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- October 2023 (Revised October 2023)
- Case
UnDosTres
By: Álvaro Rodríguez Arregui, Max Hancock and Amy Klopfenstein
Arpit Gupta, Naveen Sharma, and Vikram Deswal co-founded the mobile payment app UnDosTres in Mexico City in 2015. In the past, Gupta had worked at Paytm, an India-based payment app valued at over $1 billion. In Mexico, the co-founders hoped to recreate Paytm’s success....
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- July 2023
- Case
Crocs: Using Community-Centric Marketing to Make Ugly Iconic
By: Ayelet Israeli and Anne V. Wilson
In 2022, the Crocs Classic Clog was the best-selling item of clothing on Amazon, the brand was one of the fastest growing brands in the U.S., and global net revenue had increased to approximately $3.6 billion. By most accounts, Crocs had become the “it” shoe. Crocs...
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- June 2023
- Simulation
Artea Dashboard and Targeting Policy Evaluation
By: Ayelet Israeli and Eva Ascarza
Companies deploy A/B experiments to gain valuable insights about their customers in order to answer strategic business problems. In marketing, A/B tests are often used to evaluate marketing interventions intended to generate incremental outcomes for the firm. The Artea...
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Keywords:
Algorithm Bias;
Algorithmic Data;
Race And Ethnicity;
Experimentation;
Promotion;
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analysis;
Data Analytics;
E-Commerce Strategy;
Discrimination;
Targeted Advertising;
Targeted Policies;
Pricing Algorithms;
A/B Testing;
Ethical Decision Making;
Customer Base Analysis;
Customer Heterogeneity;
Coupons;
Marketing;
Race;
Gender;
Diversity;
Customer Relationship Management;
Marketing Communications;
Advertising;
Decision Making;
Ethics;
E-commerce;
Analytics and Data Science;
Retail Industry;
Apparel and Accessories Industry;
United States
- April 2023
- Technical Note
An Art & A Science: How to Apply Design Thinking to Data Science Challenges
By: Michael Parzen, Eddie Lin, Douglas Ng and Jessie Li
We hear it all the time as managers: “what is the data that backs up your decisions?” Even local mom-and-pop shops now have access to complex point-of-sale systems that can closely track sales and customer data. Social media influencers have turned into seven-figure...
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- March 2023
- Case
Innovation at Google Ads: The Sales Acceleration and Innovation Labs (SAIL) (A)
By: Linda A. Hill and Emily Tedards
In 2018, Ana Owczarzak was appointed to lead Google Ads' new innovation and accelerator team - the Sales Acceleration and Innovation Labs (SAIL). The purpose of SAIL was to offer testing and incubation services for individuals within Google Ads who were developing new...
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- March 2023
- Supplement
Innovation at Google Ads: The Sales Acceleration and Innovation Labs (SAIL) (B)
By: Linda A. Hill and Emily Tedards
In 2018, Ana Owczarzak was appointed to lead Google Ads' new innovation and accelerator team - the Sales Acceleration and Innovation Labs (SAIL). The purpose of SAIL was to offer testing and incubation services for individuals within Google Ads who were developing new...
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- 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...
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- February 22, 2023
- Article
How to Seed Organic Marketing in a Video-First World
By: Ayelet Israeli, Leonard A. Schlesinger and Matt Higgins
Early direct-to-consumer (DTC) companies relied on plentiful capital and low-cost digital marketing to power growth. But as this sector has matured, capital is more constrained, social media is more cluttered, and customer acquisition costs are rising. DTC companies...
