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Show Results For
- All HBS Web
(2,176)
- News (419)
- Research (1,463)
- Events (1)
- Multimedia (6)
- Faculty Publications (637)
- 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; Retail Industry; Consumer Products Industry; United States
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.)
- 2020
- Book
The Ends Game: How Smart Companies Stop Selling Products and Start Delivering Value
By: Marco Bertini and Oded Koenigsberg
How some firms are rewriting the rules of commerce by pursuing “ends”—actual outcomes—rather than selling “means”—their products and services. View Details
Bertini, Marco, and Oded Koenigsberg. The Ends Game: How Smart Companies Stop Selling Products and Start Delivering Value. Management on the Cutting Edge. Cambridge, MA: MIT Press, 2020.
- 7 Aug 2007
- Conference Presentation
From the Structure of the Value Chain to the Strategic Dynamics of Industry Sectors
By: Carliss Y. Baldwin, Michael Jacobides and Reza Dizaji
- April 2020 (Revised June 2022)
- Technical Note
Quantitative Analysis in Marketing
By: Sunil Gupta
Marketing is a combination of art and science that requires both qualitative and quantitative analysis to arrive at effective decisions. This note highlights how quantitative analysis can help in the following marketing decisions: estimating market size, determining... View Details
Gupta, Sunil. "Quantitative Analysis in Marketing." Harvard Business School Technical Note 520-091, April 2020. (Revised June 2022.)
- October 2021
- Article
Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach
By: Nicolas Padilla and Eva Ascarza
The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis
Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
- 2020
- Working Paper
Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach
By: Eva Ascarza
The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry
Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Harvard Business School Working Paper, No. 19-091, February 2019. (Revised May 2020. Accepted at the Journal of Marketing Research.)
- 01 Dec 2011
- News
At Your Service
Frei and Morriss: No heroics, please—partner with customers to make strategic service choices instead of trying to be the best at everything. In their new book, Uncommon Service: How to Win by Putting View Details
- May 2015
- Case
Pricing in a Digital World (2015)
By: John Gourville
Dynamic pricing, especially as practiced by Uber and Lift, seems to be all the rage. In this case, we look at five interesting applications of dynamic price and price customization, each made possible by advances in digital technology. These range from the online... View Details
- December 2017 (Revised March 2019)
- Case
Armarium: Luxury Fashion Brands for Rent
By: Jill Avery, David Fubini, Natasha Dossa and Devon Stewart
Armarium, a two-sided online platform that offered consumers the opportunity to rent the most coveted, current season high fashion clothing and accessories from the top global luxury brands, had emerged from its first sales season with two distinct customer segments:... View Details
Keywords: Brand Management; Retailing; Sharing Economy; Luxury Brand; Ecommerce; Startup; Fashion; Brand Positioning; Customer Acquisition; Internet Marketing; Marketing; Marketing Channels; Marketing Strategy; Brands and Branding; Business Startups; Luxury; Consumer Behavior; Growth and Development Strategy; Social Media; E-commerce; Fashion Industry; Retail Industry; Apparel and Accessories Industry; United States; North America
Avery, Jill, David Fubini, Natasha Dossa, and Devon Stewart. "Armarium: Luxury Fashion Brands for Rent." Harvard Business School Case 518-047, December 2017. (Revised March 2019.)
- May 2009
- Article
Customer-Based Valuation
By: Sunil Gupta
Customer lifetime value (CLV) has emerged as an important metric to manage and grow customers. Marketing scholars have written many books and articles on this topic. However, most of this research has focused on tactical marketing decisions. While this is important, it... View Details
Gupta, Sunil. "Customer-Based Valuation." Journal of Interactive Marketing 23, no. 2 (May 2009): 169–178.
