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Show Results For
- All HBS Web
(1,003)
- People (1)
- News (165)
- Research (732)
- Events (5)
- Multimedia (3)
- Faculty Publications (262)
- Research Summary
Incorporating Price and Inventory Endogeneity in Firm-Level Sales Forecasting.
Forecasting firm-level sales is a key activity in top-down planning in most organizations. In the retailing industry, firms can use inventory and price to stimulate demand. Hence, standard time series methods for sales forecasting can be improved by incorporating... View Details
- TeachingInterests
Marketing Models Doctoral Seminar
This course is a doctoral level course on Quantitative Marketing. We will cover methodological as well as substantive topics this semester. Methodological topics include: Choice models, Entry and Exit models, Dynamic structural models, Bayesian estimation methods... View Details
- January 2018
- Case
Ak Gıda: IPO or Strategic Sale
By: Suraj Srinivasan and Eren Kuzucu
In 2015, Yıldiz Holding, one of the world’s largest producer of confections, biscuits and crackers, was at the end of its divestiture process from Ak Gida, one of the leading dairy companies in Turkey. The company had adopted a dual track process, pursuing an initial... View Details
Keywords: Valuation; Private Sector; For-Profit Firms; Business Model; Business Strategy; Competitive Advantage; Growth and Development Strategy; Value Creation; Decision Making; Growth Management; Mergers and Acquisitions; Initial Public Offering; Business Conglomerates; Business Exit or Shutdown; Family Business; Joint Ventures; Food and Beverage Industry; Turkey
Srinivasan, Suraj, and Eren Kuzucu. "Ak Gıda: IPO or Strategic Sale." Harvard Business School Case 118-036, January 2018.
- February 2018
- Case
Rosslyn Resource: Monetization and Sales Strategy
By: Robert J. Dolan and Sunru Yong
Rosslyn Resource identifies exploration targets (potential mineral deposits) in the mining industry and advances them until the project can be monetized, usually through sale to a larger mining company, in return for an upfront fee and a royalty on future revenues.... View Details
Keywords: Strategy; Decision Choices and Conditions; Business Model; Organizational Change and Adaptation; Mining Industry
Dolan, Robert J., and Sunru Yong. "Rosslyn Resource: Monetization and Sales Strategy." Harvard Business School Brief Case 918-509, February 2018.
- 22 Mar 2017
- Research & Ideas
What's the Ideal Frequency for a Sales Quota?
according to Chung and Narayandas. The paper follows a 2013 study in which Chung and colleagues developed a structural model to determine the ideal frequency of quotas. That study showed that quarterly bonuses would improve View Details
Keywords: by Carmen Nobel
- January 2020 (Revised October 2021)
- Case
Zara: An Integrated Store and Online Model (A)
By: Antonio Moreno
In 2010, amidst the growth of ecommerce and the emergence of new, purely online, fashion players, Zara launched its first online store, Zara.com. Since then, Zara’s online business had grown at a fast pace. By 2018, 12% of Inditex Group’s total sales came from the... View Details
Keywords: Stores; Integration; Operations; Business Model; Strategy; E-commerce; Retail Industry; Fashion Industry; Europe
Moreno, Antonio. "Zara: An Integrated Store and Online Model (A)." Harvard Business School Case 620-073, January 2020. (Revised October 2021.)
- November 2016 (Revised December 2016)
- Case
Anthology: Pivoting the Business Model
By: Shikhar Ghosh and Christopher Payton
In July 2014, after 18 months and eight unsuccessful product launches, the CEO of Yabbly has agreed to sell his company to a larger, well-funded startup, providing a return of capital for his investors and a home for his team. Two weeks prior to the scheduled closing,... View Details
Keywords: Mergers & Acquisitions; Business Model; Business Plan; Business Startups; Entrepreneurship; Innovation Strategy; Mobile and Wireless Technology; Internet and the Web; Mergers and Acquisitions; Business Exit or Shutdown; Fairness; Valuation; Technology Industry; Consumer Products Industry; North America; United States; Seattle
Ghosh, Shikhar, and Christopher Payton. "Anthology: Pivoting the Business Model." Harvard Business School Case 817-066, November 2016. (Revised December 2016.)
- April 12, 2023
- Article
Using AI to Adjust Your Marketing and Sales in a Volatile World
By: Das Narayandas and Arijit Sengupta
Why are some firms better and faster than others at adapting their use of customer data to respond to changing or uncertain marketing conditions? A common thread across faster-acting firms is the use of AI models to predict outcomes at various stages of the customer... View Details
Keywords: Forecasting and Prediction; AI and Machine Learning; Consumer Behavior; Technology Adoption; Competitive Advantage
Narayandas, Das, and Arijit Sengupta. "Using AI to Adjust Your Marketing and Sales in a Volatile World." Harvard Business Review Digital Articles (April 12, 2023).
- September 2010
- Article
Do Inventory and Gross Margin Data Improve Sales Forecasts for U.S. Public Retailers?
