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  1. 80,000 Hours1h 5m

    #19 - Samantha Pitts-Kiefer on working next to the White House trying to prevent nuclear war

    Samantha Pitts-Kiefer, Keiran Harris, Rob Wiblin

    The Nuclear Threat Initiative, founded by Sam Nunn and Ted Turner, outlines critical risks of nuclear terrorism and great power miscalculation through insights from Senior Director Samantha Pitts-Kyfer. The analysis highlights how dirty bombs could cause economic collapse, while modern cyber vulnerabilities and hair-trigger alert statuses between the US and Russia threaten accidental nuclear war with global catastrophic consequences. To mitigate these existential dangers, the organization advocates for ending prompt launch policies, restoring US-Russia dialogue, and accelerating verified disarmament to prevent both state conflict and non-state acquisition of weapons of mass destruction.

  2. Y Combinator1h 4m

    Gustaf Alstromer - How to Get Users and Grow

    Gustaf Alstromer

    This Y Combinator session details critical administrative adjustments for the startup course while establishing a rigorous framework for achieving product-market fit through specific value metrics and retention benchmarks. Speakers analyze historical growth patterns from Airbnb and Facebook to illustrate how deliberate engineering strategies, data-driven experimentation, and performance marketing replace intuition as companies scale. The discussion concludes by emphasizing that sustainable growth requires positive unit economics, disciplined A/B testing cultures, and a clear distinction between early-stage validation and mature paid acquisition channels.

  3. Y Combinator59 min

    Suhail Doshi - How to Measure Your Product

    Suhail Doshi, Gustav, Jeff, Andrew Chen, Stuart, Robbie Walker, PG, Adora

    Mixpanel co-founder Suhail Doshi outlined a strategic framework for product measurement focused on solving understanding, onboarding, and retention while warning against the complexity that causes decision paralysis. He detailed a five-lever growth formula and the critical importance of selecting a single North Star Metric, citing Mixpanel's own pivot from generic analytics to engagement tracking as a model for differentiation. The presentation concluded by advocating for harsh retention benchmarks and daily active user metrics to avoid the "Shark Fin" growth pattern, emphasizing that sustainable growth requires prioritizing fundamental user activation over immediate feature expansion.

  4. Milken Institute18 min

    CreditEase Founder Ning Tang at MIGlobal

    Ning Tang, Aron Betru

    At the Milken Institute's 21st Annual Global Conference, Credit Ease CEO Nian Tang outlined his company's strategic pivot from China's pioneering P2P lending sector into a global fintech leader facilitating over $1 trillion in transactions. Tang detailed how the firm is leveraging mobile technology and robust investor education to bridge China's credit infrastructure gaps, shifting market behavior from speculation toward long-term wealth management and professional asset allocation. By combining deep financial expertise with advanced technology, Credit Ease aims to serve underserved small businesses and democratize financial advisory services for the Chinese middle class while navigating an increasingly rigorous regulatory landscape.

  5. 80,000 Hours1h 19m

    #18 - Ofir Reich on using data science to end poverty & the spurious action-inaction distinction

    Ofir Reich, Keiran Harris, Rob Wiblin

    The Center for Effective Global Action at UC Berkeley advances global poverty alleviation through three core initiatives: fostering academic networks, enforcing research transparency to combat the reproducibility crisis, and directing funding for over 70 academics to study poverty. Recent data science projects led by Ophir Reich apply machine learning to detect tax evasion in India, optimize agricultural yields via mobile platforms in Ethiopia and India, and evaluate mobile salary payments for Afghan teachers. These efforts rely on rigorous randomized controlled trials and open data practices, while the organization advises aspiring practitioners to prioritize high-impact roles in established institutions to build the necessary technical capital for long-term effectiveness.

  6. 80,000 Hours1h 53m

    #17 - Prof Will MacAskill on moral uncertainty, utilitarianism & how to avoid being a moral monster

    Prof Will MacAskill, Will MacAskill, Rob Wiblin

    Will McCaskill reflects on the transition of the Effective Altruism movement from its origins in GiveWell and Giving What We Can to its current status as a global network, while stepping down as CEO of the Center for Effective Altruism to pursue academic leadership in moral uncertainty research. He argues that decision-making should analogously apply expected value reasoning to moral theories, proposing a "Long Reflection" era where humanity resolves fundamental value questions before committing to irreversible actions. Despite these theoretical advances, McCaskill emphasizes the necessity of addressing critiques regarding justice, institutional bias, and the need for greater diversity to prevent the community from stagnating in groupthink.

  7. 80,000 Hours55 min

    #16 - Dr Hutchinson on global priorities research & shaping the ideas of intellectuals

    Dr Hutchinson, Michelle Hutchinson, Keiran Harris, Rob Wiblin

    Established at the University of Oxford, the Global Priorities Institute operates as an academic research body dedicated to determining how to maximize good per unit of resources by integrating effective altruism principles with philosophy and economics. Under the leadership of Director Hilary Graves, the institute is currently hiring researchers to develop comparative cause prioritization frameworks and address the limitations of traditional metrics like the QALY. To ensure long-term viability within the university system, the organization structures roles to balance movement-focused agendas with traditional high-status academic publishing, seeking to eventually establish satellite hubs that mirror models like J-PAL.

  8. Y Combinator56 min

    A Conversation with Ooshma Garg - Moderated by Adora Cheung

    Ooshma Garg, Adora Cheung

    Ushma Garg founded Gobble after pivoting from previous ventures like Anapata, eventually transforming a struggling personalized meal service into a scalable $100 million weekly revenue business by launching a standardized 15-minute one-pan meal kit model. Through a lean operational strategy that survived 3.5 years of iteration and rejected lucrative acquisition offers, Garg secured Y Combinator support and grew the company by deliberately shutting down profitable but non-scalable revenue streams. The venture now targets a long-term vision of becoming a "Disney of the home" by prioritizing material product superiority and high retention over incremental improvements.

