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All HBS Web
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- Faculty Publications (2,564)
- 2022
- Working Paper
Consumer Demand with Social Influences: Evidence from an E-Commerce Platform
By: El Hadi Caoui, Chiara Farronato, John J. Horton and Robert Schultz
For some kinds of goods, rarity itself is valued. "Fashionable'" goods are demanded in part because they are unique. In this paper, we explore the economics of rare goods using auctions of limited-edition shoes held by an e-commerce platform. We model endogenous entry...
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Caoui, El Hadi, Chiara Farronato, John J. Horton, and Robert Schultz. "Consumer Demand with Social Influences: Evidence from an E-Commerce Platform." NBER Working Paper Series, No. 30351, August 2022.
- 2022
- Book
Purpose + Profit: How Business Can Lift Up the World
By: George Serafeim
The roadmap and best practices to reap the enormous value that can emerge when your business prioritizes social and environmental goals—such as climate change, diversity and inclusion, and sustainability—right alongside the pursuit of profit.
We not only... View Details
We not only... View Details
Keywords:
ESG (Environmental, Social, Governance) Performance;
Profitability;
Business And Society;
Organizations;
Mission and Purpose;
Goals and Objectives;
Social Issues;
Environmental Sustainability;
Value Creation;
Organizational Change and Adaptation
Serafeim, George. Purpose + Profit: How Business Can Lift Up the World. New York: HarperCollins Leadership, 2022.
- August 2022 (Revised October 2022)
- Case
Sian Flowers: Fresher by Sea?
By: Willy C. Shih, Michael W. Toffel and Pippa Tubman Armerding
The setting for this case is the Sian Flowers, a company headquartered in Kitengela, Kenya that exports roses to predominantly Europe. Because cut flowers have a limited shelf life and consumers want them to retain their appearance for as long as possible, Sian or its...
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Keywords:
Supply Chain;
Supply Chains;
Sustainability;
Sustainable Agriculture;
Sustainability Reporting;
Carbon Emissions;
Supply Chain Management;
Quality;
Ship Transportation;
Cost Management;
Agriculture and Agribusiness Industry;
Africa;
Kenya;
Netherlands;
Europe
Shih, Willy C., Michael W. Toffel, and Pippa Tubman Armerding. "Sian Flowers: Fresher by Sea?" Harvard Business School Case 623-008, August 2022. (Revised October 2022.)
- August 2022
- Article
The Bulletproof Glass Effect: Unintended Consequences of Privacy Notices
By: Aaron R. Brough, David A. Norton, Shannon L. Sciarappa and Leslie K. John
Drawing from a content analysis of publicly traded companies’ privacy notices, a survey of managers, a field study, and five online experiments, this research investigates how consumers respond to privacy notices. A privacy notice, by placing legally enforceable limits...
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Keywords:
Choice;
Purchase Intent;
Privacy;
Privacy Notices;
Warnings;
Assurances;
Information Disclosure;
Trust;
Consumer Behavior;
Spending;
Decisions;
Information;
Communication
Brough, Aaron R., David A. Norton, Shannon L. Sciarappa, and Leslie K. John. "The Bulletproof Glass Effect: Unintended Consequences of Privacy Notices." Journal of Marketing Research (JMR) 59, no. 4 (August 2022): 739–754.
- August 2022
- Article
What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features
By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan
We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset...
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Keywords:
Sharing Economy;
Airbnb;
Property Demand;
Computer Vision;
Deep Learning;
Image Feature Extraction;
Content Engineering;
Property;
Marketing;
Demand and Consumers
Zhang, Shunyuan, Dokyun Lee, Param Vir Singh, and Kannan Srinivasan. "What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features." Management Science 68, no. 8 (August 2022): 5644–5666.
- July 2022
- Case
boAt Lifestyle
By: Rajiv Lal and Kairavi Dey
boAt began as a lifestyle brand in the consumer electronics category in 2016 with the aim of bringing affordable, durable, and fashionable audio products and accessories to millennials and Gen-Z customers in India. Born in 2016 with Amazon India as its only sales...
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Keywords:
Marketing;
Brands and Branding;
Initial Public Offering;
Digital Marketing;
Product Development;
Product Marketing;
Business or Company Management;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Asia;
India
Lal, Rajiv, and Kairavi Dey. "boAt Lifestyle." Harvard Business School Case 523-019, July 2022.
