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      • September 2018 (Revised January 2020)
      • Case

      Apple Pay and Mobile Payments in Australia (A)

      By: Feng Zhu, Susan Athey and David Lane
      In summer 2016, four of Australia’s top five banks petitioned regulators for permission to bargain collectively with Apple over the terms under which they would support its digital wallet, Apple Pay. They argued that doing so would force concessions from Apple that... View Details
      Keywords: Payment Methods; Mobile Payment; Apple; Banks and Banking; Cooperation; Problems and Challenges; Policy; Digital Platforms; Banking Industry; Australia
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      Zhu, Feng, Susan Athey, and David Lane. "Apple Pay and Mobile Payments in Australia (A)." Harvard Business School Case 619-010, September 2018. (Revised January 2020.)
      • 2019
      • Working Paper

      Large-Scale Demand Estimation with Search Data

      By: Tomomichi Amano, Andrew Rhodes and Stephan Seiler
      In many online markets, traditional methods of demand estimation are difficult to implement because assortments are very large and individual products are sold infrequently. At the same time, data on consumer search (i.e., browsing) behavior are often available and are... View Details
      Keywords: High-dimensional Data; Demand Estimation; Consideration Sets; Consumer Search
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      Amano, Tomomichi, Andrew Rhodes, and Stephan Seiler. "Large-Scale Demand Estimation with Search Data." Harvard Business School Working Paper, No. 19-022, September 2018. (Revised June 2019. Stanford University Research Paper, No. 18-36, 8-20 2018.)
      • Third Quarter 2018
      • Article

      Why and How Investors Use ESG Information: Evidence from a Global Survey

      By: Amir Amel-Zadeh and George Serafeim
      Using survey data from a sample of senior investment professionals from mainstream (i.e., not SRI funds) investment organizations, we provide insights into why and how investors use reported environmental, social, and governance (ESG) information. Relevance to... View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; Sustainability; Investment Management; Investment Strategy; Metrics; Standard Setting; Accounting Standards; Finance; Investment; Information; Environmental Sustainability; Governance; Performance Effectiveness; Strategy
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      Amel-Zadeh, Amir, and George Serafeim. "Why and How Investors Use ESG Information: Evidence from a Global Survey." Financial Analysts Journal 74, no. 3 (Third Quarter 2018): 87–103.
      • August 2018 (Revised September 2019)
      • Case

      Magnus Resch: Transforming the Art Market Through Transparency

      By: Henry McGee and Sarah Mehta
      Economist and entrepreneur Magnus Resch was on a mission to make the art market more transparent. To that end, in 2014, he began building the Magnus app, which catalogued the price and transaction history of millions of works of art. Users could download the app, take... View Details
      Keywords: Art Market; Transparency; Art Pricing; Business Startups; Decision Making; Innovation Strategy; Culture; Business Strategy; Mobile Technology; Information Technology Industry; Information Technology Industry
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      McGee, Henry, and Sarah Mehta. "Magnus Resch: Transforming the Art Market Through Transparency." Harvard Business School Case 319-002, August 2018. (Revised September 2019.)
      • June 2018
      • Case

      Burton Sensors, Inc.

      By: William E. Fruhan and Wei Wang
      Burton Sensors presents a realistic situation where a small, rapidly growing, and profitable temperature sensor original equipment manufacturer (OEM) reaches its debt capacity and seeks equity financing to sustain high growth. The president of the company must decide... View Details
      Keywords: Financing and Loans; Acquisition; Investment; Financial Strategy; Decision Choices and Conditions
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      Fruhan, William E., and Wei Wang. "Burton Sensors, Inc." Harvard Business School Brief Case 918-539, June 2018.
      • June 2018 (Revised July 2023)
      • Case

      John Chambers, Cisco, and China: Upgrading a Golden Shield

      By: Geoffrey Jones and Emily Grandjean
      This case examines the role of Cisco led by John Chambers in facilitating web filtering in China. It begins by tracing the origins of Cisco as a pioneer of networking equipment. John Chambers, who had worked as a sales manager at IBM and Wang Laboratories, joined Cisco... View Details
      Keywords: Cisco; Internet and the Web; Governance Controls; Ethics; Rights; Corporate Social Responsibility and Impact; Technology Industry; China
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      Jones, Geoffrey, and Emily Grandjean. "John Chambers, Cisco, and China: Upgrading a Golden Shield." Harvard Business School Case 318-158, June 2018. (Revised July 2023.)
      • June 2018 (Revised April 2021)
      • Case