By: Saravanan Kesavan, Vishal Gaur and Ananth Raman
Firm-level sales forecasts for retailers can be improved if we incorporate cost of goods sold, inventory, and gross margin (defined here as the ratio of sales to cost of goods sold) as three endogenous variables. We construct a simultaneous equations model, estimated... View Details
Keywords: Sales; Forecasting and Prediction; Distribution; Goods and Commodities; Cost; Public Sector; Profit; Mathematical Methods; Analytics and Data Science; Retail Industry; United States
Kesavan, Saravanan, Vishal Gaur, and Ananth Raman. "Do Inventory and Gross Margin Data Improve Sales Forecasts for U.S. Public Retailers?" Management Science 56, no. 9 (September 2010): 1519–1533.
- Article
How Real Sales Learning Happens: In the Flow of Work
By: Yuchun Lee, Mark Magnacca and Frank V. Cespedes
Most learning in sales is through peer learning in task-specific contexts, and the effects are cumulative because modeling behavior is a big driver of how salespeople develop. This is very different from the experience in most training seminars, especially if the... View Details
Lee, Yuchun, Mark Magnacca, and Frank V. Cespedes. "How Real Sales Learning Happens: In the Flow of Work." Learning Solutions (February 15, 2021).
- 12 Feb 2013
- Working Paper Summaries
Do Bonuses Enhance Sales Productivity? A Dynamic Structural Analysis of Bonus-Based Compensation Plans
- Web
B2B Sales and Distribution - Course Catalog
hire and manage first line sales managers, define a sales culture and create scalable compensation systems. The go-to-market design module will address how to choose an appropriate View Details
- February 2010
- Supplement
Real Property Negotiation Game (CW): Excel Model
By: Arthur I. Segel, John Vogel and Justin Seth Ginsburgh
This Excel model is used to analyze the deals made in The Real Property Negotiation Game, which simulates the experience negotiating the sale, purchase, or financing of a property. View Details
Do Bonuses Enhance Sales Productivity? A Dynamic Structural Analysis of Bonus-Based Compensation Plans
We estimate a dynamic structural model of sales force response to a bonus based compensation plan. Substantively, the paper sheds insights on how different elements of the compensation plan enhance productivity. We find evidence that: (1) bonuses enhance productivity... View Details
- 2010
- Working Paper
Do Bonuses Enhance Sales Productivity? A Dynamic Structural Analysis of Bonus-Based Compensation Plans
By: Doug J. Chung, Thomas J. Steenburgh and K. Sudhir
We estimate a dynamic structural model of sales force response to a bonus based compensation plan. The paper has two main methodological innovations: First, we implement empirically the method proposed by Arcidiacono and Miller (2010) to accommodate unobserved latent... View Details
Keywords: Compensation and Benefits; Performance Productivity; Mathematical Methods; Salesforce Management; Motivation and Incentives
Chung, Doug J., Thomas J. Steenburgh, and K. Sudhir. "Do Bonuses Enhance Sales Productivity? A Dynamic Structural Analysis of Bonus-Based Compensation Plans." Harvard Business School Working Paper, No. 11-041, October 2010.
- March–April 2014
- Article
Do Bonuses Enhance Sales Productivity? A Dynamic Structural Analysis of Bonus-Based Compensation Plans
By: Doug J. Chung, Thomas Steenburgh and K. Sudhir
We estimate a dynamic structural model of sales force response to a bonus based compensation plan. Substantively, the paper sheds insights on how different elements of the compensation plan enhance productivity. We find evidence that: (1) bonuses enhance productivity... View Details
Chung, Doug J., Thomas Steenburgh, and K. Sudhir. "Do Bonuses Enhance Sales Productivity? A Dynamic Structural Analysis of Bonus-Based Compensation Plans." Marketing Science 33, no. 2 (March–April 2014): 165–187. (Lead article. Featured in HBS Working Knowledge.)
Using AI to Adjust Your Marketing and Sales in a Volatile World
Why are some firms better and faster than others at adapting their use of customer data to respond to changing or uncertain marketing conditions? A common thread across faster-acting firms is the use of AI models to predict outcomes at various stages of the customer... View Details
- November 2022
- Case
Ajax Health: A New Model for Medical Technology Innovation
By: Regina E. Herzlinger and Ben Creo
This case teaches key success factors for both startup and established MedTech firms. It examines how to structure a firm to maximize innovation and financial returns with organizational structures that better align the incentives for the different skill sets... View Details
Keywords: Business Startups; Success; Innovation Strategy; Mergers and Acquisitions; Market Entry and Exit; Financial Strategy; Business Model; Partners and Partnerships; Entrepreneurship; Private Equity; Technology Industry; Medical Devices and Supplies Industry
Herzlinger, Regina E., and Ben Creo. "Ajax Health: A New Model for Medical Technology Innovation." Harvard Business School Case 323-043, November 2022.
- 30 Jun 2019
- Working Paper Summaries
The Comprehensive Effects of Sales Force Management: A Dynamic Structural Analysis of Selection, Compensation, and Training
- Web
Entrepreneurial Sales 101: Founder Selling - Course Catalog
‘Nothing happens until a sale is made’ Nothing happens until a sale is made. That simple point underlines the critical importance of sales. Every operating model and business... View Details