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January 2021 (Revised March 2021)
Case

THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

By: Jill Avery, Ayelet Israeli and Emma von Maur

THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details

Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Preference Prediction; Predictive Analytics; App Development; ＂Marketing Analytics＂; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States

August 2003 (Revised December 2003)
Background Note

Formalizing Business Relationships: Note on Contract Formation for Managers

Equips managers with a basic understanding of how to use contracts to define, formalize, and strengthen business relationships. Explains how managers can use properly structured contracts to increase predictability; to create or preserve valuable legal, financial, and... View Details

Keywords: Contracts; Relationships

November 2003 (Revised June 2004)
Case

Samsung and Daewoo: Two Tales of One City

By fiscal year 2000, Samsung had pulled far ahead of other "chaebols," Korean conglomerates. For example, the market value of Samsung affiliates listed on the Korea Stock Exchange exceeded the sum of the market value of listed affiliates of second, third, and fourth... View Details

Keywords: Competition; Business Conglomerates; Corporate Strategy; Emerging Markets; Crisis Management; Electronics Industry; South Korea

December 2011 (Revised October 2014)
Background Note

Business Model Analysis for Entrepreneurs

By: Thomas Eisenmann

This note defines a business model and its major elements: a customer value proposition, a technology and operations management plan, a go-to-market plan, and a profit formula. For each element, the note lists questions that an entrepreneur must address when evaluating... View Details

Keywords: Business Model

Article

How Long Can a Company Thrive Doing Just One Thing?

By: Andy Wu and Scott Duke Kominers

The news that the chat app Slack was being sold to veteran customer relationship management company Salesforce for $27.7 billion raised a lot of eyebrows. Why sell after a year of explosive growth? The deal, however, epitomizes a question facing so-called best-of-breed... View Details

Keywords: Best-of-breed Companies; Competitive Advantage; Competitive Strategy

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April 2020 (Revised February 2023)
Case

GitLab and the Future of All-Remote Work (A)

By: Prithwiraj Choudhury and Emma Salomon

GitLab is arguably one of the world’s largest “all-remote” companies. Started in 2011 and with more than 1,000 employees at present, it has no physical offices and all employees, including the entire C-Suite, work remotely from all parts of the world. The case... View Details

Keywords: Remote Work; Internet and the Web; Technology Adoption; Value Creation; Business Model; Organizational Structure

2009
Chapter

Nonlinear Pricing

By: Raghuram Iyengar and Sunil Gupta

A nonlinear pricing schedule refers to any pricing structure where the total charges payable by customers are not proportional to the quantity of their consumed services. We begin the chapter with a discussion of the broad applicability of nonlinear pricing schemes. We... View Details

Keywords: Price; Demand and Consumers; Duopoly and Oligopoly; Monopoly; Service Operations; Research

August 2013
Article

Customer-Driven Misconduct: How Competition Corrupts Business Practices

By: Victor Manuel Bennett, Lamar Pierce, Jason A. Snyder and Michael W. Toffel

Competition among firms yields many benefits but can also encourage firms to engage in corrupt or unethical activities. We argue that competition can lead organizations to provide services that customers demand but that violate government regulations, especially when... View Details

Keywords: Competition; Crime and Corruption; Management Practices and Processes; Ethics; Consumer Behavior; Customer Satisfaction; Auto Industry; Service Industry

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2011
Working Paper

Quantity vs. Quality: Exclusion by Platforms with Network Effects

By: Andrei Hagiu

This paper provides a simple model of platforms with direct network effects, in which users value not just the quantity (i.e., number) of other users who join, but also their average quality in some dimension. A monopoly platform is more likely to exclude low-quality... View Details

Keywords: Multi-sided Platforms; Exclusion; Quality And Quantity; Cost; Governing Rules, Regulations, and Reforms; Network Effects; Market Participation; Digital Platforms; Monopoly; Quality; Motivation and Incentives; Strategy

17 May 2022
Cold Call Podcast

Delivering a Personalized Shopping Experience with AI

Keywords: Re: Jill J. Avery

July–August 2023
Article

What Smart Companies Know About Integrating AI

By: Silvio Palumbo and David Edelman

AI has the power to gather, analyze, and utilize enormous volumes of individual customer data to achieve precision and scale in personalization. The experiences of Mercury Financial, CVS Health, and Starbucks debunk the prevailing notion that extracting value from AI... View Details

