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    • All HBS Web  (1,068)
      • Faculty Publications  (149)

      Demand SystemsRemove Demand Systems →

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      • July–August 2025
      • Article

      Don’t Let an AI Failure Harm Your Brand

      By: Julian De Freitas
      How companies market their AI systems affects the repercussions they face when their products fail. Marketers must promote their AI products with potential failure in mind. To do that, they must first understand consumers’ unique attitudes toward AI. Marketers who... View Details
      Keywords: AI and Machine Learning; Brands and Branding; Product Marketing; Consumer Behavior; Attitudes
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      De Freitas, Julian. "Don’t Let an AI Failure Harm Your Brand." Harvard Business Review 103, no. 4 (July–August 2025): 126–133.
      • July 2025
      • Module Note

      Supply and Demand for Strategists

      By: Quan Le, Quan Le and Quan Le
      This module note introduces students to the foundational microeconomic principles of supply and demand. It uses the example of an aluminum plant (specifically, production quantity and shutdown decisions) to discuss short-run vs. long-run decisions, marginal costs, sunk... View Details
      Keywords: Business Exit or Shutdown; Business or Company Management; Business Strategy; Competition; Competitive Advantage; Cost of Capital; Cost vs Benefits; Decision Making; Decisions; Demand and Consumers; Economics; Economic Systems; For-Profit Firms; Market Entry and Exit; Market Participation; Markets; Metals and Minerals; Microeconomics; Price; Revenue; Strategy; Supply and Industry; Manufacturing Industry
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      Le, Quan. "Supply and Demand for Strategists." Harvard Business School Module Note 726-352, July 2025.
      • 2025
      • Working Paper

      Race, Rental Yields, and Housing Decay in Manhattan

      By: Tom Nicholas and Christophe Spaenjers
      We develop a new dataset on real estate transactions in Manhattan (1912–1939), linked to federal Census records (1930 and 1940) and property images used for tax assessment purposes (around 1940 and 1980). We analyze investor returns and incentives to maintain... View Details
      Keywords: Housing Markets; Rental Yields; Urban Decay; Manhattan; Race; Equality and Inequality; Investment Return; Motivation and Incentives; Real Estate Industry; New York (city, NY)
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      Nicholas, Tom, and Christophe Spaenjers. "Race, Rental Yields, and Housing Decay in Manhattan." Working Paper, May 2025.
      • 2024
      • Working Paper

      When Batteries Meet Hydrogen: Dual-Storage Investments for Load-Shifting Purposes

      By: Christian Kaps and Simone Marinesi
      Power systems account for nearly 40% of global emissions. As the world tries to reduce emissions by increasing renewable penetration, storage technologies are playing an increasingly important role in matching variable renewable supply with demand. Batteries have... View Details
      Keywords: Environmental Sustainability; Renewable Energy; Transition; Utilities Industry; Battery Industry
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      Kaps, Christian, and Simone Marinesi. "When Batteries Meet Hydrogen: Dual-Storage Investments for Load-Shifting Purposes." Working Paper, October 2024.
      • 2024
      • Working Paper

      “If You’re Not There… You’re Not There”: How Art Market Platforms Induce Status Anxiety to Coerce Participation

      By: James Riley and Ezra Zuckerman Sivan
      This paper, an 18-month ethnographic investigation of international art fairs (IAFs), shows how market platforms can have a coercive effect, inducing sellers (i.e., art galleries) to participate despite ambivalence over their value and anxiety over the process by which... View Details
      Keywords: Market Participation; Status and Position; Competition; Demand and Consumers; Fine Arts Industry
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      Riley, James, and Ezra Zuckerman Sivan. "“If You’re Not There… You’re Not There”: How Art Market Platforms Induce Status Anxiety to Coerce Participation." Working Paper, August 2024.
      • July 2024
      • Case

      “In That Crucible, You Find Innovation”: Public Safety Transformation in Albuquerque