- July 2022
- Supplement
Solution for E-Commerce Analytics for CPG Firms (A): Estimating Sales
By: Ayelet Israeli
Keywords:
Data Analysis;
Data Analytics;
CPG;
Consumer Packaged Goods (CPG);
Estimation;
Online Channel;
Retail Analytics;
Retail;
Retailing Industry;
Data;
Data Sharing;
Bricks And Mortar;
Ecommerce;
Analytics and Data Science;
Analysis;
Sales;
Goods and Commodities;
Consumer Products Industry;
Consumer Products Industry;
United States
- July 2022
- Supplement
Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer
By: Ayelet Israeli
Keywords:
Data;
Data Analysis;
Data Analytics;
Data Sharing;
CPG;
Consumer Packaged Goods (CPG);
Delivery Planning;
Customer Lifetime Value;
Online Channel;
Retail;
Retail Analytics;
Retailing Industry;
Ecommerce;
Grocery;
Optimization;
Analytics and Data Science;
Analysis;
Customer Value and Value Chain;
Marketing Channels;
E-commerce;
Consumer Products Industry;
Consumer Products Industry;
United States
- July 2022
- Supplement
Solution for E-Commerce Analytics for CPG Firms (C): Free Delivery Terms
By: Ayelet Israeli
Keywords:
Data;
Data Analysis;
Data Analytics;
Data Sharing;
CPG;
Consumer Packaged Goods (CPG);
Delivery Planning;
Customer Lifetime Value;
Online Channel;
Retail;
Retail Analytics;
Retailing Industry;
Ecommerce;
Grocery;
Optimization;
Analytics and Data Science;
Analysis;
Customer Value and Value Chain;
Marketing Channels;
E-commerce;
Consumer Products Industry;
Consumer Products Industry;
United States
- July 2022 (Revised August 2022)
- Case
Athletic Brewing Company: Crafting the U.S. Non-Alcoholic Beer Category
By: Ayelet Israeli and Anne V. Wilson
Athletic Brewing Company (“Athletic,” for short) was founded by Bill Shufelt and John Walker in 2017. In creating Athletic, Shufelt and Walker opened the first U.S. brewery and taproom fully devoted to the production of non-alcoholic (NA) craft beer. By 2021, Athletic...
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Keywords:
Advertising;
Brands and Branding;
Product Development;
Product Marketing;
Product Positioning;
Product Launch;
Product Design;
Product;
Competition;
Marketing;
Entrepreneurship;
Growth Management;
Cultural Entrepreneurship;
Culture;
Food and Beverage Industry;
United States
Israeli, Ayelet, and Anne V. Wilson. "Athletic Brewing Company: Crafting the U.S. Non-Alcoholic Beer Category." Harvard Business School Case 523-021, July 2022. (Revised August 2022.)
- 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.
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Keywords:
Data;
Data Analysis;
Data Analytics;
Data Sharing;
CPG;
Consumer Packaged Goods (CPG);
Delivery Planning;
Customer Lifetime Value;
Online Channel;
Retail;
Retail Analytics;
Retailing Industry;
Ecommerce;
Grocery;
Optimization;
Analytics and Data Science;
Analysis;
Customer Value and Value Chain;
Marketing Channels;
E-commerce;
Consumer Products Industry;
Consumer Products Industry;
United States
- July 2022
- Case
General Mills: Responding to the Killing of George Floyd (A)
By: Debora L. Spar and Alicia Dadlani
Jeff Harmening, CEO of General Mills, one of the world's largest manufacturers of breakfast cereals and packaged foods, was deeply disturbed and instantly aware that he and General Mills would need to respond. George Floyd, an African-American man who had been accused...
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Keywords:
Race;
Decisions;
Social Issues;
Corporate Social Responsibility and Impact;
Consumer Products Industry;
Consumer Products Industry;
Minneapolis;
Minnesota;
United States
Spar, Debora L., and Alicia Dadlani. "General Mills: Responding to the Killing of George Floyd (A)." Harvard Business School Case 323-019, July 2022.
- July 2022
- Supplement
General Mills: Responding to the Killing of George Floyd (B)
By: Debora L. Spar and Alicia Dadlani
Jeff Harmening, CEO of General Mills, one of the world's largest manufacturers of breakfast cereals and packaged foods, was deeply disturbed and instantly aware that he and General Mills would need to respond. George Floyd, an African-American man who had been accused...
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Keywords:
Race;
Decisions;
Social Issues;
Corporate Social Responsibility and Impact;
Consumer Products Industry;
Minneapolis;
Minnesota;
United States
Spar, Debora L., and Alicia Dadlani. "General Mills: Responding to the Killing of George Floyd (B)." Harvard Business School Supplement 323-020, July 2022.
