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August 2021 (Revised November 2023)
Teaching Note

Coats: Supply Chain Challenges

By: Willy C. Shih

Teaching Note for HBS Case No. 621-115.
Faced with continuing cost pressure, should Coats, the world's largest thread maker, relocate some of its make-to-stock manufacturing to an ultra-low-cost region while leaving make-to-order demand close to customers? View Details

Keywords: Inventory Management; Supply Chain; Inventory; Supply Chain Management; Operations; Apparel and Accessories Industry; Asia

August 2021
Supplement

Coats: Supply Chain Challenges: Spreadsheet Supplement

By: Willy C. Shih

Coats, the largest thread maker in the world, transformed its business to digital colour measurement so that it could respond better to customer demand in the garment industry for rapid product cycles and more fragmented colour choices. Its embrace of digital colour... View Details

Keywords: Inventory Management; Supply Chain; Inventory; Supply Chain Management; Operations; Growth and Development Strategy; Forecasting and Prediction; Demand and Consumers; Consolidation; Apparel and Accessories Industry; Asia

July 2021
Article

Outsourcing Tasks Online: Matching Supply and Demand on Peer-to-Peer Internet Platforms

By: Zoë Cullen and Chiara Farronato

We study the growth of online peer-to-peer markets. Using data from TaskRabbit, an expanding marketplace for domestic tasks at the time of our study, we show that growth varies considerably across cities. To disentangle the potential drivers of growth, we look... View Details

Keywords: Two-sided Market; Two-sided Platforms; Peer-to-peer Markets; Platform Strategy; Sharing Economy; Platform Growth; Internet and the Web; Digital Platforms; Strategy; Market Design; Network Effects

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May 26, 2021
Article

The Challenge of Rebuilding U.S. Domestic Supply Chains

By: Willy C. Shih, Robert S. Huckman and James Wyner

Massachusetts-based Shawmut scrambled to expand production to meet the soaring demand for N95 masks and hospital gowns during the pandemic. Its experience illustrates a crucial point that policymakers should take to heart: Once a country loses its industrial commons... View Details

Keywords: Supply Chain; Health Pandemics; Production; Management; United States

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May 2021 (Revised July 2021)
Case

Coats: Supply Chain Challenges

By: Willy C. Shih and Adina Wong

Coats, the largest thread maker in the world, transformed its business to digital colour measurement so that it could respond better to customer demand in the garment industry for rapid product cycles and more fragmented colour choices. Its embrace of digital colour... View Details

Keywords: Inventory Management; Supply Chains; Digital; Operations; Supply Chain Management; Apparel and Accessories Industry; Asia

April 2021 (Revised May 2021)
Case

Kitopi: The Brave New World of Cloud Kitchens

By: Antonio Moreno and Gamze Yucaoglu

The case opens in February 2021 as Mohamad Ballout, co-founder and CEO of Kitopi, a Dubai-based managed cloud kitchen platform, is looking over the company’s 2020 results. Propelled by the COVID-19 pandemic, delivery orders had been on the rise globally and dine-in... View Details

Keywords: Cloud Kitchens; Food; Operations; Growth and Development Strategy; Decision Choices and Conditions; Food and Beverage Industry; Middle East; North Africa

April 2021 (Revised July 2021)
Case

StockX: The Stock Market of Things (Abridged)

By: Chiara Farronato, John J. Horton, Annelena Lobb and Julia Kelley

Founded in 2015 by Dan Gilbert, Josh Luber, and Greg Schwartz, StockX was an online platform where users could buy and sell unworn luxury and limited-edition sneakers. Sneaker resale prices often fluctuated over time based on supply and demand, creating a robust... View Details

April 2021
Teaching Note

Drinkworks: Home Bar by Keurig

By: Sunil Gupta and Jonathan Levav

Teaching Note for HBS Case No. 521-010. In the summer of 2018, Drinkworks CEO Nathaniel Davis needed to make a number of go-to-market decisions ahead of his company’s upcoming product launch. Formed through a joint venture between Keurig Dr. Pepper and Anheuser-Busch... View Details

March 2021 (Revised February 2025)
Teaching Note

Afterpay U.S.: The Omnichannel Dilemma

By: Antonio Moreno and Anibha Singh

Teaching Note for HBS Case No. 519-086. In 2018, Nick Molnar, the founder of the Australia-based online payment service Afterpay began its expansion to the U.S. market. The service had gained a loyal following in Australia by enabling customers to pay for online... View Details

February 2021
Case

Drizly: Managing Supply and Demand through Disruption

By: Kris Ferreira

It was April 6th, 2020, and the management team at Drizly—an online alcohol marketplace where consumers could browse and purchase alcohol from local liquor retail stores via Drizly’s app for immediate home delivery—were thrilled to see record-breaking sales from the... View Details

Keywords: COVID-19 Pandemic; Demand and Consumers; Growth and Development; Customer Focus and Relationships; Customer Value and Value Chain; Customer Satisfaction; Goals and Objectives; Supply Chain Management