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Keywords:
Online Business;
Ecommerce;
E-commerce;
E-Commerce Strategy;
Omnichannel Retail;
Omnichannel Retailing;
Influencer Marketing;
Consumer;
Organic Growth;
Video Advertising;
Promotion;
Celebrities;
Online Advertising;
Online Channel;
Online Communities;
Online Community;
Go To Market Strategy;
Platform;
Media;
Media Content;
Digital;
Digital Culture;
Digital Influencers;
Direct To Consumer Marketing;
Direct-to-consumer;
Innovation ＆ Entrepreneurship;
Innovation;
Sales;
Digital Platforms;
Digital Marketing;
Digital Strategy;
Consumer Behavior;
Internet and the Web;
Advertising;
Business Model;
Growth Management;
Marketing;
Marketing Strategy;
Marketing Channels;
Marketing Communications;
Communication Strategy;
Innovation Strategy;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
United States;
North America
- February 2023
- Case
Roblox: Virtual Commerce in the Metaverse
By: Ayelet Israeli and Nicole Tempest Keller
In 2022, Roblox had 58.8 million daily active users, including over half of all children and teens under the age of 16 in the United States. Roblox, a free-to-use “co-experience platform”, allowed users to come together in immersive 3D experiences to socialize, work,...
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Keywords:
Entertainment;
Games, Gaming, and Gambling;
Market Design;
Marketing;
Brands and Branding;
Marketing Channels;
Marketing Strategy;
Business Strategy;
Economics;
Economy;
Economic Systems;
Advertising;
Advertising Campaigns;
Digital Platforms;
Markets;
Price;
Innovation and Management;
Technology Industry;
Technology Industry;
Technology Industry;
United States;
California;
North America;
South America;
Asia;
Europe
- February 2023 (Revised March 2023)
- Case
Hey, Insta & YouTube, Are You Watching TikTok?
In early 2023, the entertainment app TikTok reached close to 1 billion users globally, placing it 4th behind the leading social networks of Facebook, YouTube, and Instagram. Featuring a sophisticated recommendation engine, TikTok mastered the art of keeping users...
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- January 2023
- Case
Proday: Calling the Right Play
By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn
Sarah Kunst knew the elements of a successful startup from her tenure at venture capital firms. In April 2018, however, her own app – Proday, a home fitness platform featuring exercises filmed by professional sports stars – was floundering. Kunst theorized that...
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- November 2022 (Revised March 2023)
- Supplement
JUUL and the Vaping Revolution: A 2022 Update
By: Michael W. Toffel and Sarah Mehta
This slide deck provides a brief update (2019-2022) on the rise and fall of JUUL Labs, the maker of the popular JUUL e-cigarette.
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Keywords:
Electronic Cigarettes;
E-Cigarettes;
Vaping;
Nicotine Replacement;
JUUL;
Juuling;
Government Regulation;
Advertising;
Advertising Campaigns;
Digital Marketing;
Customers;
Innovation and Invention;
Innovation Strategy;
Marketing;
Ethics;
Brands and Branding;
Marketing Communications;
Marketing Strategy;
Product Marketing;
Corporate Social Responsibility and Impact;
Social Issues;
Technology Industry;
California
- November 2022 (Revised March 2023)
- Supplement
JUUL and the Vaping Revolution: A 2022 Update
By: Michael W. Toffel and Sarah Mehta
This case provides a brief update (2019-2022) on the rise and fall of JUUL Labs, the maker of the popular JUUL e-cigarette.
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Keywords:
Electronic Cigarettes;
E-Cigarettes;
Vaping;
Nicotine Replacement;
JUUL;
Juuling;
Government Regulation;
Advertising;
Advertising Campaigns;
Digital Marketing;
Customers;
Innovation and Invention;
Innovation Strategy;
Marketing;
Ethics;
Brands and Branding;
Marketing Communications;
Marketing Strategy;
Product Marketing;
Corporate Social Responsibility and Impact;
Social Issues;
Technology Industry;
California
- November–December 2022
- Article
The Value of Descriptive Analytics: Evidence from Online Retailers
By: Ron Berman and Ayelet Israeli
Does the adoption of descriptive analytics impact online retailer performance, and if so, how? We use the synthetic difference-in-differences method to analyze the staggered adoption of a retail analytics dashboard by more than 1,500 e-commerce websites, and we find an...
