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  • 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.)
  • 08 Mar 2011
  • First Look

First Look: March 8

Moneybookers Limited, one of the top three e-payment solution providers in Europe. However, approximately 70% of Moneybookers revenues were related to transactions from online gaming sites (down from 100% in 2002). Although the thesis was that View Details
Keywords: Sean Silverthorne
  • 15 Apr 2002
  • Research & Ideas

In the Virtual Dressing Room Returns Are A Real Problem

people to strike unnatural poses in the scanning machine, producing measurements that will not lead to good fit. Reprinted with permission from the chapter "Distinctive Aspects of the Textile and Apparel Industries: Factors Affecting View Details
Keywords: by Jan Hammond & Kristin Kohler; Apparel & Accessories; Fashion; Consumer Products; Manufacturing; Retail
  • January 2015 (Revised October 2016)
  • Case

onefinestay: Building a Luxury Experience in the Sharing Economy

By: Jill Avery, Anat Keinan and Liz Kind
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
Keywords: Luxury Goods; Brand Building; Brand Management; Hospitality; Hotels; Digital Marketing; Brand Positioning; Luxury Service; Airbnb; Sharing Economy; Collaborative Consumption; Disruptive Business Model; Travel; Alternatives To Hotel; Branding; Customer Service; Exceeding Consumer Expectations; Client Acquisition; Reputation Management; Word Of Mouth; 2-way Business Model; Marketing; Marketing Strategy; Brands and Branding; Luxury; Disruption; Business Model; Entrepreneurship; E-commerce; Accommodations Industry; Tourism Industry; Travel Industry; United Kingdom
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Avery, Jill, Anat Keinan, and Liz Kind. "onefinestay: Building a Luxury Experience in the Sharing Economy." Harvard Business School Case 515-072, January 2015. (Revised October 2016.)
  • 09 Mar 2020
  • Research & Ideas

Warring Algorithms Could Be Driving Up Consumer Prices

to all personal care products sold online by the five firms implies that customers spent an additional $300 million annually as a result of pricing algorithms, out of a total of about $6 billion in e-commerce revenue for the category.... View Details
Keywords: by Kristen Senz; Retail
  • March–April 2023
  • Article

Market Segmentation Trees

By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis
Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market... View Details
Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing
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Aouad, Ali, Adam Elmachtoub, Kris J. Ferreira, and Ryan McNellis. "Market Segmentation Trees." Manufacturing & Service Operations Management 25, no. 2 (March–April 2023): 648–667.
  • May 2010
  • Article

Bye Bye Bundles: The Unbundling of Music in Digital Channels

By: Anita Elberse
Fueled by digital distribution, unbundling is prevalent in many information industries. What is the effect of this unbundling on sales? And what bundle characteristics drive this effect? I empirically examine these questions in the context of the music industry, using... View Details
Keywords: Unbundling; Bundling; Digital Distribution; System-of-equations Modeling; Sales; Distribution Channels; Framework; Mathematical Methods; Revenue; Reputation; Internet and the Web; System; E-commerce; Information Industry; Music Industry
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Elberse, Anita. "Bye Bye Bundles: The Unbundling of Music in Digital Channels." Journal of Marketing 74, no. 3 (May 2010): 107–123.
  • 19 Oct 2009
  • Research & Ideas

Why Are Web Sites So Confusing?

search, the 11th objective search result might be more relevant than any of the sponsored search results displayed on the right; yet it will be displayed on the second search page only—well beyond the reach of most users. Most e-commerce... View Details
Keywords: by Andrei Hagiu & Bruno Jullien
  • 03 Mar 2003
  • Research & Ideas

The Basics of Consumer Marketing in Asia

allowed to have a color television joint venture in China," he said. Hiroshi Mikitani, CEO of Japanese e-commerce Web site Rakuten, said companies should do their research, but not be afraid to challenge the conventional wisdom.... View Details
Keywords: by Julie Jette
  • May 2019 (Revised July 2019)
  • Case

Walmart's Workforce of the Future

By: William R. Kerr and Jordan Bach-Lombardo
Faced with intense competition from Amazon, Walmart began a transformation of its operations and workforce in 2015. The goal was to create an omnichannel retail experience for customers that seamlessly joined online and offline shopping. This case explores Walmart's... View Details
Keywords: Walmart; Managing The Future Of Work; Workforce; Automation; Ecommerce; Omnichannel Retail; Operations; Transformation; Employees; Training; Information Technology; Infrastructure; Disruption; Competitive Strategy; E-commerce; Information Infrastructure; Retail Industry
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Kerr, William R., and Jordan Bach-Lombardo. "Walmart's Workforce of the Future." Harvard Business School Case 819-042, May 2019. (Revised July 2019.)
  • February 2017
  • Teaching Note

The Tate's Digital Transformation

By: Jill Avery
John Stack was the visionary Head of Digital Transformation at the Tate, a collection of four major art galleries in the UK, including Tate Modern, the most visited gallery devoted to modern and contemporary art in the world. Stack was the architect of the Tate’s... View Details
Keywords: Digital; Ecommerce; Experience; Customer Experience; Customer Relationship Management; Channel Management; Museums; Arts Marketing; Nonprofit; Marketing; Marketing Channels; Marketing Strategy; Customer Focus and Relationships; Digital Marketing; Digital Strategy; Social Media; E-commerce; Entertainment and Recreation Industry; Fine Arts Industry; England; United Kingdom; Europe
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Avery, Jill. "The Tate's Digital Transformation." Harvard Business School Teaching Note 517-098, February 2017.
  • December 2016
  • Case

thredUP: Think Secondhand First

By: Thomas Eisenmann, Allison Ciechanover and Jeff Huizinga
In the fall of 2016, the management team at thredUP, the largest U.S. online retailer of second hand clothing, is deciding whether to expand into international markets. Over the past 12 months the 7-year-old startup, which had raised over $130 million in venture... View Details
Keywords: Scaling Start-ups; International Expansion; Online Consignment; Apparel; Internet and the Web; Expansion; Entrepreneurship; Global Strategy; Business Startups; E-commerce; Apparel and Accessories Industry; Retail Industry; San Francisco
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Eisenmann, Thomas, Allison Ciechanover, and Jeff Huizinga. "thredUP: Think Secondhand First." Harvard Business School Case 817-083, December 2016.
  • January 2024
  • Case

