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- All HBS Web (478)
- Faculty Publications (104)
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- May 1995
- Teaching Note
Retail Promotional Pricing: When Is a Sale Really a Sale? (A) & (B) TN
By: David E. Bell
Teaching Note for (9-591-111) and (9-591-112).
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- September 2021 (Revised December 2021)
- Case
STARZPLAY: Shooting for the Stars
By: Elie Ofek, Marco Bertini and Alpana Thapar
In mid-2021, Maaz Sheikh, cofounder and CEO of STARZPLAY, a Dubai-based subscription video on demand (SVOD) provider that catered to the Middle East and North Africa region, was wrestling with how to find the right balance between continued subscriber growth and...
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Keywords:
Pricing;
Growth;
Profitability;
Subscription Business;
Business Model Innovation;
Fintech;
Subscription;
Performance Measurement;
Promotions;
International Marketing;
Streaming;
Competition;
Marketing;
Price;
Strategy;
Entrepreneurship;
Performance;
Measurement and Metrics;
Business Model;
Media and Broadcasting Industry;
Middle East;
North Africa
Ofek, Elie, Marco Bertini, and Alpana Thapar. "STARZPLAY: Shooting for the Stars." Harvard Business School Case 522-005, September 2021. (Revised December 2021.)
- Article
Competition and Cost Accounting
By: V.G. Narayanan and Michael Smith
The central theme of Competition and Cost Accounting is that strategic considerations may make it desirable for a firm to have divisions and product managers internalize something other than their true costs. In the case of transfer prices, a high transfer price...
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Keywords:
Cost Allocation;
Transfer Pricing;
Decentralization;
Bertrand And Cournot Competition;
Cost Accounting
Narayanan, V.G., and Michael Smith. "Competition and Cost Accounting." Foundations and Trends® in Accounting 7, no. 3 (2012): 131–195. (Published: 11 April 2013.)
- November 2015 (Revised February 2016)
- Case
Allianz Turkey: Focus on the Customer (A)
By: W. Earl Sasser and Gamze Yucaoglu
At the age of 39, Solmaz Altın took over the helm at Allianz Turkey. Solmaz quickly realized that, although the insurance market was thinly penetrated in Turkey, the company was operating in a very competitive environment with pressure on prices and, hence, cost...
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Keywords:
Service Excellence;
Customer Experience;
Customer Service;
Emerging Market;
Customer Focus;
Net Promoter Score;
Customer Relationship Management;
Competition;
Leading Change;
Service Operations;
Emerging Markets;
Customer Satisfaction;
Insurance Industry;
Turkey
Sasser, W. Earl, and Gamze Yucaoglu. "Allianz Turkey: Focus on the Customer (A)." Harvard Business School Case 316-093, November 2015. (Revised February 2016.)
- November 2015 (Revised February 2016)
- Supplement
Allianz Turkey: Focus on the Customer (B)
By: W. Earl Sasser and Gamze Yucaoglu
At the age of 39, Solmaz Altın took over the helm at Allianz Turkey. Solmaz quickly realized that, although the insurance market was thinly penetrated in Turkey, the company was operating in a very competitive environment with pressure on prices and, hence, cost...
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Keywords:
Service Excellence;
Customer Experience;
Customer Service;
Emerging Market;
Customer Focus;
Net Promoter Score;
Customer Relationship Management;
Competition;
Leading Change;
Service Operations;
Emerging Markets;
Customer Satisfaction;
Insurance Industry;
Turkey
Sasser, W. Earl, and Gamze Yucaoglu. "Allianz Turkey: Focus on the Customer (B)." Harvard Business School Supplement 316-094, November 2015. (Revised February 2016.)
- 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.
- September 2020 (Revised July 2022)
- Technical Note
Algorithmic Bias in Marketing
By: Ayelet Israeli and Eva Ascarza
This note focuses on algorithmic bias in marketing. First, it presents a variety of marketing examples in which algorithmic bias may occur. The examples are organized around the 4 P’s of marketing – promotion, price, place and product—characterizing the marketing...