February 12, 2021
Article

The Commercial Space Age Is Here

By: Matt Weinzierl and Mehak Sarang

In May of 2020, SpaceX made history as the first private company to send humans into space. This marks not only a tremendous technological achievement, but also the first indication that an entirely new “space-for-space” industry—that is, goods and services designed to... View Details

Keywords: Space Economy; New Markets; Emerging Markets; Opportunities; Entrepreneurship; Commercialization; Aerospace Industry

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February 2021 (Revised March 2021)
Case

AptDeco: Circular Economy Furniture Marketplace

By: Ayelet Israeli and Jamie Merkrebs

AptDeco, a used furniture marketplace, was growing rapidly in the tri-state area. The co-founders were confident that the business model, financial position, and unit economics positioned AptDeco for scaling in the massive $120 billion furniture market, despite its... View Details

January 2021
Article

Chain Stability in Trading Networks

By: John William Hatfield, Scott Duke Kominers, Alexandru Nichifor, Michael Ostrovsky and Alexander Westkamp

We show that in general trading networks with bilateral contracts, a suitably adapted chain stability concept (Ostrovsky, 2008) is equivalent to stability (Hatfield and Kominers, 2012; Hatfield et al., 2013) if all agents' preferences are fully substitutable and... View Details

Keywords: Matching; Trading Networks; Chain Stability; Stability; Competitive Equilibria; Full Substitutability; Laws Of Aggregate Supply And Demand; Contracts; Market Design; Balance and Stability

November 2020 (Revised April 2021)
Case

Roll-Ups and Surprise Billing: Collisions at the Intersection of Private Equity and Patient Care

By: Trevor Fetter and Kira Seiger

This case describes the increasing investment by private equity (PE) firms in patient care and other healthcare services. The case focuses on investments in physician staffing firms and roll-up strategy investments in physician practice management (PPM). Included in... View Details

November 2020
Article

Accelerator or Brake? Cash for Clunkers, Household Liquidity, and Aggregate Demand

By: Daniel Green, Brian Melzer, Jonathan Parker and Arcenis Rojas

This paper evaluates the Car Allowance Rebate System (CARS) by comparing the vehicle purchases and disposals of households with eligible "clunkers" to those of households with similar, but ineligible, vehicles. CARS caused roughly 500,000 purchases during the program... View Details

Keywords: Automobiles; Purchasing; Government Incentives; Household; Financial Liquidity; Income; Behavior

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2022
Working Paper

Where the Cloud Rests: The Location Strategies of Data Centers

By: Shane Greenstein and Tommy Pan Fang

This study provides an analysis of the entry strategies of third-party data centers in the United States. We examine the market before the pandemic in 2018 and 2019, when supply and demand for data services were geographically stable. We compare with the entry... View Details

Keywords: Cloud Computing; Location Strategies; Data Centers; Information Infrastructure

September 2020 (Revised March 2022)
Case

JOANN: Joannalytics Inventory Allocation Tool

By: Kris Ferreira and Srikanth Jagabathula

Michael Joyce, Vice President of Inventory Management at JOANN, championed an effort to develop and implement an inventory allocation analytics tool that used advanced analytics to predict in-season demand of seasonal items for each of JOANN’s nearly 900 stores and... View Details

Keywords: Analytics; Machine Learning; Optimization; Inventory Management; Mathematical Methods; Decision Making; Operations; Supply Chain Management; Resource Allocation; Distribution; Technology Adoption; Applications and Software; Change Management; Fashion Industry; Consumer Products Industry; Retail Industry; United States; Ohio

September 2020
Case

Drinkworks: Home Bar by Keurig

By: Sunil Gupta, Jonathan Levav and Julia Kelley

In the summer of 2018, Drinkworks CEO Nathaniel Davis needed to make a number of go-to-market decisions ahead of his company’s upcoming product launch. Formed through a joint venture between Keurig Dr. Pepper and Anheuser-Busch InBev, Drinkworks had developed an... View Details

July 2020 (Revised September 2020)
Case

MobSquad

By: Prithwiraj Choudhury, William R. Kerr and Susie L. Ma

Irfhan Rawji (MBA 2004) launched MobSquad in October 2018 to help American tech start-ups retain hard-to-find talent, many of whom struggled with U.S. work visa issues, such as software engineers with experience in artificial intelligence, machine learning, or data... View Details

Keywords: Work Visas; H1-B; Business Ventures; Business Startups; Labor; Human Capital; Human Resources; Crisis Management; Employment Industry; Canada; United States

2020
Working Paper

EMEs and COVID-19: Shutting Down in a World of Informal and Tiny Firms

By: Laura Alfaro, Oscar Becerra and Marcela Eslava

Emerging economies are characterized by an extremely high prevalence of informality, small-firm employment and jobs not fit for working from home. These features factor into how the COVID-19 crisis has affected the economy. We develop a framework that, based on... View Details

Keywords: COVID-19; Emerging Economies; Informality; Firm-size Distribution; Health Pandemics; Developing Countries and Economies; Economy; System Shocks; Latin America

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