- August 2018 (Revised May 2019)
- Case
Rev. Georgiette Morgan-Thomas & The American Hat Factory
By: Steven Rogers and Ariel Rogers
On a sunny Monday morning, Rev. Morgan-Thomas walked into her newly acquired hat factory thinking, “What have I gotten myself into? Things are worse than I imagined. Can I ever turn this company around given all of the known and unknown problems? Can I make it... View Details
Keywords: Millinery; Factory; B-to-B; B-to-C; Women's Hats; Crowns; Brims; Hat Maker; Custom; Wholesale; Arts; Buildings and Facilities; Business Ventures; Mergers and Acquisitions; Financial Crisis; Business History; Apparel and Accessories Industry; Fashion Industry; Manufacturing Industry; Retail Industry; Pennsylvania
Rogers, Steven, and Ariel Rogers. "Rev. Georgiette Morgan-Thomas & The American Hat Factory." Harvard Business School Case 319-009, August 2018. (Revised May 2019.)
- January 2017 (Revised October 2021)
- Case
Delivering the Goods at Shippo
By: Jeffrey J. Bussgang, Jeffrey F. Rayport and Olivia Hull
Laura Behrens Wu, CEO of software start-up Shippo, prepares her pitch for a Series A funding round following a successful seed round. Customer adoption of Shippo’s e-commerce dashboard application, which allows small and medium retailers to compare delivery rates... View Details
Keywords: Application Program Interface; API; API Strategy; Customer Cohorts; Churn; Retention; Entrepreneurship; Venture Capital; Business Startups; Strategy; Transition; Customer Focus and Relationships; Technological Innovation; Organizational Change and Adaptation; Valuation; Shipping Industry; Technology Industry; Retail Industry; San Francisco; California; United States
Bussgang, Jeffrey J., Jeffrey F. Rayport, and Olivia Hull. "Delivering the Goods at Shippo." Harvard Business School Case 817-065, January 2017. (Revised October 2021.)
- March 2020
- Teaching Note
onefinestay: Building a Luxury Experience in the Sharing Economy
By: Jill Avery and Anat Keinan
onefinestay was a two-sided marketplace that offered high-end home rentals to travelers who sought a more authentic and local experience than a typical upscale hotel might provide. After five years of rapid growth, it was time to do a comprehensive analysis of the... View Details
Keywords: Two-sided Marketplace; Two-sided Market; Hospitality Industry; Hotels; Luxury Brand; Sharing Economy; Startup; Scaling; Growth; Customer Segmentation; Brand Positioning; Marketing; Marketing Strategy; Brands and Branding; Luxury; Entrepreneurship; Business Startups; Business Model; Venture Capital; Customers; Segmentation; Growth and Development Strategy; Travel Industry; Tourism Industry; Accommodations Industry; United Kingdom; London; Europe
- April 2019
- Case
Afterpay U.S.: The Omnichannel Dilemma
By: Antonio Moreno, Donald Ngwe and George Gonzalez
In 2018, Nick Molnar, the founder of the Australia-based online payment service Afterpay began its expansion to the U.S. market. The service had gained a loyal following in Australia by enabling customers to pay for online purchases through four interest-free... View Details
Keywords: Omnichannel Retail; Multi-sided Platforms; Value Creation; Business Model Innovation; Fintech; Digital Marketing; Disruptive Innovation; Business Startups; Business Growth and Maturation; Business Model; Business Organization; For-Profit Firms; Change Management; Customer Value and Value Chain; Customer Relationship Management; Customer Satisfaction; Financing and Loans; Microfinance; Global Strategy; Marketing Channels; Brands and Branding; Marketing Strategy; Market Entry and Exit; Digital Platforms; Product Development; Supply Chain Management; Business and Stakeholder Relations; Networks; Network Effects; Internet and the Web; Financial Services Industry; Retail Industry; Technology Industry; United States; Australia
Moreno, Antonio, Donald Ngwe, and George Gonzalez. "Afterpay U.S.: The Omnichannel Dilemma." Harvard Business School Case 519-086, April 2019.