      By: Hise O. Gibson and Antonio Manuel Oftelie
      “In That Crucible, You Find Innovation”: Public Safety Transformation in Albuquerque" centers on Mayor Tim Keller’s leadership during the social justice protests in 2020 and his efforts to reinvent Albuquerque’s public safety model. Faced with both a federal consent... View Details
      Keywords: Change Management; Government Administration; Leading Change; Safety; Social Issues; Governing Rules, Regulations, and Reforms; Ethics; Public Administration Industry; New Mexico
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      Gibson, Hise O., and Antonio Manuel Oftelie. "“In That Crucible, You Find Innovation”: Public Safety Transformation in Albuquerque." Harvard Business School Case 625-026, July 2024.
      • June 2024
      • Case

      SnapTravel: Betting on 'Super.com'

      By: Reza Satchu and Tom Quinn
      This case explores SnapTravel, a travel startup offering discounted hotel rooms, and its founders’ desire to pivot to a “super app” that saved customers money across many different purchase types. During the COVID-19 pandemic, Hussein Fazal and Henry Shi saw SnapTravel... View Details
      Keywords: Business Growth and Maturation; Business Plan; Business Startups; Change Management; Disruption; Transformation; Volatility; Customer Focus and Relationships; Customer Value and Value Chain; Decisions; Income; Entrepreneurship; Geographic Scope; Cross-Cultural and Cross-Border Issues; Health Pandemics; Surveys; Knowledge Acquisition; Knowledge Use and Leverage; Leading Change; Crisis Management; Goals and Objectives; Risk Management; Consumer Behavior; Game Theory; Risk and Uncertainty; Adaptation; Diversification; Expansion; System Shocks; Accommodations Industry; Technology Industry; Canada; United States; Las Vegas
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      Satchu, Reza, and Tom Quinn. "SnapTravel: Betting on 'Super.com'." Harvard Business School Case 824-196, June 2024.
      • 2024
      • Working Paper

      Demographically Biased Technological Change

      By: Victor Manuel Bennett, John-Paul Ferguson, Masoomeh Kalantari and Rembrand Koning
      Who gets the jobs that automation creates? A consensus has begun to emerge that said technologies complement rather than substitute for labor. However, they also shift the demand for specific types of skills and other worker competencies. Such shifts imply unequal... View Details
      Keywords: Technological Innovation; Employment; Equality and Inequality; Demographics
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      Bennett, Victor Manuel, John-Paul Ferguson, Masoomeh Kalantari, and Rembrand Koning. "Demographically Biased Technological Change." Working Paper, June 2024.
      • April 2024 (Revised July 2024)
      • Case

      Market Dynamics and Moral Dilemmas: Novo Nordisk’s Weight-Loss Drugs

      By: Joseph L. Badaracco, Tom Quinn and John Schultz
      Danish pharmaceutical company Novo Nordisk was owned by a charitable foundation, and since its founding in the 1920s had focused on producing insulin to treat diabetes. In 2017, however, it released Ozempic, a diabetes treatment with the revolutionary side effect of... View Details
      Keywords: Cost vs Benefits; Decisions; Judgments; Values and Beliefs; Global Strategy; Health Care and Treatment; Patents; Growth and Development Strategy; Growth Management; Product Positioning; Supply and Industry; Supply Chain; Corporate Social Responsibility and Impact; Mission and Purpose; Philanthropy and Charitable Giving; Opportunities; Social Issues; Equality and Inequality; Pharmaceutical Industry; Health Industry; Denmark; United States; Europe; China; India; Middle East; North Africa
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      Badaracco, Joseph L., Tom Quinn, and John Schultz. "Market Dynamics and Moral Dilemmas: Novo Nordisk’s Weight-Loss Drugs." Harvard Business School Case 324-114, April 2024. (Revised July 2024.)
      • March–April 2024
      • Article

