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  • All HBS Web  (2,032)
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    • News  (511)
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  • January 2021 (Revised March 2021)
  • Exercise

E-Commerce Analytics for CPG Firms (A): Estimating Sales

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); Estimation; Online Channel; Retail Analytics; Retail; Retailing Industry; Data; Data Sharing; Bricks And Mortar; Ecommerce; Direct-to-consumer; DTC; Analytics and Data Science; Sales; Marketing; E-commerce; Consumer Products Industry; Consumer Products Industry; United States
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Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (A): Estimating Sales." Harvard Business School Exercise 521-078, January 2021. (Revised March 2021.)
  • 25 Nov 2009
  • Working Paper Summaries

The Devil Wears Prada? Effects of Exposure to Luxury Goods on Cognition and Decision Making

Keywords: by Roy Y.J. Chua & Xi Zou; Consumer Products; Consumer Products
  • November–December 2013
  • Article

The Dynamic Effects of Bundling as a Product Strategy

By: Timothy Derdenger and Vineet Kumar
Several key questions in bundling have not been empirically examined: Is mixed bundling more effective than pure bundling or pure components? Does correlation in consumer valuations make bundling more or less effective? Does bundling serve as a complement or substitute... View Details
Keywords: Product Strategy; Bundling; Complementary Goods; Marketing; Strategy; Video Game Industry
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Derdenger, Timothy, and Vineet Kumar. "The Dynamic Effects of Bundling as a Product Strategy." Marketing Science 32, no. 6 (November–December 2013): 827–859.
  • February 2021 (Revised February 2021)
  • Background Note

eGrocery and the Role of Data for CPG Firms

By: Ayelet Israeli, Fedor (Ted) Lisitsyn and Mark A. Irwin
This notes provides information about the eGrocery industry and how traditional CPG companies handle this channel and potential data. It is recommended to use together with a series of exercises entitled: "E-Commerce Analytics for CPG Firms (A), (B), and (C)." View Details
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
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Israeli, Ayelet, Fedor (Ted) Lisitsyn, and Mark A. Irwin. "eGrocery and the Role of Data for CPG Firms." Harvard Business School Background Note 521-077, February 2021. (Revised February 2021.)
  • 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
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Israeli, Ayelet. "Solution for E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Spreadsheet Supplement 523-706, July 2022.
  • January 2019
  • Supplement

Understanding the Brand Equity of Nestlé Crunch Bar (B): Data Analysis

By: Jill Avery and Gerald Zaltman
In early 2018, Nestlé announced the sale of its U.S. candy-making division and a select collection of 20 of its confectionery brands, including the Nestlé Crunch Bar, to Ferrero SpA for $2.8 billion. Luckily, an old consumer research study on the Nestlé Crunch Bar... View Details
Keywords: Brand Management; Market Research; Brand Positioning; Value Proposition; Consumer Products; Fast Moving Consumer Goods; Qualitative Methods; Zaltman Metaphor Elicitation Technique; ZMET; Data Analysis; Marketing; Marketing Strategy; Brands and Branding; Consumer Behavior; Marketing Communications; Analytics and Data Science; Analysis; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; United States; North America; Italy
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Avery, Jill, and Gerald Zaltman. "Understanding the Brand Equity of Nestlé Crunch Bar (B): Data Analysis." Harvard Business School Supplement 519-062, January 2019.
  • 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
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Israeli, Ayelet. "Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer." Harvard Business School Spreadsheet Supplement 523-705, July 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. View Details
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
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Israeli, Ayelet. "eGrocery and the Role of Data and E-Commerce Analytics for CPG Firms." Harvard Business School Teaching Note 523-012, July 2022.
  • July–August 2013
  • Article

Complementary Goods: Creating, Capturing, and Competing for Value

By: Taylan Yalcin, Elie Ofek, Oded Koenigsberg and Eyal Biyalogorsky
This paper studies the strategic interaction between firms producing strictly complementary products. With strict complements, a consumer derives positive utility only when both products are used together. We show that value-capture and value-creation problems arise... View Details
Keywords: Complementary Goods; Product Development; Royalty Fees; Product Marketing; Competition
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Yalcin, Taylan, Elie Ofek, Oded Koenigsberg, and Eyal Biyalogorsky. "Complementary Goods: Creating, Capturing, and Competing for Value." Marketing Science 32, no. 4 (July–August 2013): 554–569.
  • January 2021 (Revised March 2021)
  • Exercise