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Keywords:
Algorithmic Data;
Race And Ethnicity;
Promotion;
"Marketing Analytics";
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analysis;
Data Analytics;
E-Commerce Strategy;
Discrimination;
Targeting;
Targeted Advertising;
Pricing Algorithms;
Ethical Decision Making;
Customer Heterogeneity;
Marketing;
Race;
Ethnicity;
Gender;
Diversity;
Prejudice and Bias;
Marketing Communications;
Analytics and Data Science;
Analysis;
Decision Making;
Ethics;
Customer Relationship Management;
E-commerce;
Retail Industry;
Apparel and Accessories Industry;
United States
Israeli, Ayelet, and Eva Ascarza. "Algorithmic Bias in Marketing." Harvard Business School Technical Note 521-020, September 2020. (Revised July 2022.)
- 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
- March 2024 (Revised May 2024)
- Case
Masterpiece for the Masses: The First Art Exchange ARTEX
By: Lauren Cohen, Anastasiya Siroochenko (Siro) and Sophia Pan
Yassir Benjelloun-Touimi, CEO of ARTEX, aspired to marry the world of art and finance. Hoping to promote transparent, fractionalized ownership of renowned artwork, the founder had spent years contemplating the birth of an art stock market. This exchange would allow...
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Keywords:
Assets;
Trading;
Art Market;
Art Fair;
Tokenization;
Democratization;
Exchange Traded Fund;
Diversification;
Price Monitoring;
Trends And Opportunities;
Financial Liquidity;
Financial Markets;
Arts;
Financial Strategy;
Initial Public Offering;
Investment;
Investment Return;
Technological Innovation;
Business Model;
Trends;
Stocks;
Financial Instruments;
Financial Services Industry;
Paris;
France
Cohen, Lauren, Anastasiya Siroochenko (Siro), and Sophia Pan. "Masterpiece for the Masses: The First Art Exchange ARTEX." Harvard Business School Case 224-086, March 2024. (Revised May 2024.)
- September 2020 (Revised June 2023)
- Exercise
Artea: Designing Targeting Strategies
By: Eva Ascarza and Ayelet Israeli
This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The...
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Keywords:
Algorithmic Data;
Race And Ethnicity;
Experimentation;
Promotion;
"Marketing Analytics";
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analytics;
Data Analysis;
E-Commerce Strategy;
Discrimination;
Targeted Advertising;
Targeted Policies;
Targeting;
Pricing Algorithms;
A/B Testing;
Ethical Decision Making;
Customer Base Analysis;
Customer Heterogeneity;
Coupons;
Algorithmic Bias;
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
Ascarza, Eva, and Ayelet Israeli. "Artea: Designing Targeting Strategies." Harvard Business School Exercise 521-021, September 2020. (Revised June 2023.)
- Research Summary
The Asymmetric Effect of Discount Retraction on Subsequent Choice
This paper examines the subsequent impact of a temporary price discount on brand preference after the promotion is retracted. Theorizing that price salience has an impact on price sensitivity, we propose that the effects of retracting a discount depend on the promoted...
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- May 1997 (Revised June 2003)
- Case
Prestige Telephone Company
By: William J. Bruns Jr.
An independent regulated telephone company has established a computer services subsidiary that seems to remain unprofitable. Managers must determine whether it is profitable or not and consider changes in pricing or promotion that might improve profitability. A...
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Keywords:
Management Analysis, Tools, and Techniques;
Profit;
Cost vs Benefits;
Business Subsidiaries;
Telecommunications Industry
Bruns, William J., Jr. "Prestige Telephone Company." Harvard Business School Case 197-097, May 1997. (Revised June 2003.)
- June 2004 (Revised November 2005)
- Case
Salem Telephone Company
By: William J. Bruns Jr. and Julie Hertenstein
A computer subsidiary appears to be unprofitable. Managers must determine whether it is actually unprofitable and consider whether changes in prices or promotion might improve profitability. Allows clear separation of variable costs from fixed costs. A rewritten...
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Keywords:
Cost;
Business Earnings;
Cost vs Benefits;
Cost Management;
Profit;
Telecommunications Industry
Bruns, William J., Jr., and Julie Hertenstein. "Salem Telephone Company." Harvard Business School Case 104-086, June 2004. (Revised November 2005.)
