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      • January 2019 (Revised October 2019)
      • Case

      Rural Taobao: Alibaba's Expansion into Rural E-Commerce

      By: Tarun Khanna, Ryan Allen, Adam Frost and Wesley Koo
      Alibaba's Rural Taobao initiative had been launched in 2014 as a public service initiative to increase e-commerce adoption in China’s remote rural areas. In the first two iterations of the initiative, dubbed “1.0” and “2.0,” Alibaba had partnered with local businesses... View Details
      Keywords: Strategy; Business Growth; Ecommerce; Corporate Social Responsibility; Business And Government; Emerging Market; Digital Platforms; Internet and the Web; Emerging Markets; Rural Scope; Growth and Development Strategy; Competitive Strategy; Corporate Social Responsibility and Impact; Business and Government Relations; Decision Making; E-commerce; China
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      Khanna, Tarun, Ryan Allen, Adam Frost, and Wesley Koo. "Rural Taobao: Alibaba's Expansion into Rural E-Commerce." Harvard Business School Case 719-433, January 2019. (Revised October 2019.)
      • Article

      Accuracy First: Selecting a Differential Privacy Level for Accuracy-Constrained ERM

      By: Katrina Ligett, Seth Neel, Aaron Leon Roth, Bo Waggoner and Steven Wu
      Traditional approaches to differential privacy assume a fixed privacy requirement ϵ for a computation, and attempt to maximize the accuracy of the computation subject to the privacy constraint. As differential privacy is increasingly deployed in practical settings, it... View Details
      Keywords: Differential Privacy; Empirical Risk Minimization; Accuracy First
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      Ligett, Katrina, Seth Neel, Aaron Leon Roth, Bo Waggoner, and Steven Wu. "Accuracy First: Selecting a Differential Privacy Level for Accuracy-Constrained ERM." Journal of Privacy and Confidentiality 9, no. 2 (2019).
      • December 2018
      • Case

      Choosy

      By: Jeffrey J. Bussgang and Julia Kelley
      Founded in 2017, Choosy is a data-driven fashion startup that uses algorithms to identify styles trending on social media. After manufacturing similar items using a China-based supply chain, Choosy sells them to consumers through its website and social media pages.... View Details
      Keywords: Artificial Intelligence; Algorithms; Machine Learning; Neural Networks; Instagram; Influencer; Fast Fashion; Design; Customer Satisfaction; Customer Focus and Relationships; Decision Making; Cost vs Benefits; Innovation and Invention; Brands and Branding; Product Positioning; Demand and Consumers; Supply Chain; Production; Logistics; Business Model; Expansion; Internet and the Web; Mobile and Wireless Technology; Digital Platforms; Social Media; Technology Industry; Fashion Industry; North and Central America; United States; New York (state, US); New York (city, NY)
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      Bussgang, Jeffrey J., and Julia Kelley. "Choosy." Harvard Business School Case 819-054, December 2018.
      • October 2018
      • Article

      Competing with Complementors: An Empirical Look at Amazon.com

      By: Feng Zhu and Qihong Liu
      Platform owners sometimes enter complementors' product spaces to compete against them directly. Prior studies have offered two possible explanations for such entries: platform owners may target the most successful complementors so as to appropriate value from their... View Details
      Keywords: Amazon; Complementors; Co-opetition; Entry; Platform-based Markets; Competition; Digital Platforms; Competitive Strategy
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      Zhu, Feng, and Qihong Liu. "Competing with Complementors: An Empirical Look at Amazon.com." Strategic Management Journal 39, no. 10 (October 2018): 2618–2642.
      • 2018
      • Working Paper

      Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets

      By: Chaithanya Bandi, Antonio Moreno, Donald Ngwe and Zhiji Xu
      We investigate how dynamic pricing can lead to more product returns in the online retail industry. Using detailed sales data of more than two million transactions from the Indian online retail market, where price promotions are very common, we document two types of... View Details
      Keywords: Cash On Delivery; Dynamic Pricing; Online Retail; Payment Methods; Strategic Customer Behavior; Opportunistic Returns; Price; Policy; Consumer Behavior; Emerging Markets; Retail Industry
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      Bandi, Chaithanya, Antonio Moreno, Donald Ngwe, and Zhiji Xu. "Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets." Harvard Business School Working Paper, No. 19-030, September 2018.
      • August 2018 (Revised September 2018)
      • Supplement

      Predicting Purchasing Behavior at PriceMart (B)

      By: Srikant M. Datar and Caitlin N. Bowler
      Supplements the (A) case. In this case, Wehunt and Morse are concerned about the logistic regression model overfitting to the training data, so they explore two methods for reducing the sensitivity of the model to the data by regularizing the coefficients of the... View Details
      Keywords: Data Science; Analytics and Data Science; Analysis; Customers; Household; Forecasting and Prediction
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      Datar, Srikant M., and Caitlin N. Bowler. "Predicting Purchasing Behavior at PriceMart (B)." Harvard Business School Supplement 119-026, August 2018. (Revised September 2018.)
      • August 2018 (Revised February 2019)
      • Case

      Shindigz

      By: Frank Cespedes
      Shindigz provides party and celebratory items for various occasions and events through its branded online channel, through third-party retail and wholesale channels, and external online marketplaces. The case focuses on pricing challenges facing a venture with an... View Details
      Keywords: Ecommerce; Pricing; Price; Strategy; Decision Making; Brands and Branding; Distribution Channels; E-commerce; Consumer Products Industry
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      Cespedes, Frank. "Shindigz." Harvard Business School Case 819-010, August 2018. (Revised February 2019.)
      • July 2018 (Revised November 2018)
      • Case

      Hidrovias do Brasil: Navigating Unchartered Waters

      By: Boris Groysberg and Sarah L. Abbott
      Since its founding eight years earlier, Hidrovias do Brasil (“Hidrovias”), an integrated logistics provider serving corporate customers exporting products from South America via the Atlantic Ocean, had grown to 900 employees and $253 million in annual revenues.... View Details
      Keywords: Human Resources; Private Equity; Brazil; Entrepreneurial Organizations; Operation Management; General Management; Entrepreneurship; Finance; Growth and Development; Leadership; Operations; Problems and Challenges; Transportation; Human Capital; Strategy; Emerging Markets; Brazil
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      Groysberg, Boris, and Sarah L. Abbott. "Hidrovias do Brasil: Navigating Unchartered Waters." Harvard Business School Case 419-007, July 2018. (Revised November 2018.)
      • June 2018
      • Teaching Note

      ALAC International

      By: Richard S. Ruback, Royce Yudkoff and Ahron Rosenfeld
      ALAC International (ALAC) was awarded the U.S. distributorship of di-isononyl phthalate (DINP) which provided ALAC an opportunity to increase its sales and profits. But the opportunity required a significant additional investment in working capital. The DINP, shipped... View Details
      Keywords: Working Capital; Financing and Loans; Growth Management
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      Ruback, Richard S., Royce Yudkoff, and Ahron Rosenfeld. "ALAC International." Harvard Business School Teaching Note 218-131, June 2018.
      • May 2018
      • Supplement

      Video Supplement to Toyota Motor Manufacturing, U.S.A. case (693-019): An updated video of Toyota Motor Manufacturing Kentucky, Georgetown, KY site showing seat installation

      By: Willy C. Shih
      This is an updated video of the Toyota Motor Manufacturing Kentucky (TMMK) assembly facility in Georgetown, KY. It is meant to be paired with the 693-019 Toyota Motor Manufacturing U.S.A. case, but with higher quality video. The vidoe shows a line tour of Assembly Two... View Details
      Keywords: Manufacturing; Manufacturing Strategy; Lean Management; Toyota Production System; Just-in-time; Lean Production; Automotive Industry; Automobile Manufacturing; Automotive; Automotive Supply Chain; Production; Operations; Logistics; Auto Industry; United States
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      Shih, Willy C. "Video Supplement to Toyota Motor Manufacturing, U.S.A. case (693-019): An updated video of Toyota Motor Manufacturing Kentucky, Georgetown, KY site showing seat installation." Harvard Business School Multimedia/Video Supplement 618-713, May 2018.
      • May 2018
      • Teaching Note

      Mubadala and EBX: To X or to X It?

