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  1. Jane Street6 min

    Real Numbers – Episode 14, Finals Week

    Jayden, Sawyer

    In this Real Numbers episode, the host explores expected value applications by challenging listeners to calculate the average interval between randomly scheduled final exams and reviewing a previous problem on the expected number of distinct snowboards used over six days. The snowboard scenario is resolved by demonstrating two distinct approaches using indicator variables and the linearity of expectation, both confirming that a user will sharpen approximately 3.99 different boards on average. The episode concludes by inviting the audience to submit their own solutions and alternative problem ideas for future episodes focused on mathematical expectation.

  2. Goldman Sachs10 min

    Sustainable ESG Investing

    Steve Strongin, Liz

    This analysis distinguishes ESG investing as a strategic discipline focused on long-term value creation and risk mitigation rather than superficial sector exclusions. It emphasizes that anticipating social flashpoints, leveraging diverse management teams, and accelerating carbon sequestration technologies are critical for maintaining business continuity and shareholder returns. Furthermore, the discussion highlights how active governance strategies targeting management transitions can unlock significant value that passive investing often fails to capture during structural corporate changes.

  3. The Economist8 min

    Covid-19: why travel will never be the same

    Leo Mirani

    In April 2020, global aviation experienced a historic collapse with passenger numbers dropping 94% year-over-year, forcing carriers like Virgin Atlantic to eliminate thousands of jobs while the IATA warned that without government aid, only 30 of over 700 airlines would survive. Regional recovery remains uneven, with European and U.S. flight levels still down by 75% and 57% respectively, threatening to permanently erase business travel segments that once subsidized leisure fares. Looking ahead, the industry faces a potential shift toward closed borders and reduced globalization, as travel restrictions and the retirement of older aircraft reshape the economic and operational landscape for years to come.

  4. Jane Street6 min

    Real Numbers – Episode 13, How Many Snowboards Need Sharpening

    Sawyer

    This instructional session applies the linearity of expectation to calculate expected values in scenarios involving both independent and dependent selections. Using the marching band example, the analysis demonstrates how fixed global distributions alter probabilities while the method for summing indicator variables remains valid regardless of independence. The presentation concludes by challenging the audience to utilize this specific probabilistic framework to determine the expected number of snowboards requiring sharpening in a student-led lesson environment.

  5. Goldman Sachs7 min

    The Outlook for Tech Investing

    Sung Cho, Liz

    Driven by superior fundamentals and a defensive balance sheet, the technology sector has outperformed the broader market during the current crisis, with earnings declining only 7% compared to a 20% drop in the S&P 500. Investment strategies now focus on sustainable SaaS beneficiaries and cyclically depressed areas poised for rebound, while emerging markets develop local digital giants enabled by mobile connectivity. Despite these opportunities, the sector faces headwinds from increasing U.S. and European regulatory pressures, supply chain shifts impacting margins, and valuations that remain elevated but discounted relative to historical norms.

  6. Goldman Sachs7 min

    Tracking US Infrastructure Investing

    Jerry Revich, Liz

    Goldman Sachs analysts and D.C. teams project that while U.S. public construction represents a stable $300 billion market, recent spending has decelerated due to completed major projects and pandemic-related traffic declines creating a $30 billion revenue gap. Despite this short-term contraction driven by regional disparities and stalled public-private partnerships, the sector faces a broader $100 billion annual infrastructure deficit against historical tax revenue averages. Anticipated stimulus spending is expected to bridge the immediate fiscal hole, yet closing the long-term investment gap will require sustained revenue increases from state and local governments.

  7. Goldman Sachs17 min

    From “The Way Forward" Conference: Dr. Leonard S. Schleifer, Co-Founder, Regeneron Pharmaceuticals

    Dr. Leonard S. Schleifer, Marshall

    Regeneron, led by CEO Dr. Leonard Schleifer and co-founder George Yancopoulos, accelerated antibody therapy development to five months for Ebola and a new viral threat by utilizing a proprietary mouse platform and a dual-antibody cocktail designed to prevent viral escape mutants. The company targets three distinct patient populations with the goal of reducing viral duration and preventing severe progression, prioritizing high-impact intervention over mass vaccination. This strategy leverages converged wet sciences and rapid sequencing technologies to validate the cocktail's efficacy against variants within hours, with critical clinical data anticipated in late summer.

  8. Goldman Sachs14 min

    From “The Way Forward" Conference: David Rubenstein, Co-Founder, The Carlyle Group

    David Rubenstein

    David Rubenstein outlines five core leadership principles for navigating national crises, emphasizing that effective governance requires prioritizing national interests over politics and maintaining absolute transparency to preserve public credibility. Distinguishing current pandemics and racial justice movements from historical events by their immediate impact on personal mortality, he warns that leaders must rely on persuasion rather than command to implement difficult decisions amidst a predicted deep recession and soaring national debt. Rubenstein projects accelerated societal shifts toward remote work and healthcare investment while recommending key historical texts to contextualize these challenges and guide future generations.

