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December 2017 (Revised March 2019)
Case

Armarium: Luxury Fashion Brands for Rent

By: Jill Avery, David Fubini, Natasha Dossa and Devon Stewart

Armarium, a two-sided online platform that offered consumers the opportunity to rent the most coveted, current season high fashion clothing and accessories from the top global luxury brands, had emerged from its first sales season with two distinct customer segments:... View Details

Research Summary

Overview

According to McKinsey & Company, social interactions impact up to a third of all consumer purchases which accounts for US$940 billion in annual consumption in the US and Europe alone. Understanding social influence is important meeting consumer needs. In my research,... View Details

Keywords: Social Networks; Social Influence; Homophily; CRM; Mobile Gaming; Customer Lifetime Value; Forestry; Banking; Retail Banks

2020
Working Paper

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Eva Ascarza

The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details

Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry

December 2018 (Revised June 2021)
Supplement

Bulb 2018: Hypergrowth

By: John R. Wells and Benjamin Weinstock

After a wild and volatile year, Bulb, a new entrant in the UK residential energy market, ended March 2018 with 329,171 properties, 1.2% of the total residential energy market). This was 150% ahead of a plan for 130,000 properties and almost ten times the size the... View Details

October 2021
Article

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Nicolas Padilla and Eva Ascarza

The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details

Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis

Find at Harvard

April 2019
Case

Afterpay U.S.: The Omnichannel Dilemma

By: Antonio Moreno, Donald Ngwe and George Gonzalez

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 purchases through four interest-free... View Details

January 2017 (Revised October 2021)
Case

Delivering the Goods at Shippo

By: Jeffrey J. Bussgang, Jeffrey F. Rayport and Olivia Hull

Laura Behrens Wu, CEO of software start-up Shippo, prepares her pitch for a Series A funding round following a successful seed round. Customer adoption of Shippo’s e-commerce dashboard application, which allows small and medium retailers to compare delivery rates... View Details

October 2016
Case

The Quiet Ascension of LA Fitness

By: John R. Wells and Gabriel Ellsworth

In 2016, LA Fitness was the largest chain of non-franchised fitness clubs in North America, operating 676 clubs, serving 4.9 million members, and generating revenues of over $1.9 billion. Founded by Chinyol Yi, Louis Welch, and Paul Norris in 1984, the privately held... View Details

Keywords: LA Fitness; Health Clubs; Fitness; Gyms; Chain; Exercise; Personal Training; Retention; Bally Total Fitness; 24 Hour Fitness; Planet Fitness; Buildings and Facilities; Acquisition; Business Growth and Maturation; Business Model; For-Profit Firms; Customers; Customer Focus and Relationships; Customer Satisfaction; Demographics; Age; Gender; Income; Residency; Borrowing and Debt; Capital; Capital Structure; Cash; Cash Flow; Cost; Private Equity; Financial Condition; Financial Liquidity; Financing and Loans; Investment Return; Price; Profit; Revenue; Geographic Location; Geographic Scope; Multinational Firms and Management; Business History; Employees; Recruitment; Selection and Staffing; Human Capital; Contracts; Business or Company Management; Goals and Objectives; Growth and Development Strategy; Market Entry and Exit; Operations; Service Operations; Leasing; Private Ownership; Problems and Challenges; Sales; Salesforce Management; Situation or Environment; Opportunities; Sports; Strategy; Business Strategy; Competition; Competitive Strategy; Competitive Advantage; Corporate Strategy; Expansion; Segmentation; Information Technology; Mobile Technology; Technology Platform; Health Industry; United States; California; Los Angeles

May 2015
Case

Pricing in a Digital World (2015)

By: John Gourville

Dynamic pricing, especially as practiced by Uber and Lift, seems to be all the rage. In this case, we look at five interesting applications of dynamic price and price customization, each made possible by advances in digital technology. These range from the online... View Details

Keywords: Pricing; Marketing; Dynamic Pricing; Price Customization; Information Technology; Price; Entrepreneurship; Customization and Personalization; Product Marketing