      Valuing Snap After the IPO Quiet Period (A)

      By: Marco Di Maggio, Benjamin C. Esty and Gregory Saldutte
      Snap, the disappearing message app, went public at $17 per share on March 2, 2017, making its two 20-something founders the youngest self-made billionaires in the country. Over the next three weeks, 14 analysts made investment recommendations on Snap: two with buy... View Details
      Keywords: Sell-side Analysts; Underwriters; Investment Banking; Social Network; Discounted Cash Flow; Cost Of Capital; Conflicts Of Interest; Corporate Governance; Advertising; Quiet Period; "DCF Valuation,"; Business Startups; Digital Marketing; Initial Public Offering; Information Infrastructure; Valuation; Venture Capital; Forecasting and Prediction; Social Media; Advertising Industry; Entertainment and Recreation Industry; Web Services Industry; United States; California
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      Di Maggio, Marco, Benjamin C. Esty, and Gregory Saldutte. "Valuing Snap After the IPO Quiet Period (A)." Harvard Business School Case 218-095, June 2018. (Revised April 2021.)
      • May 2018 (Revised June 2018)
      • Case

      Cowen Inc.: Leveraging Data

      By: Boris Groysberg, Sarah Abbott and Annelena Lobb
      Cowen Inc.’s broker-dealer, Cowen and Company, LLC, boasted a number of analysts who had made prescient stock calls on the basis of creative data analysis. Now Cowen Inc. had opened a new subsidiary, Kyber, which would attempt to monetize new data science products.... View Details
      Keywords: Data Science; Equity Research; Research Analysts; Investment; Analytics and Data Science; Equity; Research; Analysis; Competitive Strategy
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      Groysberg, Boris, Sarah Abbott, and Annelena Lobb. "Cowen Inc.: Leveraging Data." Harvard Business School Case 418-035, May 2018. (Revised June 2018.)
      • May 2018
      • Article

      Using Online Prices for Measuring Real Consumption Across Countries

      By: Alberto Cavallo, Erwin Diewert, Robert C. Feenstra, Robert Inklaar and Marcel P. Timmer
      We show that online prices can be used to construct quarterly purchasing power parities (PPPs) with a closely matched set of goods and identical methodologies in a variety of developed and developing countries. Our results are close to those reported by the... View Details
      Keywords: Purchasing Power Parity; International Economy; Online Prices; Billion Prices Project; Economics; Macroeconomics; Price; Internet and the Web; Spending; Economy; Global Range; Measurement and Metrics
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      Cavallo, Alberto, Erwin Diewert, Robert C. Feenstra, Robert Inklaar, and Marcel P. Timmer. "Using Online Prices for Measuring Real Consumption Across Countries." AEA Papers and Proceedings 108 (May 2018): 483–487.
      • April 2018
      • Teaching Note

      Formlabs: Selling a New 3D Printer

      By: Frank Cespedes
      Teaching Note for HBS No. 817-001. Formlabs is a venture that manufactures and sells 3D printers used in a variety of industries and applications. As the young company prepares to ship its latest model, the head of Customer Development is tasked with developing a... View Details
      Keywords: 3D Printing And Manufacturing; Sales Channel Development; Sales Strategy; Entrepreneurial Management; Product Engineering; Prototype; Prototyping; Entrepreneurship; Product Launch; Information Infrastructure; Business Startups; Customers; Technological Innovation; Growth and Development Strategy; Technology Adoption; Marketing Channels; Marketing Strategy; Product Positioning; Demand and Consumers; Sales; Salesforce Management; Technology Industry; Computer Industry; Manufacturing Industry; United States; Massachusetts; Europe; Asia
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      Cespedes, Frank. "Formlabs: Selling a New 3D Printer." Harvard Business School Teaching Note 818-127, April 2018.
      • April 2018
      • Supplement

