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- Faculty Publications (314)
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- All HBS Web (1,219)
- Faculty Publications (314)
- January 2021
- Supplement
E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer
By: Ayelet Israeli and Fedor (Ted) Lisitsyn
The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for...
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Keywords:
Data Analysis;
Data Analytics;
CPG;
Consumer Packaged Goods (CPG);
Online Channel;
Retail;
Retail Analytics;
Retailing Industry;
Data;
Data Sharing;
Ecommerce;
Assortment Optimization;
Assortment Planning;
Analytics and Data Science;
Retention;
Retail Industry;
Retail Industry;
United States
- 18 Apr 2005
- Research & Ideas
Prosper with Multi-Channel Retailing
For decades, major retailers offered customers only two methods of purchasing: directly at the store or from catalogs sent through the mail. With the advent of the Internet, retail companies that offered...
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- November 2017
- Teaching Note
Predicting Consumer Tastes with Big Data at Gap
By: Ayelet Israeli and Jill Avery
CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big...
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Keywords:
Brands;
Brand & Product Management;
Big Data;
"Marketing Analytics";
Consumer Behavior;
Predictive Analytics;
Forecasting;
Preferences;
Operation Management;
Distribution Channels;
Marketing;
Marketing Channels;
Marketing Strategy;
Brands and Branding;
Forecasting and Prediction;
Data and Data Sets;
Retail Industry;
Retail Industry;
Retail Industry;
United States;
North America
- April 1999 (Revised September 1999)
- Case
Compaq Computer: Consumer Notebook Group
By: David E. Bell and Ann Leamon
Presents the background for a video of a focus group on Compaq Computer's new consumer notebook. Engineers, manufacturers, and retailers had collaborated on the product design, which has been approved by the executive committee. A launch is scheduled for nine months...
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Keywords:
Human Resources;
Product Launch;
Product Design;
Outcome or Result;
Social and Collaborative Networks;
Corporate Strategy;
Computer Industry
Bell, David E., and Ann Leamon. "Compaq Computer: Consumer Notebook Group." Harvard Business School Case 599-053, April 1999. (Revised September 1999.)
- 19 May 2011
- Research & Ideas
Empathy: The Brand Equity of Retail
There's a famous line from the movie The Godfather, which is often repeated in corporate settings: "This is business, not personal." Ironically, though, that statement is actually bad business advice. During the Consortium for Operational Excellence in View Details
- 28 Nov 2018
- HBS Case
On Target: Rethinking the Retail Website
jimkruger In the mid-1990s, Target was a discount superstore behemoth. The retailer had set itself apart from chief rival Walmart with a focus on more upscale but wallet-friendly fashion and lifestyle lines, spurring double-digit growth...
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- 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;
Retail Industry;
Retail Industry;
United States
- January 2021
- Exercise
E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer
By: Ayelet Israeli and Fedor (Ted) Lisitsyn
The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for...
View Details
Keywords:
Data Analysis;
Data Analytics;
CPG;
Consumer Packaged Goods (CPG);
Online Channel;
Retail Analytics;
Retail;
Retailing Industry;
Data;
Data Sharing;
Ecommerce;
CRM;
Loyalty Management;
Assortment Planning;
Assortment Optimization;
Lifetime Value (LTV);
Analytics and Data Science;
Analysis;
Retention;
E-commerce;
Retail Industry;
Retail Industry;
United States
Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer." Harvard Business School Exercise 521-079, January 2021.
- May 2017 (Revised March 2018)
- Case
Predicting Consumer Tastes with Big Data at Gap
By: Ayelet Israeli and Jill Avery
CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big...
View Details
Keywords:
Retailing;
Preference Elicitation;
Big Data;
Predictive Analytics;
Artificial Intelligence;
Fashion;
Marketing;
Marketing Strategy;
Marketing Channels;
Brands and Branding;
Consumer Behavior;
Demand and Consumers;
Analytics and Data Science;
Forecasting and Prediction;
E-commerce;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
Consumer Products Industry;
United States;
Canada;
North America
Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Case 517-115, May 2017. (Revised March 2018.)
- July–August 2017
- Article
Why Outlet Stores Exist: Averting Cannibalization in Product Line Extensions
By: Donald Ngwe
Outlet stores are a large and growing component of many firms' retailing strategies, particularly in the fashion industry. Outlet stores offer attractive prices in locations far from central shopping districts. The main perspectives on why outlet stores exist can be...