- July 1, 2022
- Editorial
New Transparency Rule Helps Rein in Health Care Costs
By: Regina E. Herzlinger and Cynthia A. Fisher
Over the last year, consumer prices have grown 60% faster than wages. Employers can help their employees contend with this high inflation by addressing a long-running source: health care costs.
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Herzlinger, Regina E., and Cynthia A. Fisher. "New Transparency Rule Helps Rein in Health Care Costs." Boston Herald (July 1, 2022).
- July 2022 (Revised February 2024)
- 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;
Medical Devices and Supplies Industry;
Medical Devices and Supplies Industry;
Medical Devices and Supplies Industry;
Medical Devices and Supplies Industry;
Medical Devices and Supplies Industry;
Medical Devices and Supplies Industry;
Medical Devices and Supplies Industry;
Medical Devices and Supplies Industry;
Canada;
United States;
United Kingdom
- July 2022
- Teaching Note
Arçelik (A), (B): From a Dealer Network to an Omnichannel Experience
By: Ayelet Israeli, Fares Khrais and Menna Hassan
Arçelik Turkey, the country’s market leader in household appliances, was at an omnichannel crossroads in January 2020. Arçelik was a B2B player utilizing a dealership network with an umbrella of brands and had one of the largest brick-and-mortar store networks in...
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Keywords:
Digital Marketing;
Bricks And Mortar;
Franchise Management;
Franchising;
Dealer Network;
Dealers;
B2B;
B2B2C;
Tradition;
Culture Change;
Cultural Adaptation;
Omnichannel;
Omnichannel Retail;
Omni-channel;
Omnichannel Retailing;
Sales Channels;
Sales Channel Development;
Channel Management;
Channels Of Distribution;
Marketplace;
Platforms;
Collaboration;
Online Channel;
Online Data;
Online Sales;
Online Shopping;
Online;
Retail;
Retailing;
Disruption;
Transformation;
Franchise Ownership;
Change Management;
Partners and Partnerships;
Consumer Behavior;
Sales;
Internet and the Web;
Marketing Strategy;
Conflict and Resolution;
Conflict Management;
Organizational Culture;
Distribution Channels;
Digital Transformation;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Turkey
- Winter 2022
- Article
Determinants of Small Business Reopening Decisions After COVID Restrictions Were Lifted
By: Dylan Balla-Elliott, Zoë B. Cullen, Edward L. Glaeser, Michael Luca and Christopher Stanton
The COVID-19 pandemic led to dramatic economic disruptions, including government-imposed restrictions that temporarily shuttered millions of American businesses. We use a nation-wide survey of thousands of small business owners to establish three main facts about...
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Keywords:
COVID-19;
Demand Forecasting;
Reopening;
Health Pandemics;
Government Administration;
Small Business
Balla-Elliott, Dylan, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, and Christopher Stanton. "Determinants of Small Business Reopening Decisions After COVID Restrictions Were Lifted." Journal of Policy Analysis and Management 41, no. 1 (Winter 2022): 278–317.
- 2022
- Working Paper
Pricing Power in Advertising Markets: Theory and Evidence
By: Matthew Gentzkow, Jesse M. Shapiro, Frank Yang and Ali Yurukoglu
Existing theories of media competition imply that advertisers will pay a lower price in equilibrium to reach consumers who multi-home across competing outlets. We generalize and extend this theoretical result and test it using data from television and social media...
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Gentzkow, Matthew, Jesse M. Shapiro, Frank Yang, and Ali Yurukoglu. "Pricing Power in Advertising Markets: Theory and Evidence." NBER Working Paper Series, No. 30278, July 2022.
- 2022
- Working Paper
Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments
By: Fanglin Chen, Xiao Liu, Davide Proserpio and Isamar Troncoso
We propose a method, Product2Vec, based on representation learning, that can automatically learn latent product attributes that drive consumer choices, to study product-level competition when the number of products is large. We demonstrate Product2Vec’s...
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Chen, Fanglin, Xiao Liu, Davide Proserpio, and Isamar Troncoso. "Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments." NYU Stern School of Business Research Paper Series, July 2022.
- June 2022
- Case
The SAH Group: The Time is Right
By: Juan Alcacer and Alpana Thapar
In January 2021, Jalila Mezni, cofounder and CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019,...
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Keywords:
Growth Management;
Expansion;
Business Divisions;
Product Positioning;
Brands and Branding;
Competition;
Presentations;
Consumer Products Industry;
Tunisia;
Kenya
Alcacer, Juan, and Alpana Thapar. "The SAH Group: The Time is Right." Harvard Business School Case 722-357, June 2022.