      Celgene

      By: Malcolm Baker and Emily R. McComb
      In February 2011, Adam Koppel, a Managing Director at Brookside Capital, the public equity arm of Bain Capital, must decide whether to increase or exit the firm’s position in Celgene Corporation. News has emerged that raises potential safety concerns associated with... View Details
      Keywords: Life Sciences; Biotechnology; Public Market Investing; Celgene; Revlimid; Hedge Fund; Growth Stocks; Valuation; Investment; Decision Choices and Conditions; Analysis
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      Baker, Malcolm, and Emily R. McComb. "Celgene." Harvard Business School Spreadsheet Supplement 218-743, April 2018.
      • March 2018 (Revised May 2018)
      • Case

      Celgene

      By: Malcolm Baker and Emily McComb
      In February 2011, Adam Koppel, a managing director at Brookside Capital, the public equity arm of Bain Capital, must decide whether to increase or exit the firm’s position in Celgene Corporation. News has emerged that raises potential safety concerns associated with... View Details
      Keywords: Life Sciences; Biotechnology; Public Market Investing; Celgene; Revlimid; Hedge Fund; Growth Stocks; Valuation; Investment; Decision Choices and Conditions; Analysis; Biotechnology Industry
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      Baker, Malcolm, and Emily McComb. "Celgene." Harvard Business School Case 218-094, March 2018. (Revised May 2018.)
      • March 2018 (Revised January 2020)
      • Supplement

      STRIVR (B): Moving into the Enterprise

      By: Rajiv Lal and Scott Johnson
      STRIVR, a company focused on virtual reality training, has decided to shift focus from sports to enterprise customers. The change in strategy requires the CEO to solve a number of issues. The company initally offered training for hard skills, but clients have been... View Details
      Keywords: Strivr; Virtual Reality; Soft Skills; Hard Skills; VR; Applications and Software; Market Entry and Exit; Business Strategy; Training; Sports; Technology Industry; Education Industry; United States
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      Lal, Rajiv, and Scott Johnson. "STRIVR (B): Moving into the Enterprise." Harvard Business School Supplement 518-091, March 2018. (Revised January 2020.)
      • 2025
      • Working Paper

      Government-Brokerage Analysts and Market Stabilization: Evidence from China

      By: Sheng Cao, Xianjie He, Charles C.Y. Wang and Huifang Yin
      We show analysts at government-controlled brokerage firms serve as a market stabilization tool in China. Using earnings forecasts from 2005–2019, we find government-brokerage analysts issue relatively more optimistic—yet less accurate and timely—forecasts during... View Details
      Keywords: Sell-side Analysts; Forecast Optimism; Forecast Accuracy; Government Incentives; Market Stabilization; Government Ownership; Coordinated Economies; Stocks; Forecasting and Prediction; Business and Government Relations; Emerging Markets
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      Cao, Sheng, Xianjie He, Charles C.Y. Wang, and Huifang Yin. "Government-Brokerage Analysts and Market Stabilization: Evidence from China." Harvard Business School Working Paper, No. 18-095, March 2018. (Revised March 2025.)
      • February 2018 (Revised August 2018)
      • Case

      Blue Haven Initiative: The PEGAfrica Investment

      By: Vikram S. Gandhi, Caitlin Reimers Brumme and Amram Migdal
      This case examines Blue Haven Initiative (BHI), an impact investing fund and family office, and one of its investments, PEGAfrica (PEG). BHI founder Liesel Pritzker Simmons’ motivations for using her family wealth to start a family office focused on impact investing,... View Details
      Keywords: Impact Investing; Family Office; Development; International Development; International Development Investing; Development Fund; Sustainability; Solar Energy; Solar; Pay As You Go; PAYG; MFI; Social Venture; Business Ventures; Acquisition; Business Growth and Maturation; Business Startups; Economics; Development Economics; Energy; Energy Conservation; Energy Sources; Renewable Energy; Social Entrepreneurship; Finance; Assets; Asset Pricing; Capital; Capital Budgeting; Capital Structure; Venture Capital; Cash; Cash Flow; Currency; Currency Exchange Rate; Equity; Private Equity; Financial Instruments; Debt Securities; Stock Shares; Financing and Loans; Microfinance; International Finance; Investment; Investment Return; Investment Activism; Investment Funds; Investment Portfolio; Price; Geography; Geographic Location; Emerging Markets; Ownership; Ownership Stake; Private Ownership; Social Enterprise; Value; Valuation; Value Creation; Energy Industry; Financial Services Industry; Green Technology Industry; Africa; United States
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      Gandhi, Vikram S., Caitlin Reimers Brumme, and Amram Migdal. "Blue Haven Initiative: The PEGAfrica Investment." Harvard Business School Case 318-003, February 2018. (Revised August 2018.)
      • February 2018
      • Article