  9. Goldman Sachs20 min

    From “The Way Forward" Conference: Mike Roman, Chairman and CEO, 3M

    Mike Roman, Matt

    Following the killing of George Floyd, 3M Chairman and CEO Mike Roman prioritized corporate social responsibility through direct engagement with African-American employees and coordinated public-private partnerships to bridge the societal trust gap. Simultaneously, the company rapidly pivoted its operations to address the pandemic by doubling N95 production, forming external alliances with partners like Ford and Cummins, and securing emergency authorizations from the FDA to meet healthcare demand. Roman's leadership strategy now integrates these crisis-driven innovations with a permanent shift toward hybrid work models and an expanded definition of corporate responsibility that treats community engagement as essential to long-term business continuity.

  10. Goldman Sachs14 min

    From “The Way Forward" Conference: Esther Krofah, Executive Director, FasterCures

    Esther Krofah, Marshall

    Faster Cures currently monitors over 200 SARS-CoV-2 therapeutic candidates and 163 vaccine prospects, with the majority of treatments in Phase 2 or 3 testing and key programs like Moderna's mRNA vaccine and the Oxford/AstraZeneca project advancing rapidly. While early data supports Remdesivir and convalescent plasma as partial solutions, experts anticipate effective cures will likely emerge from combination therapies and require Emergency Use Authorizations between fall 2020 and early 2021. Vaccine availability for frontline workers is targeted for late 2020, though the accelerated 12-to-18-month timeline relies on aggressive manufacturing scaling and successful clinical data readouts expected by autumn.

  11. Goldman Sachs17 min

    From “The Way Forward" Conference: Kevin Johnson, President and CEO, Starbucks Coffee Company

    Kevin Johnson, David

    Starbucks Executive Kevin Johnson described a global crisis response strategy that adapted a China-derived playbook to guide operations across 32,000 stores in 80 countries while prioritizing employee safety and government health guidelines. The company leveraged AI-driven digital dashboards to manage market-specific closures and implemented rigorous health protocols, transitioning from containment to a "monitor and adapt" phase that emphasized mobile ordering and curbside pickup. Concurrently, leadership fostered ongoing racial justice dialogues through virtual family meetings and "pour-over sessions," aiming to balance these social initiatives with a long-term vision that merges the traditional in-store "third place" with convenient digital services.

  12. Goldman Sachs13 min

    From “The Way Forward" Conference: Dr. Stephen J. Corwin, President and CEO, New York-Presbyterian

    Dr. Stephen J. Corwin, Sharmini, Dr. Steve Corwin

    During the unprecedented first wave of the pandemic, New York Presbyterian Hospital, under President and CEO Dr. Steve Corwin, treated over 2,700 COVID-19 patients while grappling with severe supply chain shortages and a psychological toll that resulted in the suicide of a physician leader. Facing a projected financial loss exceeding $1 billion and an estimated 20% in-hospital mortality rate, the institution is now expanding ICU capacity to 900 beds and securing a 60-day PPE stockpile to prepare for a potential second wave. Despite Dr. Corwin's pessimism regarding vaccine availability before early 2021, the hospital is refining novel staffing models and supporting peer networks to ensure resilience against future surges in New York and emerging epicenters.

  13. Goldman Sachs18 min

    From “The Way Forward" Conference: Ed Bastian, CEO, Delta Air Lines

    Ed Bastian

    Delta CEO Ed Bastian characterizes the pandemic as a biological crisis more complex than 9/11, prompting the airline to implement strict safety protocols like 60% load caps, mandatory masking, and comprehensive HEPA filtration that have reduced employee infection rates to one-fifth of the national average. While leisure demand has driven a rebound to 15% of pre-pandemic volumes with record customer satisfaction scores, the company simultaneously shifts its strategic focus toward workforce resilience, launching a massive employee testing program and reorganizing its fleet to prepare for a future where domestic travel leads economic recovery.

  14. Jane Street10 min

    Real Numbers – Episode 12, Photographing the Chaotic Marching Band

    Sawyer

    The episode explores expected value and the linearity of expectation by first applying these concepts to a conditional probability problem involving a haunted forest monster. The instructors update monster type probabilities based on a 4-damage roll to calculate a resulting expected value of 5.5 for the second attack. The session concludes by introducing a problem of the week that contrasts independent choice scenarios with fixed pool distributions to determine the expected number of synchronized rows in a marching band.

  15. Goldman Sachs8 min

    The Next Phase of Corporate Strategy

    Gregg Lemkau, Greg, Liz

    Global corporations are fundamentally reorienting their strategies from strict financial optimization to operational resilience and social purpose, driven by a global health crisis that distinguishes this period from previous economic downturns. This pivot has fueled record capital raising and accelerated supply chain decoupling from China, while investment banks have successfully maintained deal flow through fully virtual execution methods. Looking ahead, pent-up capital and sector-specific consolidation needs in technology and healthcare are expected to drive a meaningful resurgence in merger and acquisition activity later this year.