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- 2021
- Working Paper
Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response
By: Alexander J. MacKay and Samuel Weinstein
Pricing algorithms are rapidly transforming markets, from ride-sharing apps, to air travel, to online retail. Regulators and scholars have watched this development with a wary eye. Their focus so far has been on the potential for pricing algorithms to facilitate...
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- December 2021
- Case
Bed Bath & Beyond: The New Strategy to Drive Shareholder Value
By: Benjamin C. Esty and Daniel W. Fisher
At one time, Bed Bath & Beyond was one of the most successful specialty retailers in the United States—it’s growth and profit margins far exceeded both peer retailers in the home goods market as well as many other discount retailers. But in 2014, its stock price...
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- November 2021
- Case
Farfetch: Digital Transformation for Luxury Brands
By: Sunil Gupta, Jill Avery, Elena Corsi and Federica Gabrieli
Farfetch, a global luxury technology platform and digital marketplace had been surfing the wave of digital transformation in the luxury fashion industry since 2008. While the company’s stock price and market valuation had fluctuated since its IPO in 2018, it had...
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Keywords:
Digital Marketing;
E-commerce;
Digital Transformation;
Marketplaces;
Retailing;
Internet Marketing;
E-Commerce Strategy;
Marketing;
Marketing Strategy;
Marketing Channels;
Brands and Branding;
Luxury;
Growth and Development Strategy;
Apparel and Accessories Industry;
Beauty and Cosmetics Industry;
Fashion Industry;
Retail Industry;
Web Services Industry;
Technology Industry;
United Kingdom;
Europe;
Portugal;
China
- November 2021 (Revised December 2021)
- Supplement
PittaRosso (B): Human and Machine Learning
By: Ayelet Israeli
This case supplements the "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion" case, and provides major highlights on what happened at the company since the first case.
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Keywords:
Artificial Intelligence;
Pricing;
Pricing Algorithm;
Pricing Decisions;
Pricing Strategy;
Pricing Structure;
Promotion;
Promotions;
Online Marketing;
Data-driven Decision-making;
Data-driven Management;
Retail;
Retail Analytics;
Price;
Advertising Campaigns;
Data and Data Sets;
Analysis;
Online Advertising;
Budgets and Budgeting;
Marketing Strategy;
Marketing;
Transformation;
Decision Making;
Retail Industry;
Italy
- November 2021
- Article
Ratings, Reviews, and the Marketing of New Products
By: Itay P. Fainmesser, Dominique Olié Lauga and Elie Ofek
We study how user-generated content (UGC) about new products impacts a firm's advertising and pricing decisions and the effect on profits and market dynamics. We construct a two-period model where consumers value quality and are heterogeneous in their taste for the new...
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- October 2021
- Case
Project Maji: Pricing Water in Sub-Saharan Africa
By: Elie Ofek, Marco Bertini, Esel Çekin and Dilyana Karadzhova Botha
In July 2021, Sunil Lalvani, founder and CEO of Project Maji, a non-profit social enterprise headquartered in Dubai that had already provided sustainable, clean water solutions to 80,000 people living in rural communities across Ghana and Kenya, was facing an important...
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- October 2021 (Revised January 2022)
- Supplement
PittaRosso: Artificial Intelligence-Driven Pricing and Promotion
By: Ayelet Israeli and Fabrizio Fantini
PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once...
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Keywords:
Artificial Intelligence;
Pricing;
Pricing Algorithm;
Pricing Decisions;
Pricing Strategy;
Pricing Structure;
Promotion;
Promotions;
Online Marketing;
Data-driven Decision-making;
Data-driven Management;
Retail;
Retail Analytics;
Price;
Advertising Campaigns;
Data and Data Sets;
Analysis;
Online Advertising;
Budgets and Budgeting;
Marketing Strategy;
Marketing;
Transformation;
Decision Making;
Retail Industry;
Italy
- October 2021 (Revised December 2021)
- Case
PittaRosso: Artificial Intelligence-Driven Pricing and Promotion
By: Ayelet Israeli
PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once...
View Details
Keywords:
Artificial Intelligence;
Pricing;
Pricing Algorithm;
Pricing Decisions;
Pricing Strategy;
Pricing Structure;
Promotion;
Promotions;
Online Marketing;
Data-driven Decision-making;
Data-driven Management;
Retail;
Retail Analytics;
Price;
Advertising Campaigns;
Data and Data Sets;
Analysis;
Online Advertising;
Budgets and Budgeting;
Marketing Strategy;
Marketing;
Transformation;
Decision Making;
Retail Industry;
Italy
- October 2021
- Article
Fintech Borrowers: Lax Screening or Cream-Skimming?
By: Marco Di Maggio and Vincent Yao
Personal credit is the fastest-growing segment of the consumer credit market, mainly driven by fintech lenders' staggering expansion. We study this market using a unique individual-level data, which covers most of the top fintech and traditional lenders, and provides...
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- September–October 2021
- Article
Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb
By: Shunyuan Zhang, Nitin Mehta, Param Singh and Kannan Srinivasan
We study the effect of Airbnb’s smart-pricing algorithm on the racial disparity in the daily revenue earned by Airbnb hosts. Our empirical strategy exploits Airbnb’s introduction of the algorithm and its voluntary adoption by hosts as a quasi-natural experiment. Among...