  9. 80,000 Hours1h 24m

    #15 - Prof Tetlock on how chimps beat Berkeley undergrads and when it’s wise to defer to the wise

    Prof Tetlock, Prof Philip Tetlock, Keiran Harris, Rob Wiblin, Philip Tetlock

    Spanning 35 years of research on over tens of thousands of participants, Philip Tetlock's program utilizes Brier scores to demonstrate that while most experts and hedgehogs perform no better than chance, a specific subset of adaptable "superforecasters" consistently outperforms intelligence analysts through rigorous training and cognitive diversity. These findings inform a new IARPA-sponsored hybrid tournament that pits human-machine teams against each other in quantitative and idiosyncratic domains to identify the most effective forecasting methods. Ultimately, the research underscores the necessity of calibration and open-mindedness over ideological certainty, advocating for structured aggregation systems to mitigate the dangers of overconfident punditry in complex macro-political landscapes.

  10. 80,000 Hours1h 26m

    #14 - Sharon Nunez & Jose Valle on going undercover to expose animal abuse

    Sharon Nunez, Jose Valle, Lewis Bollard, Keiran Harris, Rob Wiblin, Natalie Cargill

    Founded in 2006 by Sharon Nunez and Jose Valle, Animal Equality has evolved from a Spanish volunteer group into a leading international non-profit recognized by Animal Charity Evaluators for three consecutive years. Leveraging investigative journalism, legislative lobbying, and immersive VR technology like iAnimal, the organization currently spares an estimated 4.8 animals per dollar spent through strategies that have secured policy changes affecting millions of farmed animals across multiple continents. Now employing 74 staff members, the group actively seeks specialized talent in data analysis and operations to manage its rapid expansion into new markets like China and Latin America while scaling its annual budget from $200,000 to $3.2 million.

  11. 80,000 Hours53 min

    #13 - Claire Walsh on testing which policies work & how to get governments to listen to the results

    Claire Walsh, Keiran Harris, Rob Wiblin

    The J-PAL Government Partnership Initiative deploys a multi-million dollar fund to sponsor randomized control trials and institutional reforms across twelve countries, directly engaging governments to scale evidence-based interventions like deworming and educational strategies. This approach has influenced policies affecting over 300 million people by translating complex econometric data into actionable one-page summaries and fostering local leadership within regional offices. Furthermore, the initiative facilitates career development for public policy professionals through flexible education programs, emphasizing that institutional strengthening and rigorous empirical analysis are essential for sustainable global equity.

  12. Y Combinator49 min

    Peter Reinhardt on Finding Product Market Fit at Segment

    Peter Reinhardt, Craig Cannon, Evan Farrell, Benjamin Liam, Danny Prol, Ashwin Doke, Andrew Pikul, Juan Carlos Garza

    Segment revolutionized data infrastructure by pivoting from failed consumer products to a unified customer data platform that eliminates internal engineering silos for companies managing diverse interaction points. The company achieved product-market fit by open-sourcing its core routing library, which attracted engineers organically before scaling through direct data warehousing connectors and a shift to high-value enterprise contracts. Underpinned by a strict focus on first-party data privacy and the MEDDIC sales framework, Segment successfully navigated regulatory challenges like GDPR to become an essential intermediary between enterprise applications and storage systems.

  13. 80,000 Hours1h 46m

    #12 - Dr Cameron works to stop you dying in a pandemic. Here’s what keeps her up at night.

    Dr Cameron, Dr Beth Cameron, Keiran Harris, Rob Wiblin, Dr. Elizabeth Cameron

    The Nuclear Threat Initiative, led by CEO Secretary Ernest Moniz, is launching the Next Generation Global Health Security Network to engage emerging leaders ahead of the Kampala Ministerial and advance its pilot Global Health Security Index. The organization addresses rising biological risks from dual-use technologies and funding gaps by advocating for integrated public health and national security strategies, including a proposed global preparedness fund and improved governance frameworks. Through these initiatives, NTI aims to dismantle the "cycle of panic and neglect" by fostering interdisciplinary collaboration and establishing permanent metrics for global pandemic prevention and response.

  14. 80,000 Hours1h 30m

    #11 - Dr Spencer Greenberg on speeding up social science 10-fold & why plenty of startups cause harm

    Dr Spencer Greenberg, Keiran Harris, Rob Wiblin

    Spencer Greenberg, a mathematician and founder of initiatives including SparkWave and ClearerThinking.org, advocates for reforming social science research through rigorous methods like data vaulting and leveraging digital tools for large-scale studies. He applies these empirical approaches to developing mental health applications with proven efficacy in reducing depression symptoms while highlighting systemic risks in startups, such as the exploitation of cognitive biases and negative externalities. Greenberg further critiques the effective altruism community for its narrow focus on existential risks and argues that mental health and direct scientific research require significantly more attention alongside urgent work on artificial intelligence safety.

  15. 80,000 Hours1h 52m

    #10 - Dr Nick Beckstead on how to spend billions of dollars preventing human extinction

    Dr Nick Beckstead, Keiran Harris, Rob Wiblin

    Nick Beckstead, a researcher at the Open Philanthropy Project, advocates for prioritizing far-future utility by directing substantial grants toward existential risks like artificial intelligence and biosecurity. His approach relies on a philosophical framework that rejects time discounting and population ethics constraints to justify focusing on narrow, high-impact interventions such as Target Malaria and AI alignment rather than broad economic growth. Beckstead further urges effective altruists to transition into specialized full-time roles within these priority sectors to maximize their leverage against global catastrophic threats.