students, adapted from the Therabot research to monitor behavioral warning signs of anxiety and depression.
The New Hampshire town where Dartmouth College is located; mentioned in the context of Beilock's family life and institutional setting.
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