- September 1990 (Revised November 1994)
- Case
Kao Corp.
By: John A. Quelch
As the Japanese diaper market expands, Kao management must determine its response to new product introductions by its two major competitors. Options include launching a new premium priced brand or a new low priced brand, or increasing advertising and promotion...
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Keywords:
Competition;
Marketing Strategy;
Industry Growth;
Product Launch;
Brands and Branding;
Consumer Products Industry;
Japan
Quelch, John A. "Kao Corp." Harvard Business School Case 591-012, September 1990. (Revised November 1994.)
- January 1980 (Revised August 1985)
- Case
Cumberland Metal Industries: Engineered Products Division--1980
Cumberland Metal Industries has developed a new product to help contractors drive piles faster. They are trying to decide how to price it. Provides substantial information on the industry, competition, etc. Students must decide what factors are relevant in making an...
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Keywords:
Price;
Information;
Marketing Channels;
Distribution Channels;
Product Development;
Consumer Products Industry
Shapiro, Benson P. "Cumberland Metal Industries: Engineered Products Division--1980." Harvard Business School Case 580-104, January 1980. (Revised August 1985.)
- May 1984 (Revised August 1987)
- Case
Raymond Mushroom Corp.
In April 1984 Deborah Raymond, president of Raymond Mushrooms was deciding whether or not to raise prices on Raymond canned mushrooms in conjunction with an advertising promotional program to build consumer preference.
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Keywords:
Product Positioning;
Advertising;
Decisions;
Price;
Management Teams;
Food and Beverage Industry
Shapiro, Benson P. "Raymond Mushroom Corp." Harvard Business School Case 584-093, May 1984. (Revised August 1987.)
- March 2005
- Case
Henkel Iberica (A)
By: Francisco de Asis Martinez-Jerez, V.G. Narayanan and Lisa Brem
In 2002, Esteban Garriga, customer service director at Henkel Iberica, questions whether Collaborative Planning, Forecasting, and Replenishment (CPFR) would help manage retail promotions and limit their impact on the stock-outs and obsolete inventory. Describes the...
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Keywords:
Business Subsidiaries;
Forecasting and Prediction;
Price;
Distribution Channels;
Strategic Planning;
Commercialization;
Valuation;
Rail Industry;
Germany;
Spain
Martinez-Jerez, Francisco de Asis, V.G. Narayanan, and Lisa Brem. "Henkel Iberica (A)." Harvard Business School Case 105-023, March 2005.
- October 1994
- Case
Campbell Soup Company: A Leader in Continuous Replenishment Innovations
Campbell Soup, like most food manufacturers, faced grocery chain and wholesale demand for its goods driven by Campbell's own promotional pricing structure rather than retail consumer demand. Former policies to encourage overstock created huge swings in production and...
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McKenney, James L., and Theodore H. Clark. "Campbell Soup Company: A Leader in Continuous Replenishment Innovations." Harvard Business School Case 195-124, October 1994.
- July 1994 (Revised January 1997)
- Case
Steamboat Ski & Resort Corporation
The largest ski resort in Colorado must determine how to select customer segments to focus its promotional and service-delivery efforts. Making segmentation work depends on reordering its pricing policy and "service packages."
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Rayport, Jeffrey F., Mary E. Callahan, Don Bramley, Katie King, and Hilary Nicholas. "Steamboat Ski & Resort Corporation." Harvard Business School Case 395-019, July 1994. (Revised January 1997.)
- March 2007
- Case
Hallstead Jewelers
By: William J. Bruns Jr.
A retail jeweler has relocated to a larger store and is experiencing losses for the first time. Sales and costs have increased along with the breakeven point. Changes in pricing and promotion must be explored. Alternative actions to return to profitability can be...
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Keywords:
Restructuring;
Transition;
Marketing Channels;
Outcome or Result;
Performance Evaluation;
Opportunities;
Commercialization;
Apparel and Accessories Industry
Bruns, William J., Jr. "Hallstead Jewelers." Harvard Business School Case 107-060, March 2007.