E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

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; 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; Grocery Delivery; Margins; Analytics and Data Science; Retention; E-commerce; Consumer Products Industry; Consumer Products Industry; United States
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Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Exercise 521-080, January 2021. (Revised March 2021.)
  • February 1969
  • Article

Test of a Product Cycle Model of International Trade: U.S. Exports of Consumer Durables

By: Louis T Wells Jr
Keywords: Global Range; Trade; Product; Goods and Commodities; United States
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Wells, Louis T., Jr. "Test of a Product Cycle Model of International Trade: U.S. Exports of Consumer Durables." Quarterly Journal of Economics 83, no. 1 (February 1969): 152–62. (Also reprinted in Wells, The Product Life Cycle and International Trade.)
  • April 14, 2017
  • Article

Companies Like United Need to Cultivate Good Judgment, and Free Their Employees to Use It

By: John A. Deighton
United Airlines has pledged to improve its training programs and empower its employees to put customers first in the wake of a video showing a passenger being dragged from a plane. Of all the U.S. air carriers, United should have known the power of social media and... View Details
Keywords: Crisis Management; Customer Focus and Relationships; Employees; Training; Air Transportation Industry
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Deighton, John A. "Companies Like United Need to Cultivate Good Judgment, and Free Their Employees to Use It." Harvard Business Review (website) (April 14, 2017).
  • January 2021 (Revised March 2021)
  • Supplement

E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

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; 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; Grocery Delivery; Margins; Retention; Analytics and Data Science; Analysis; Consumer Products Industry; Consumer Products Industry; United States
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Israeli, Ayelet, and Fedor (Ted) Lisitsyn. "E-Commerce Analytics for CPG Firms (C): Free Delivery Terms." Harvard Business School Spreadsheet Supplement 521-714, January 2021. (Revised March 2021.)
  • 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; Consumer Products Industry; Consumer Products Industry; United States
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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.
  • December 2017 (Revised January 2022)
  • Supplement

Bega Cheese: Bidding to Bring Vegemite Back Home

By: Benjamin C. Esty and Lauren G. Pickle
In January 2017, the leadership team of Bega Cheese—the Australian dairy company—was considering a bid for Mondelēz International’s Australia and New Zealand (ANZ) grocery business which included several leading consumer brands including Vegemite, the iconic Australian... View Details
Keywords: Mergers & Acquisitions; Value Drivers; Discounted Cash Flow (DCF); Dairy Industry; Corporate Scope; Consumer Goods; Iconic Brands; Bidding Strategy; Cross Border; Financing; Mergers and Acquisitions; Valuation; Value Creation; Business Divisions; Capital Structure; Food; Bids and Bidding; Diversification; Brands and Branding; Corporate Finance; Consumer Products Industry; Consumer Products Industry; Australia; United States
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Esty, Benjamin C., and Lauren G. Pickle. "Bega Cheese: Bidding to Bring Vegemite Back Home." Harvard Business School Spreadsheet Supplement 218-713, December 2017. (Revised January 2022.)
  • December 2017 (Revised February 2021)
  • Case

Bega Cheese: Bidding to Bring Vegemite Back Home

By: Benjamin C. Esty and Lauren G. Pickle
In January 2017, the leadership team of Bega Cheese—the Australian dairy company—was considering a bid for Mondelēz International’s Australia and New Zealand (ANZ) grocery business, which included several leading consumer brands such as Vegemite, the iconic Australian... View Details
Keywords: Mergers & Acquisitions; Value Drivers; Discounted Cash Flow (DCF); Dairy Industry; Corporate Scope; Consumer Goods; Iconic Brands; Bidding Strategy; Cross Border; Financing; Mergers and Acquisitions; Valuation; Value Creation; Diversification; Business Divisions; Corporate Finance; Capital Structure; Food; Bids and Bidding; Consumer Products Industry; Consumer Products Industry; Australia; United States
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Esty, Benjamin C., and Lauren G. Pickle. "Bega Cheese: Bidding to Bring Vegemite Back Home." Harvard Business School Case 218-001, December 2017. (Revised February 2021.)
  • October 2015 (Revised September 2016)
  • Case