      By: Nori Gerardo Lietz and Sayiddah Fatima McCree
      On April 3, 2013, Hani Barhoush and Oscar Fahlgren of Mubadala Capital (“Mubadala”) considered how to salvage Mubadala’s $2 billion preferred equity investment of a 5.63% stake in the EBX Group. At the time, EBX was the holding company of a myriad of subsidiaries and... View Details
      Keywords: Bankruptcy; Cross Border; Negotiations; UAE; Oil And Gas; Finance; Strategy; Negotiation; Insolvency and Bankruptcy; Private Equity; Restructuring; Shipping Industry; Shipping Industry; Shipping Industry; Shipping Industry; Shipping Industry; Brazil; Middle East
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      Lietz, Nori Gerardo, and Sayiddah Fatima McCree. "Mubadala and EBX: To X or to X It?" Harvard Business School Teaching Note 218-098, May 2018.
      • 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 (Revised November 2019)
      • Case

      JD: Envisioning the Future of Retail (A)

      By: Feng Zhu and Shirley Sun
      JD, China’s second largest e-commerce company by gross merchandise volume (GMV) after Alibaba, had expanded rapidly from 2012 to 2016. When the company celebrated its 13th birthday in 2017, Richard Liu, its founder, deliberated on the company’s growth strategies. The... View Details
      Keywords: Growth and Development Strategy; Competitive Strategy; E-commerce; Retail Industry; China
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      Zhu, Feng, and Shirley Sun. "JD: Envisioning the Future of Retail (A)." Harvard Business School Case 618-051, April 2018. (Revised November 2019.)
      • April 2018 (Revised July 2018)
      • Case

      Maersk: Betting on Blockchain

      By: Rajiv Lal and Scott Johnson
      In March 2018, international shipping giant Maersk is getting ready to debut a trade digitization platform. Maersk hopes the platform will help streamline global trade since shipping goods internationally is an extraordinarily complicated and inefficient process.... View Details
      Keywords: Maersk; IBM; Blockchain; Shipping; Shipping Line; Trade; Bitcoin; Digitization; Container Shipping; Joint Ventures; Ship Transportation; Transportation Networks; Digital Platforms; Information Technology; Technology Adoption; Applications and Software; Shipping Industry; Shipping Industry
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      Lal, Rajiv, and Scott Johnson. "Maersk: Betting on Blockchain." Harvard Business School Case 518-089, April 2018. (Revised July 2018.)
      • March 2018 (Revised September 2019)
      • Case

      Chewy.com (A)

      By: Jeffrey F. Rayport and Matthew G. Preble
      In late 2013, Ryan Cohen, cofounder and CEO of online pet products retailer Chewy.com, faces a “bet the company decision”—whether to stay with a third-party logistics provider (3PL) for all of its e-commerce fulfillment or to take the function in house. Cohen worries... View Details
      Keywords: Pet Food; Pet Products; Retail; Growth and Development Strategy; Service Operations; Decision Choices and Conditions; E-commerce; Retail Industry; Service Industry; Florida; United States
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      Rayport, Jeffrey F., and Matthew G. Preble. "Chewy.com (A)." Harvard Business School Case 818-079, March 2018. (Revised September 2019.)
      • March 2018
      • Case