      Auctions versus Posted Prices in Online Markets

      By: Liran Einav, Chiara Farronato, Jonathan Levin and Neel Sundaresan
      Auctions were very popular in the early days of internet commerce, but today online sellers mostly use posted prices. We model the choice between auctions and posted prices as a trade-off between competitive price discovery and convenience. Evidence from eBay fits the... View Details
      Keywords: Internet and the Web; Auctions; Price
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      Einav, Liran, Chiara Farronato, Jonathan Levin, and Neel Sundaresan. "Auctions versus Posted Prices in Online Markets." Journal of Political Economy 126, no. 1 (February 2018): 178–215.
      • 2018
      • Working Paper

      The Welfare Effects of Peer Entry in the Accommodation Market: The Case of Airbnb

      By: Chiara Farronato and Andrey Fradkin
      We study the effects of enabling peer supply through Airbnb in the accommodation industry. We present a model of competition between flexible and dedicated sellers - peer hosts and hotels - who provide differentiated products. We estimate this model using data from... View Details
      Keywords: Peer To Peer; Digital Platforms; Market Entry and Exit; Competition; Accommodations Industry
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      Farronato, Chiara, and Andrey Fradkin. "The Welfare Effects of Peer Entry in the Accommodation Market: The Case of Airbnb." NBER Working Paper Series, No. 24361, February 2018.
      • January 2018 (Revised August 2018)
      • Supplement

      Fair Value Accounting at Noble Group (B)

      By: Siko Sikochi, Suraj Srinivasan and Quinn Pitcher
      Following a series of reports by Iceberg Research alleging that Noble Group was too aggressive in its fair value accounting for contracts and investments in producers, Noble’s stock price continued to fall and stakeholders began to call for improved transparency in... View Details
      Keywords: Fair Value Accounting; Contracts; Valuation
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      Sikochi, Siko, Suraj Srinivasan, and Quinn Pitcher. "Fair Value Accounting at Noble Group (B)." Harvard Business School Supplement 118-062, January 2018. (Revised August 2018.)
      • January 2018
      • Case

      Blue Harbour's Activism at Babcock & Wilcox

      By: Suraj Srinivasan and Quinn Pitcher
      The case describes Blue Harbour Group's investment in Babcock & Wilcox and its transformation into BWX Technologies. In 2004, activist hedge fund Blue Harbour Group invested in Babcock & Wilcox, an energy and construction company. Blue Harbour developed an investment... View Details
      Keywords: Corporate Governance; Investment Activism; Leading Change; Energy Industry; Construction Industry; United States
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      Srinivasan, Suraj, and Quinn Pitcher. "Blue Harbour's Activism at Babcock & Wilcox." Harvard Business School Case 118-045, January 2018.
      • January 2018 (Revised October 2020)
      • Case

      The Rise and Rise (?) of Walmart (A): Battling Kmart

      By: Ramon Casadesus-Masanell, Eric Van den Steen and Karen Elterman
      This case, set in 1990, describes the history of Walmart and asks what competitive strategies Kmart might adopt in response to Walmart's success. It discusses the strategy and organization of both companies in terms of HR practices, store location, distribution,... View Details
      Keywords: Walmart; Kmart; Organization; Company Culture; Pricing; Procurement; Supercenter; Strategy; Competition; Organizational Culture; Competitive Strategy; Retail Industry; United States; Bentonville; Arkansas
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      Casadesus-Masanell, Ramon, Eric Van den Steen, and Karen Elterman. "The Rise and Rise (?) of Walmart (A): Battling Kmart." Harvard Business School Case 718-431, January 2018. (Revised October 2020.)
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