Keywords: AI and Machine Learning; Customization and Personalization; Integration; Technology Adoption

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December 2007
Article

Adoption of Information Technology under Network Effects

By: Deishin Lee and Haim Mendelson

Because information technologies are often characterized by network effects, compatibility is an important issue. Although total network value is maximized when everyone operates in one compatible network, we find that the technology benefits of the users depend on... View Details

Keywords: Network Effects; Standards; Competitive Strategy; Customization and Personalization; Information Technology; Technology Adoption

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Research Summary

Performance Pricing and Business Strategy

By: Frank V. Cespedes

This research focuses on companies that have sustained high willingness-to-pay over diverse market conditions, including economic slumps. It examines how firms identify, articulate, and communicate value to selected customer groups and the organizational implications,... View Details

March 2018
Teaching Note

Augmedix

By: Frank V. Cespedes

Teaching Note for HBS No. 817-048. Augmedix provides a service that live-streams video of patient appointments to a remote scribe, freeing up significant physician time from electronic medical record data-entry tasks. The venture is confronting decisions in areas such... View Details

Keywords: Entrepreneurship; Sales; Management; Marketing Strategy; Growth and Development Strategy; Technology Adoption; Customers; Segmentation; Health Industry; Technology Industry; United States

August 2021 (Revised March 2022)
Case

Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences

By: Jill Avery and Rayan Nahas

Camera IQ, a camera marketing software company that empowered brands to create and launch augmented reality experiences (AREs) across social platforms, had just raised an additional $5 million to fund further product development and expand its marketing and sales... View Details

November 1996 (Revised April 1999)
Case

United Way of Southeastern New England (UWSENE)

By: Robert S. Kaplan and Ellen L. Kaplan / RA

A regional United Way organization, a nonprofit already active in total quality management, implements a Balanced Scorecard to link its strategic planning objectives with day-to-day operations, and is able to translate its vision and strategy into objectives and... View Details

Keywords: Balanced Scorecard; Nonprofit Organizations; Governing and Advisory Boards; Strategy; United States

January 2023
Teaching Note

Duolingo: Teaching Languages to the Masses

By: Youngme Moon

Teaching Note for HBS Case 323-016. At the time the case is written, Duolingo is the most popular language learning service in the world. The company has more than 40 million monthly active users, and the company’s total annual revenue has reached $250 million a year.... View Details

Keywords: Marketing; Marketing Strategy; Customer Relationship Management; Acquisition; Retention; Innovation and Invention

April 2005 (Revised June 2006)
Case

Evergreen Investments: Mobile CRM (A)

Evergreen Investments has had a troubled history with its customer relationship management (CRM) system. Sales agents feel that they derive no value from it and that it is a tax on their jobs. Evergreen is investigating whether it can improve CRM by making its data... View Details

Keywords: Management; Customer Relationship Management; Information Technology; Financial Services Industry

May 1996 (Revised March 1998)
Case

SaleSoft, Inc. (A)

By: Das Narayandas

SaleSoft, a start-up firm, markets Comprehensive Sales Automation Solutions (CSAS) that automate a firm's sales, marketing, and service functions. Even though the product has received very favorable responses from prospects, product complexity and a long buying cycle... View Details

Keywords: Business Startups; Decisions; Revenue; Marketing Strategy; Product Launch; Sales; Opportunities; Information Technology; Technology Industry

January 2000
Case

The Dimensions of Brand Equity for Nestlé Crunch Bar: A Research Case

By: Jill Avery and Gerald Zaltman

An in-depth study of consumers' thoughts and feelings about a branded candy bar. View Details

Keywords: Brand Management; Brand Equity; Brand Communication; Brand ＆ Product Management; Brand Building; Brand Positioning; Brand Storytelling; Brand Strategy; Brand Value; Branding; Marketing; Advertising; Customer Satisfaction; Brands and Branding; Consumer Behavior; Food and Beverage Industry; Consumer Products Industry

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