      EKOL Logistics: Thinking Outside the Box

      By: Willy C. Shih and Esel Çekin
      This case describes Ekol, an intermodal transportation and logistics company, and how it manages capacity planning. Its busiest routes linked motor vehicle assemblers in Germany and Turkey with many of their parts suppliers, but it had also developed key links in... View Details
      Keywords: Growth And Development; Strategy; Intermodal Transportation; Short-sea Transportation; Capacity Management; Capacity Planning; Delivery Planning; Route Optimization; Car Spare Part; Auto Manufacturing; Automotive Supply Chain; Europe; Turkey; Service Design; Fast Fashion; Near-shoring; Supply Chain; Supply Chain Management; Operations; Performance Capacity; Performance Efficiency; Logistics; Transportation Industry; Auto Industry; Turkey; Germany; Spain; European Union; Europe
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      Shih, Willy C., and Esel Çekin. "EKOL Logistics: Thinking Outside the Box." Harvard Business School Case 618-037, March 2018.
      • January 2018 (Revised March 2019)
      • Teaching Note

      Jumia Nigeria: from Retail to Marketplace (A) and (B)

      By: Ramon Casadesus-Masanell and Karen Elterman
      Founded in 2012, Jumia Nigeria, a startup effort by Germany-based Rocket Internet, aimed to become an African Amazon. The company entered the nascent market and immediately enjoyed an uptick in consumer spending fueled by the strength of Nigeria’s oil-based economy. By... View Details
      Keywords: Retail; Marketplace; Inventory; Ecommerce; Funding; Business Ecosystems; Competition; Business Model; Globalization; Emerging Markets; Expansion; Logistics; E-commerce; Retail Industry; India; Nigeria; Africa
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      Casadesus-Masanell, Ramon, and Karen Elterman. "Jumia Nigeria: from Retail to Marketplace (A) and (B)." Harvard Business School Teaching Note 718-467, January 2018. (Revised March 2019.)
      • January 2018
      • Supplement

      Interview with Case Protagonist Wen Li

      By: Willy C. Shih
      In today's global economy, what are the factors that go into production location choice? This case is set in the world's largest automotive glass producer as it expands from China into the United States. To meet a very aggressive cost target, management is faced with... View Details
      Keywords: Globalization Of Supply Chain; Production Management; Production; Globalization; Global Strategy; Auto Industry; China; United States
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      Shih, Willy C. "Interview with Case Protagonist Wen Li." Harvard Business School Multimedia/Video Supplement 618-704, January 2018.
      • December 2017
      • Case

      Piracy in Somalia (A)

      By: Sophus A. Reinert and Alissa Davies
      A Somali fisherman stands on a beach in early 2011, considering his options: should he embark in his tiny fishing vessel or join a nearby pirate crew? His war-ravaged country, entering its 20th year of civil war, was in the midst of a famine that had claimed hundreds... View Details
      Keywords: Pirates; Foreign Aid; Civil War; Private Property; Human Rights; Economic Development; Globalization; War; Property; Crime and Corruption; Rights; Development Economics; Moral Sensibility; Shipping Industry; Somalia
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      Reinert, Sophus A., and Alissa Davies. "Piracy in Somalia (A)." Harvard Business School Case 718-018, December 2017.
      • January 2018
      • Supplement

      Jumia Nigeria PowerPoint Supplement

      By: Ramon Casadesus-Masanell
      Founded in 2012, Jumia Nigeria, a startup effort by Germany-based Rocket Internet, aimed to become an African Amazon. The company entered the nascent market and immediately enjoyed an uptick in consumer spending fueled by the strength of Nigeria’s oil-based economy. By... View Details
      Keywords: Retail; Marketplace; Inventory; Nigeria; Africa; Ecommerce; Funding; Business Ecosystems; Business Ecosystem; Competition; Business Model; Globalization; Emerging Markets; Expansion; Logistics; E-commerce; Retail Industry; India; Nigeria; Africa
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      Casadesus-Masanell, Ramon. "Jumia Nigeria PowerPoint Supplement." Harvard Business School PowerPoint Supplement 718-468, November 2017.
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