Whirlpool Corp.: Structuring the Deal to Acquire Hefei Rongshida Sanyo Electric Company

By: Benjamin C. Esty and Nancy Hua Dai
Ian Lee, Whirlpool's VP for North Asia, had been negotiating a possible acquisition with Jackie Jin, the chairman of a leading Chinese appliance manufacturer named Hefei Rongshida Sanyo Electric Company (Hefei Sanyo), for almost six months when suddenly Hefei Sanyo's... View Details
Keywords: Mergers & Acquisitions; Regulation; Cross-border Investment; Brand Names; State-owned Enterprise (SOE); Appliances; White Goods; Consumer Durables; Negotiation; Valuation; Mergers and Acquisitions; State Ownership; Foreign Direct Investment; Brands and Branding; Consumer Products Industry; China
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Esty, Benjamin C., and Nancy Hua Dai. "Whirlpool Corp.: Structuring the Deal to Acquire Hefei Rongshida Sanyo Electric Company." Harvard Business School Case 216-019, October 2015. (Revised September 2016.)
  • January 2018 (Revised October 2019)
  • Case

Christie's and Leonardo da Vinci's Salvator Mundi: The Value of a Brand

By: Jill Avery
A 16th century Renaissance masterpiece, missing for 137 years, believed by many to have been destroyed and then rediscovered less than a decade ago, becomes the most expensive painting ever sold, all the while surrounded by controversy. Did the buyer of Leonardo da... View Details
Keywords: Brands; Brand Valuation; Art Collector; Arts Marketing; Auction House; Auctions; Luxury Brand; Luxury Consumers; Luxury Goods; Marketing; Valuation; Marketing Strategy; Arts; Luxury; Value; Brands and Branding; Fine Arts Industry; Italy; United Kingdom; Europe; United States; United Arab Emirates
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Avery, Jill. "Christie's and Leonardo da Vinci's Salvator Mundi: The Value of a Brand." Harvard Business School Case 518-066, January 2018. (Revised October 2019.)
  • February 2018 (Revised April 2018)
  • Case

Yunnan Baiyao: Transforming a Chinese State-Owned Enterprise

By: Michael Chu, William C. Kirby, Nancy Hua Dai and Yuanzhuo Wang
This case tells the story of how Wang Minghui, Chairman of Yunnan Baiyao Group since 1999, transformed a single-product traditional Chinese medicine (TCM) state-owned enterprise (SOE) into a major diversified consumer health player in China's highly competitive... View Details
Keywords: State-owned Enterprise (SOE); Traditional Chinese Medicine; Yunnan; Yunnan Baiyao; Consumer Health; Enterprise Transformation; Transformation; Health; Business History; State Ownership; Private Ownership; Business Strategy; Commercialization; Competition; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; China
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Chu, Michael, William C. Kirby, Nancy Hua Dai, and Yuanzhuo Wang. "Yunnan Baiyao: Transforming a Chinese State-Owned Enterprise." Harvard Business School Case 318-078, February 2018. (Revised April 2018.)
  • December 2017
  • Supplement

Bega Cheese: Bidding to Bring Vegemite Back Home

By: Benjamin C. Esty and Lauren G. Pickle
In January 2017, the leadership team of Bega Cheese—the Australian dairy company—was considering a bid for Mondelēz International’s Australia and New Zealand (ANZ) grocery business which included several leading consumer brands (Vegemite—the iconic Australian spread,... View Details
Keywords: Mergers & Acquisitions; Value Drivers; Discounted Cash Flow (DCF); Dairy Industry; Corporate Scope; Diversification; Consumer Goods; Iconic Brands; Australia; Corporate Finance; Bidding Strategy; Cross Border; Mergers and Acquisitions; Valuation; Value Creation; Business Divisions; Capital Structure; Food; Bids and Bidding; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Australia; United States
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Esty, Benjamin C., and Lauren G. Pickle. "Bega Cheese: Bidding to Bring Vegemite Back Home." Harvard Business School Spreadsheet Supplement 218-701, December 2017.
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