      Retailers and Health Systems Can Improve Care Together

      By: Robert S. Huckman, Vivian S. Lee and Bradley R Staats
      Health systems are struggling to address the many shortcomings of health care delivery: rapidly growing costs, inconsistent quality, and inadequate and unequal access to primary and other types of care. However, if retailers and health systems were to form strong... View Details
      Keywords: Health Care; Retail; Retailers; Consumer; Health Care and Treatment; Value; Consumer Behavior; Business Model; Partners and Partnerships; Health Industry; Retail Industry; United States
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      Huckman, Robert S., Vivian S. Lee, and Bradley R Staats. "Retailers and Health Systems Can Improve Care Together." Harvard Business Review 102, no. 2 (March–April 2024): 120–127.
      • February 2024
      • Teaching Note

      Accelerating with Caution: Forecasting and Managing birddogs' Growth (A) and (B)

      By: Mark Egan
      Teaching Note for HBS Case Nos. 224-023 and 224-024. As 2017 was drawing to a close, birddogs’ founder and CEO, Peter Baldwin, was working with his CFO Jack Sullivan to prepare for 2018. A nascent direct-to-consumer apparel brand, birddogs had carved its niche in men’s... View Details
      Keywords: Inventory Management; Forecasting Demand; Financial Constraints; Apparel; Startups; Corporate Finance; Forecasting and Prediction; Working Capital; Financing and Loans; Organizational Change and Adaptation; Demand and Consumers; Apparel and Accessories Industry; United States
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      Egan, Mark. "Accelerating with Caution: Forecasting and Managing birddogs' Growth (A) and (B)." Harvard Business School Teaching Note 224-071, February 2024.
      • October 2023 (Revised March 2024)
      • Case

      KOKO Networks: Bridging Energy Transition and Affordability with Carbon Financing

      By: George Serafeim, Siko Sikochi and Namrata Arora
      The problem was massive: two million hectares of African forests were lost annually to charcoal production for cooking, an area equivalent to 13 times Greater London, resulting in one billion tons of carbon emissions yearly. At the same time, an estimated 700,000... View Details
      Keywords: Clean Tech; Digital; Carbon Credits; Carbon Offsetting; Africa; Emerging Markets; Energy; Climate Change; Entrepreneurship; Energy Sources; Environmental Sustainability; Health; Market Design; Business Startups; Transition; Environmental Regulation; Policy; Energy Industry; Consumer Products Industry; Africa; Kenya; Rwanda
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      Serafeim, George, Siko Sikochi, and Namrata Arora. "KOKO Networks: Bridging Energy Transition and Affordability with Carbon Financing." Harvard Business School Case 124-022, October 2023. (Revised March 2024.)
      • 2023
      • Working Paper

      Interest-Rate Risk and Household Portfolios

      By: Sylvain Catherine, Max Miller, James Paron and Natasha Sarin
      How are households exposed to interest-rate risk? When rates fall, households face lower future expected returns but those holding long-term assets—disproportionately the wealthy and middle-aged—experience capital gains. We study the hedging demand for long-term assets... View Details
      Keywords: Portfolio Choice; Social Security; Interest Rates; Investment Portfolio; Equality and Inequality; Welfare
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      Catherine, Sylvain, Max Miller, James Paron, and Natasha Sarin. "Interest-Rate Risk and Household Portfolios." Working Paper, October 2023. (Reject and Resubmit, American Economic Review.)
      • August 2023 (Revised October 2023)
      • Case

      Beyond the Barricades: Chile 2023

      By: Debora Spar, Willis Emmons, Leonard A. Schlesinger and Ruth Costas
      Chile, often considered among Latin America's greatest economic success stories, suffered a shocking wave of protests in October 2019, as its citizens demanded reforms across healthcare and education systems, and protested inequality and rising costs of living. As... View Details
      Keywords: Government Administration; Developing Countries and Economies; Economic Growth; Social Issues; Wealth and Poverty; Public Opinion; Equality and Inequality; Public Administration Industry; Chile; Latin America; South America
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      Spar, Debora, Willis Emmons, Leonard A. Schlesinger, and Ruth Costas. "Beyond the Barricades: Chile 2023." Harvard Business School Case 324-005, August 2023. (Revised October 2023.)
      • 2023
      • Working Paper