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- September 2021 (Revised October 2021)
- Case
Tesla's Uncertain Fate as EV Race Accelerates
By: David J. Collis and Haisley Wert
By September 2021, Tesla had a staggering market cap of $755 billion. As the leader of the automobile industry, Tesla’s worth surpassed that of the six largest runner-ups combined, including Toyota, Volkswagen, BYD, Daimler, Great Wall Motors, and General Motors. As...
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- September 2021 (Revised December 2021)
- Case
STARZPLAY: Shooting for the Stars
By: Elie Ofek, Marco Bertini and Alpana Thapar
In mid-2021, Maaz Sheikh, cofounder and CEO of STARZPLAY, a Dubai-based subscription video on demand (SVOD) provider that catered to the Middle East and North Africa region, was wrestling with how to find the right balance between continued subscriber growth and...
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Keywords:
Pricing;
Growth;
Profitability;
Subscription Business;
Business Model Innovation;
Fintech;
Subscription;
Performance Measurement;
Promotions;
International Marketing;
Streaming;
Competition;
Marketing;
Price;
Strategy;
Entrepreneurship;
Performance;
Measurement and Metrics;
Business Model;
Media and Broadcasting Industry;
Middle East;
North Africa
- September 2021
- Case
Worldreader: Helping Readers Build a Better World
By: Marco Bertini, Elie Ofek and Julia Kelley
Founded in 2010, Worldreader was an international nonprofit organization that promoted reading to children around the world. For many years, Worldreader distributed e-readers to under-resourced communities and funded its operations primarily through philanthropic...
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Keywords:
Subscription Model;
Price;
Financial Strategy;
Education;
Early Childhood Education;
Learning;
Geography;
Geographic Scope;
Global Range;
Goals and Objectives;
Marketing;
Marketing Strategy;
Markets;
Organizations;
Mission and Purpose;
Social Enterprise;
Non-Governmental Organizations;
Nonprofit Organizations;
Society;
Social Issues;
Strategy;
Commercialization;
Expansion;
Segmentation;
Education Industry;
Africa;
Asia;
Latin America;
Europe;
North and Central America;
South America
- August 2021
- Background Note
Oil: History, Present and Future
By: Jurgen Weiss
This background note is intended to provide context for a discussion of the strategies for big integrated oil companies in light of both oil’s current role in the global energy system and the uncertainty about changes going forward.
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- 2021
- Case
NiPay's Pricing Conundrum
By: Marco Bertini and Oded Koenigsberg
NiPay is a software provider competing in the Nigerian business-to-business payments market. Founded by Idaku Ibrahim nearly 20 years ago, NiPay sells two products to retailers and other merchants, which enable individual shoppers to transact either online or via a...
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- 2021
- Working Paper
The Price Effects of Innovative Security Design
By: Boris Vallée, Gordon Liao and Claire Célérier
This paper investigates the effects of the issuance of retail products with non-linear payoffs on option prices. For a given underlying asset, when the outstanding volume of products embedding a short-put position increases, implied volatility at the corresponding...
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- 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...
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- May 2021
- Teaching Note
American Airlines' Value Pricing (Abridged)
By: Sunil Gupta and Alvin J. Silk
Teaching Note for HBS Case No. 519-019.
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- May 2021 (Revised September 2021)
- Case
Headspace vs. Calm: A Mindful Competition
By: Ayelet Israeli and Anne Wilson
By 2021, the mindfulness app wars reached their apex. Over 2,000 meditation apps were available to consumers, but two apps, Headspace and Calm, dominated the space, jointly holding about 70% of the total market. Headspace had established itself as the approachable...
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Keywords:
Marketing Communication;
Integrated Strategy;
Brand;
Brand ＆ Product Management;
Brand Communication;
Brand Differentiation;
Brand Building;
Brand Management;
E-commerce;
E-Commerce Strategy;
Ecommerce;
App;
App Development;
Applications;
COVID;
COVID-19;
Pandemic;
Pricing;
Pricing Strategy;
Subscription Model;
Subscription;
Partnerships;
Strategic Partnerships;
B2B Vs. B2C;
B2B;
Health ＆ Wellness;
Wellbeing;
Digitization;
Commoditization;
Mobile App;
Mobile App Industry;
Mobile Healthcare;
Mobile Marketing;
Digital Brand;
Digital Health;
Digital Marketing;
Consumer Health;
Apps;
Online Business;
Online Competition;
Online Community;
Online Entertainment;
Entertainment And Leisure;
Meditation;
Marketing;
Marketing Communications;
Brands and Branding;
Price;
Strategy;
Competition;
Competitive Strategy;
Competitive Advantage;
Partners and Partnerships;
Health;
Well-being;
Mobile Technology;
Communication;
Communication Strategy;
Disruption;
Consumer Behavior;
Online Advertising;
Health Industry;
Technology Industry;
Communications Industry;
United States;
North America;
United Kingdom
- May–June 2021
- Article
Eliminate Strategic Overload
As companies respond to intensifying competitive pressures and challenges, they ask more and more of their employees. But organizations often have very little to show for the efforts of their talented and engaged workers. By selecting fewer initiatives with greater...
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