ECOALF: Fashion for the Future

By: Elizabeth A. Keenan, Diego Aparicio, Carlota Moniz and María José Satrústegui
ECOALF, a Spanish fashion brand and sustainability pioneer, aimed to tackle the industry's challenges of excessive consumption and production. The brand's mission was to create timeless apparel exclusively from recycled and eco-responsible materials, matching the... View Details
Keywords: Business Growth and Maturation; Business Model; Decisions; Business Earnings; Profit; Growth and Development Strategy; Communication Intention and Meaning; Values and Beliefs; Mission and Purpose; Competition; Climate Change; Environmental Sustainability; Social Marketing; Marketing Channels; E-commerce; Corporate Social Responsibility and Impact; Fashion Industry; Spain; Germany; Italy; Europe; United States
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Keenan, Elizabeth A., Diego Aparicio, Carlota Moniz, and María José Satrústegui. "ECOALF: Fashion for the Future." Harvard Business School Case 524-057, January 2024.
  • 19 Jun 2018
  • First Look

New Research and Ideas, June 19, 2018

Can companies bet that a reunion would last? Purchase this case:https://hbsp.harvard.edu/product/717035-PDF-ENG Harvard Business School Case 518-056 Amazon Buys Whole Foods The June 2017 news that e-commerce giant Amazon was paying $13.7... View Details
Keywords: Dina Gerdeman
  • May 2012
  • Article

Adding Bricks to Clicks: Predicting the Patterns of Cross-Channel Elasticities over Time

By: Jill Avery, Thomas J. Steenburgh, John Deighton and Mary Caravella
The authors propose a conceptual framework to explain whether and when the introduction of a new retail store channel helps or hurts sales in existing direct channels. A conceptual framework separates short- and long-term effects by analyzing the capabilities of a... View Details
Keywords: Marketing; Channels; Channels Of Distribution; Distribution; Retailing; Channel Management; Channel Migration; Multichannel Retailing; Framework; Customers; Marketing Channels; Sales; Internet and the Web; Demand and Consumers; Competency and Skills; Distribution Channels; E-commerce; Retail Industry; United States
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Avery, Jill, Thomas J. Steenburgh, John Deighton, and Mary Caravella. "Adding Bricks to Clicks: Predicting the Patterns of Cross-Channel Elasticities over Time." Journal of Marketing 76, no. 3 (May 2012): 96–111.
  • 05 Mar 2019
  • First Look

New Research and Ideas, March 5, 2019

Case 818-079 Chewy.com (A) 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... View Details
Keywords: Dina Gerdeman
  • Article

Organizational Emplacement as a Response to Digital Threat: The Novel Resurgence of Independent Bookstores

By: Ryan Raffaelli and Ryann Noe
This study reveals how incumbent actors leverage physical place as source of differentiation in response to the threat of digital commoditization. Through a longitudinal, qualitative analysis of the U.S. independent bookselling industry from 1995 to 2019, we outline... View Details
Keywords: Retail; Place Making; Bookstores; Industry Evolution; Digital; Commoditization; Organizational Change and Adaptation; Adaptation; Business Strategy; Digital Transformation; E-commerce; Distribution Channels; Civil Society or Community; Value Creation; Retail Industry
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Raffaelli, Ryan, and Ryann Noe. "Organizational Emplacement as a Response to Digital Threat: The Novel Resurgence of Independent Bookstores." Administrative Science Quarterly (in press). (Pre-published online May 3, 2025.)
  • March 2017 (Revised March 2022)
  • Case

Flashion: Art vs. Science in Fashion Retailing

By: Kris Ferreira and Karim R. Lakhani
Kate Wilson, retail analytics manager at Flashion, a fashion flash-sale site, is tasked with developing analytics to optimize pricing for first-exposure products on the site. Many in the industry have relied on years of experience and intuition to determine pricing—can... View Details
Keywords: Analytics; Pricing; Data; Service Operations; Forecasting and Prediction; Internet and the Web; Technology Adoption; Mathematical Methods; Decision Making; E-commerce; Retail Industry; Fashion Industry; United States
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Ferreira, Kris, and Karim R. Lakhani. "Flashion: Art vs. Science in Fashion Retailing." Harvard Business School Case 617-059, March 2017. (Revised March 2022.)
  • 25 Jul 2017
  • First Look

First Look at New Research and Ideas: July 25, 2017

social impact. This registered benefit corporation was formed by Davis Smith who coalesced his experiences as a Wharton MBA student along with professional knowledge from an unpaid internship in Peru and his previous e-commerce startups... View Details
Keywords: Carmen Nobel
  • 15 Jul 2015
  • Research & Ideas

Amazon Prime Day: The Logic Behind a Retailer’s Made-up Holiday

huge motivation to try something like this." Amazon is not the first to try launching its own shopping holiday. Chinese e-commerce behemoth Alibaba manufactured its own event in 2009 with "Singles Day," which takes place on... View Details
Keywords: Re: Sunil Gupta; Retail
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