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Keywords:
Fashion;
Industrial Organization;
Outlet Stores;
Price Discrimination;
Retail;
Channel Management;
Luxury;
Product Marketing;
Price;
Retail Industry;
Retail Industry
Ngwe, Donald. "Why Outlet Stores Exist: Averting Cannibalization in Product Line Extensions." Marketing Science 36, no. 4 (July–August 2017): 523–541.
- 19 Apr 2004
- Research & Ideas
Ground-Floor Opportunities for Retail in India
diversified from there. Now, as CEO and managing director of Pantaloon Retail (India) Limited, he oversees thirty-two department stores in fifteen cities. "Ordinary people are buying what the rich can afford," he said, adding...
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- 30 Sep 2021
- Blog Post
Driving Social Impact Through Consumer Behavior: Nonprofit to Finance to Retail with Nicole Krantz (MBA 2022)
owned golf chain, Golf Galaxy. The project was an ideal fit as Krantz is very interested in the future of retail and how traditional brick-and-mortar retailers can successfully incorporate View Details
Keywords:
Retail
- 2018
- Working Paper
Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets
By: Chaithanya Bandi, Antonio Moreno, Donald Ngwe and Zhiji Xu
We investigate how dynamic pricing can lead to more product returns in the online retail industry. Using detailed sales data of more than two million transactions from the Indian online retail market, where price promotions are very common, we document two types of...
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Keywords:
Cash On Delivery;
Dynamic Pricing;
Online Retail;
Payment Methods;
Strategic Customer Behavior;
Opportunistic Returns;
Price;
Policy;
Consumer Behavior;
Emerging Markets;
Retail Industry
Bandi, Chaithanya, Antonio Moreno, Donald Ngwe, and Zhiji Xu. "Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets." Harvard Business School Working Paper, No. 19-030, September 2018.
- Research Summary
The Role of Suggested Pricing in Retail
Does a $100 shirt seem more valuable when its price tag shows a 50 discount off an original price of $200? Pricing information in retail settings often has three components: an original price, a percent discount, and the final price. Little empirical evidence exists... View Details
- December 1995
- Article
Retail Competition in the Fast Moving Consumer Goods Industry: The Case of France and the U.K.
By: R. Lal, M. Corstjens and J. Corstjens
Lal, R., M. Corstjens, and J. Corstjens. "Retail Competition in the Fast Moving Consumer Goods Industry: The Case of France and the U.K." European Management Journal (December 1995).
- 10 Oct 2011
- Research & Ideas
Retailing Revolution: Category Killers on the Brink
productivity would improve—especially as the bricks-and-clicks retail model worked in an increasingly coordinated manner to offer the consumer a seamless shopping experience....
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- 19 Nov 2018
- Sharpening Your Skills
E-Santa: Is Retail Ready for Digital Christmas?
Banning Big Box Stores Can Hurt Local Retailers Research shows how regulations designed to protect independent retailers from big box competition may backfire. Empathy: The Brand Equity of View Details
- 05 May 2008
- Research & Ideas
Connecting with Consumers Using Deep Metaphors
time with them in their actual environment. This may mean spending time with consumers by observing them in their homes, on shopping excursions, at social functions, or at their jobs. Insights from this approach can be used for improving...
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- November 2019 (Revised December 2020)
- Case
Grupo Éxito: Facing Colombia's Competitive Grocery Retail Industry
By: José B. Alvarez, Carla Larangeira, Jenyfeer Martinez Buitrago and Miguel Diaz Moreno
Grupo Éxito, a leading South American retailer, faced declining market shares in Colombia in 2019 with the arrival of low-cost competitors and emerging digital trends. Originally founded in Medellín, Éxito had over the course of its seventy-year history evolved from a...
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Keywords:
Grocery;
Market Share;
Information Technology;
Trends;
Competitive Strategy;
Retail Industry;
Colombia;
Latin America
Alvarez, José B., Carla Larangeira, Jenyfeer Martinez Buitrago, and Miguel Diaz Moreno. "Grupo Éxito: Facing Colombia's Competitive Grocery Retail Industry." Harvard Business School Case 520-043, November 2019. (Revised December 2020.)