March 2017 (Revised July 2019)
Case

Walmart: Navigating a Changing Retail Landscape

By: Michael E. Porter and Jorge Ramirez-Vallejo

As the largest company, by revenue, in the world, Walmart has been a lightning rod for criticism. However, in an attempt to stay ahead of traditional and digital retailers, and keep customers satisfied with evolving demands, the company is strengthening its competitive... View Details

Keywords: Shared Value; Strategy; Department Stores; Sustainability; Social Responsibility Of Business; Value Creation; Competitive Strategy; Corporate Social Responsibility and Impact; Retail Industry

August 2018 (Revised May 2019)
Case

Rev. Georgiette Morgan-Thomas & The American Hat Factory

By: Steven Rogers and Ariel Rogers

On a sunny Monday morning, Rev. Morgan-Thomas walked into her newly acquired hat factory thinking, “What have I gotten myself into? Things are worse than I imagined. Can I ever turn this company around given all of the known and unknown problems? Can I make it... View Details

March 2020
Teaching Note

onefinestay: Building a Luxury Experience in the Sharing Economy

By: Jill Avery and Anat Keinan

onefinestay was a two-sided marketplace that offered high-end home rentals to travelers who sought a more authentic and local experience than a typical upscale hotel might provide. After five years of rapid growth, it was time to do a comprehensive analysis of the... View Details

August 2017 (Revised November 2017)
Case

Accounting for Political Risk at AES

By: Gerardo Pérez Cavazos and Suraj Srinivasan

As a global energy generating company, AES frequently faces challenges from political changes and instability. This is exacerbated by the fact that in many instances AES' primary customer is the government, which is also in charge of law-making. For example, AES'... View Details

Keywords: Political Risk; Asset Impairment; Risk Factors; Fair Value; Fair Value Accounting; Financial Reporting; Financial Statements; Energy Industry; Bulgaria; Dominican Republic; United States; Venezuela

November 2016 (Revised March 2018)
Module Note

Strategy Execution Module 9: Building a Balanced Scorecard

By: Robert Simons

This module reading explains how to construct a strategy map and build a balanced scorecard. Using an internal value chain model, the module illustrates how a balanced scorecard can support and enable customer management, innovation, operations, and post-sale service... View Details

Keywords: Management Control Systems; Implementing Strategy; Execution; Performance Measurement; Strategy Map; Business Goals; Customer Measures; Strategy; Balanced Scorecard; Business Model

July 2015
Case

Uncharted Play (A)

By: Shikhar Ghosh and Ali Huberlie

The case recounts the process of launching an early stage venture, from idea conception through initial efforts to validate the concept, followed by product launch, and fund raising. It emphasizes the Customer Value Proposition of the business model, and asks – Who is... View Details

Keywords: Early Stage; Female Protagonist; Value Proposition; Team Building; Founders' Agreements; Start-up; Entrepreneurship; Business Model; Business Startups; Sports; United States; North America; Nigeria; Africa

September 2017 (Revised June 2021)
Supplement

Tempur Sealy International (C)

By: Benjamin C. Esty and Lauren G. Pickle

Analyzes the commercial relationship between Tempur Sealy and Mattress Firm following the events discussed in the (B) case. View Details

September 2017 (Revised June 2021)
Supplement

Tempur Sealy International (B)

By: Benjamin C. Esty and Lauren G. Pickle

Analyzes the commercial relationship between Tempur Sealy and Mattress Firm following the events discussed in the (A) case. View Details

February 2017
Supplement

The De Beers Group: Exploring the Diamond Reselling Opportunity

By: Benjamin C. Esty, Daniel P. Gross and Lauren G. Pickle

In September 2014, Tom Montgomery (SVP of strategic initiatives at the De Beers Group) and his team launched a pilot program in the United States to explore the $1 billion diamond market for pre-owned (recycled) diamonds. According to Montgomery, the motivation for the... View Details

July 2022
Supplement

Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

By: Ayelet Israeli

July 2022
Teaching Note

eGrocery and the Role of Data and E-Commerce Analytics for CPG Firms

By: Ayelet Israeli

Teaching Note for HBS Case No. 521-077. View Details

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