- March 2017 (Revised July 2019)
- Case
Walmart: Navigating a Changing Retail Landscape
By: Michael E. Porter and Jorge Ramirez-Vallejo
As the largest company, by revenue, in the world, Walmart has been a lightning rod for criticism. However, in an attempt to stay ahead of traditional and digital retailers, and keep customers satisfied with evolving demands, the company is strengthening its competitive... View Details
Keywords: Shared Value; Strategy; Department Stores; Sustainability; Social Responsibility Of Business; Value Creation; Competitive Strategy; Corporate Social Responsibility and Impact; Retail Industry
Porter, Michael E., and Jorge Ramirez-Vallejo. "Walmart: Navigating a Changing Retail Landscape." Harvard Business School Case 717-474, March 2017. (Revised July 2019.)
- 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; Consumer Products 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.
- February 2017
- Supplement
The De Beers Group: Exploring the Diamond Reselling Opportunity
By: Benjamin C. Esty, Daniel P. Gross and Lauren G. Pickle
In September 2014, Tom Montgomery (SVP of strategic initiatives at the De Beers Group) and his team launched a pilot program in the United States to explore the $1 billion diamond market for pre-owned (recycled) diamonds. According to Montgomery, the motivation for the... View Details
Keywords: Diamonds; Go-to-market Strategy; Secondary Market; Willingness To Pay; Pilot Program; Strategy Development; Strategy Execution; Scope; Marketing; Advertising; Branding; Customer Value; Pawn Shops; Jewelry; Supply And Demand; Corporate Strategy; Business Strategy; Vertical Integration; Advertising Campaigns; Value Creation; Retail Industry; Consumer Products Industry; Advertising Industry; Mining Industry; United States; United Kingdom; Africa; Botswana; South Africa; Namibia
- 16 Aug 2010
- Lessons from the Classroom
HBS Introduces Marketing Analysis Tools for Managers
Lifetime Value Analysis" toolkit complements the "HubSpot: Inbound Marketing and Web 2.0" case, which introduces the concept of calculating the value that a... View Details
Keywords: by Sarah Jane Gilbert
- September 2017 (Revised April 2022)
- Case
Tempur Sealy International (A)
By: Benjamin C. Esty and Lauren G. Pickle
This case explores the long-term relationship between Tempur Sealy (TPX, a mattress manufacturer) and Mattress Firm (MFRM, a bedding retailer and TPX's largest customer). For almost 20 years, the firms enjoyed a mutually beneficial and commercially prosperous... View Details
Keywords: Porter's 5 Forces; Bargaining Power; Buyer Power; Customer Power; Supplier Power; Negotiations; Value Capture; Consumer Durables; Consumer Discretionary; Mattresses; B-2-B; Industry Dynamics; Compensation; Corporate Strategy; Business Strategy; Value Creation; Competition; Cooperation; Private Equity; Distribution; Negotiation; Industry Structures; Customers; Relationships; Leadership; Distribution Industry; Manufacturing Industry; Retail Industry; Consumer Products Industry; United States; South Africa
Esty, Benjamin C., and Lauren G. Pickle. "Tempur Sealy International (A)." Harvard Business School Case 718-422, September 2017. (Revised April 2022.)
- November 2016 (Revised March 2018)
- Module Note
Strategy Execution Module 9: Building a Balanced Scorecard
By: Robert Simons
This module reading explains how to construct a strategy map and build a balanced scorecard. Using an internal value chain model, the module illustrates how a balanced scorecard can support and enable customer management, innovation, operations, and post-sale service... View Details
Keywords: Management Control Systems; Implementing Strategy; Execution; Performance Measurement; Strategy Map; Business Goals; Customer Measures; Strategy; Balanced Scorecard; Business Model
Simons, Robert. "Strategy Execution Module 9: Building a Balanced Scorecard." Harvard Business School Module Note 117-109, November 2016. (Revised March 2018.)