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- September–October 2022
- Article
Should Your Company Sell on Amazon?: Reach Comes at a Price
By: Ayelet Israeli, Leonard A. Schlesinger, Matt Higgins and Sabir Semerkant
Selling on Amazon allows brands to reach millions of consumers—but that exposure comes with costs. They include smaller margins, more competition, the risk of commoditization, and less knowledge about customers.
In this article, the authors present a scorecard to...
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Keywords:
Retail;
Retailing;
Online Business;
Ecommerce;
E-commerce;
E-Commerce Strategy;
Omnichannel Retail;
Omnichannel Retailing;
Amazon;
Amazon.com;
Sales;
Digital Marketing;
Internet and the Web;
Business Model;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
Advertising Industry;
United States
- September 2022 (Revised November 2022)
- Teaching Note
PittaRosso: Artificial Intelligence-Driven Pricing and Promotion
By: Ayelet Israeli
Teaching Note for HBS Case No. 522-046.
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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;
Analytics and Data Science;
Analysis;
Digital Marketing;
Budgets and Budgeting;
Marketing Strategy;
Marketing;
Transformation;
Decision Making;
AI and Machine Learning;
Retail Industry;
Italy
- August 2022 (Revised March 2023)
- Exercise
How Should Netflix Add an Ad-Supported Tier?
By: Elie Ofek and Olivier Toubia
In the summer of 2022, it became clear that Netflix would introduce an ad-supported tier alongside its existing subscription plans in the near future. Speculation abounded as to the details of the new tier: How many minutes of advertising would it include? What picture...
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- August 2022 (Revised March 2023)
- Case
Pricing at Netflix: The Sequel
By: Elie Ofek and Amy Klopfenstein
This case continues the themes discussed in "Pricing at Netflix" (Case 521-004). Following the conclusion of the original case, Netflix developed new, high-profile original content, added millions of subscribers, and introduced another price increase in January 2022....
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Keywords:
Marketing;
Advertising;
Marketing Strategy;
Entertainment;
Film Entertainment;
Television Entertainment;
Finance;
Strategy;
Competition;
Competitive Strategy;
Business Strategy;
Adaptation;
Internet and the Web;
Customers;
Customer Satisfaction;
Advertising Industry;
Advertising Industry;
North and Central America;
United States
- Article
All Eyes on Them: A Field Experiment on Citizen Oversight and Electoral Integrity
By: Natalia Garbiras-Díaz and Mateo Montenegro
Can information and communication technologies help citizens monitor their elections? We analyze a large-scale field experiment designed to answer this question in Colombia. We leveraged Facebook advertisements sent to over 4 million potential voters to encourage...
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- July 2022
- Teaching Note
The DivaCup: Navigating Distribution and Growth
By: Ayelet Israeli
Teaching Note for HBS Case No. 519-055. When the mother-daughter founders of DivaCup set out with a mission to disrupt the menstrual care industry with an innovative product form, they initially struggled to gain legitimacy and convince retailers to carry their unique...
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Keywords:
Female;
Female Ceo;
Female Entrepreneur;
Female Protagonist;
Health ＆ Wellness;
Healthcare;
Price Policies;
Minimum Advertised Price;
Differentiation;
Positioning;
Growth;
Health;
Health Care and Treatment;
Price;
Disruption;
Distribution;
Distribution Channels;
Competitive Strategy;
Competition;
Growth Management;
Mission and Purpose;
Product Development;
Product Marketing;
Product Launch;
Product Positioning;
Advertising;
Business Startups;
Internet and the Web;
Entrepreneurship;
Social Entrepreneurship;
Social Issues;
Social Enterprise;
Green Technology Industry;
Green Technology Industry;
Green Technology Industry;
Green Technology Industry;
Green Technology Industry;
Green Technology Industry;
Green Technology Industry;
Green Technology Industry;
Canada;
United States;
United Kingdom