      The Complexity of Economic Decisions

      By: Xavier Gabaix and Thomas Graeber
      We propose a theory of the complexity of economic decisions. Leveraging a macroeconomic framework of production functions, we conceptualize the mind as a cognitive economy, where a task’s complexity is determined by its composition of cognitive operations. Complexity... View Details
      Keywords: Decisions; Complexity; Perception; Consumer Behavior; Production
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      Gabaix, Xavier, and Thomas Graeber. "The Complexity of Economic Decisions." Harvard Business School Working Paper, No. 24-049, February 2024.
      • 2023
      • Working Paper

      The Market for Sharing Interest Rate Risk: Quantities and Asset Prices

      By: Ishita Sen, Umang Khetan, Jane Li and Ioana Neamtu
      We study the extent of interest rate risk sharing across the financial system using granular positions and transactions data in interest rate swaps. We show that pension and insurance (PF&I) sector emerges as a natural counterparty to banks and corporations: overall,... View Details
      Keywords: Interest Rates; Investment Funds; Banks and Banking; Insurance; Investment Banking; Risk and Uncertainty
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      Sen, Ishita, Umang Khetan, Jane Li, and Ioana Neamtu. "The Market for Sharing Interest Rate Risk: Quantities and Asset Prices." Harvard Business School Working Paper, No. 24-052, February 2024.
      • June 2023
      • Supplement

      Clash of Two Giants Simulation Exercise

      By: Feng Zhu and Marco Iansiti
      Many markets are organized around platforms that connect consumers with complementary applications and services. These platforms are two-sided because both sides - consumers and those providing applications or services - need access to the same platform to interact. A... View Details
      Keywords: Customer Acquisition; Platform Strategy; Technology Platform; Digital Platforms; Competitive Strategy; Network Effects
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      Zhu, Feng, and Marco Iansiti. "Clash of Two Giants Simulation Exercise." Harvard Business School PowerPoint Supplement 623-717, June 2023.
      • June 2023
      • Exercise

      Clash of Two Giants Simulation Exercise Instructions

      By: Feng Zhu and Marco Iansiti
      Many markets are organized around platforms that connect consumers with complimentary applications and services. These platforms are two-sided because both sides - consumers and those providing applications or services - need access to the same platform to interact. A... View Details
      Keywords: Platform Strategies; Technology Platform; Customer Acquisition; Network Effects; Digital Platforms; Marketplace Matching; Strategy
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      Zhu, Feng, and Marco Iansiti. "Clash of Two Giants Simulation Exercise Instructions." Harvard Business School Exercise 623-092, June 2023.
      • June 2023 (Revised October 2024)
      • Teaching Note

      Clash of Two Giants Simulation Exercise Teaching Note

      By: Feng Zhu
      Teaching Note for HBS Case No. 623-092. Many markets are organized around platforms that connect consumers with complimentary applications and services. These platforms are two-sided because both sides—consumers and those providing applications or services—need access... View Details
      Keywords: Platform Strategy; Customer Acquisition; Technology Platform; Competitive Strategy; Network Effects; Digital Platforms; Management Skills
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      Zhu, Feng. "Clash of Two Giants Simulation Exercise Teaching Note." Harvard Business School Teaching Note 623-093, June 2023. (Revised October 2024.)
      • 2023
      • Working Paper

      El Dorado Lost: Local Elites, Real Estate and the Education Business in China

      By: Geoffrey Jones and Yuhai Wu
      This working paper examines the evolving, complex and multifaceted relationship between the real estate industry and the education sector in China. The current crises in the private education and real estate sectors caused by policy shifts reflect the inter-meshing of... View Details
      Keywords: Business and Government Relations; Policy; Government and Politics; Economic Sectors; Education Industry; Real Estate Industry; China
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      Jones, Geoffrey, and Yuhai Wu. "El Dorado Lost: Local Elites, Real Estate and the Education Business in China." Harvard Business School Working Paper, No. 23-065, May 2023.
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