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  • All HBS Web  (586)
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    • News  (74)
    • Research  (441)
    • Events  (7)
  • Faculty Publications  (115)
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  • March 2024
  • Article

The Asymmetric Mispricing Information in Analysts’ Target Prices

By: Jeremiah Green, John R. M. Hand and Anywhere Sikochi
We study the mispricing information present in the target prices of U.S. and international analysts. We hypothesize that asymmetry in the value-relevance of the information that managers supply to analysts, combined with asymmetry in the incentives facing analysts to... View Details
Keywords: Analysts; Target Prices; Mispricing; Cost Of Equity; Valuation; Price; Cost; Analysis; Theory
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Green, Jeremiah, John R. M. Hand, and Anywhere Sikochi. "The Asymmetric Mispricing Information in Analysts’ Target Prices." Review of Accounting Studies 29, no. 1 (March 2024): 889–915.
  • March 2021
  • Article

Targeted Price Controls on Supermarket Products

By: Alberto Cavallo and Diego Aparicio
We study the impact of targeted price controls for supermarket products in Argentina from 2007 to 2015. Using web scraping, we collected daily prices for controlled and non-controlled goods and measured the differential effects on inflation, product availability, and... View Details
Keywords: Prices; Controls; Price Dispersion; Economics; Price; Cost Management; Goods and Commodities; Retail Industry; Argentina
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Cavallo, Alberto, and Diego Aparicio. "Targeted Price Controls on Supermarket Products." Review of Economics and Statistics 103, no. 1 (March 2021): 60–71.
  • 15 Mar 2018
  • Working Paper Summaries

Targeted Price Controls on Supermarket Products

Keywords: by Alberto Cavallo and Diego Aparicio; Food & Beverage
  • 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... View Details
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
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Ascarza, Eva, and Ayelet Israeli. "Artea: Designing Targeting Strategies." Harvard Business School Exercise 521-021, September 2020. (Revised June 2023.)
  • 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... View Details
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
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Israeli, Ayelet, and Eva Ascarza. "Artea Dashboard and Targeting Policy Evaluation." Harvard Business School Simulation 523-707, June 2023.
  • October 2007
  • Background Note

Price Formation

By: Joshua D. Coval and Erik Stafford
Investigates how prices are formed in competitive capital markets. Focuses on a single security called AOE. Students compete with computer traders and each other for market making and informed trading profits. Participants receive a variety of public news in the form... View Details
Keywords: Capital Markets; Price; Profit; Corporate Disclosure; Newsletters; Industry Structures; Business Processes; Competitive Strategy
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Coval, Joshua D., and Erik Stafford. "Price Formation." Harvard Business School Background Note 208-040, October 2007.
  • 2022
  • Article

Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response

By: Alexander MacKay and Samuel N. Weinstein
Pricing algorithms are rapidly transforming markets, from ride-sharing apps, to air travel, to online retail. Regulators and scholars have watched this development with a wary eye. Their focus so far has been on the potential for pricing algorithms to facilitate... View Details
Keywords: Competition Policy; Regulation; Algorithmic Pricing; Dynamic Pricing; Economics; Law And Economics; Law And Regulation; Consumer Protection; Antitrust Law; Industrial Organization; Antitrust Issues And Policies; Technological Change: Choices And Consequences; Competition; Policy; Price; Governing Rules, Regulations, and Reforms; Microeconomics; Duopoly and Oligopoly; Law
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MacKay, Alexander, and Samuel N. Weinstein. "Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response." Washington University Law Review 100, no. 1 (2022): 111–174. (Direct download.)
  • Article

Regulating Hospital Prices Based on Market Concentration Is Likely to Leave High-Price Hospitals Unaffected

By: Maximilian J. Pany, Michael E. Chernew and Leemore S. Dafny
Concern about high hospital prices for commercially insured patients has motivated several proposals to regulate these prices. Such proposals often limit regulations to highly concentrated hospital markets. Using a large sample of 2017 US commercial insurance claims,... View Details
Keywords: Health Care Providers; Hospitals; Insurance Market Regulation; Price Regulation; Markets; Health Care and Treatment; Cost; Quality; Insurance; Price; Governing Rules, Regulations, and Reforms
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Pany, Maximilian J., Michael E. Chernew, and Leemore S. Dafny. "Regulating Hospital Prices Based on Market Concentration Is Likely to Leave High-Price Hospitals Unaffected." Health Affairs 40, no. 9 (September 2021): 1386–1394.
  • 22 Oct 2019
  • Research & Ideas

Use Artificial Intelligence to Set Sales Targets That Motivate

Setting the right sales targets for employees is a difficult balancing act, with long-term consequences on growth and morale. Setting a target too low, making it easily achievable, might cause an an employee... View Details
Keywords: by Michael Blanding
  • 2020
  • Case

Brightline: Targeting a Successful Future with High Speed Rail

By: Andrew J. Hoffman
High-speed rail (HSR) is a high-performance transportation technology that is time competitive with airplanes and automobiles, and is an environmentally preferable alternative due to its low carbon dioxide emissions. Brightline is a Florida HSR system in Phase II of... View Details
Keywords: Environmental Sustainability; Marketing Strategy; Segmentation; Transportation Industry
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Hoffman, Andrew J. "Brightline: Targeting a Successful Future with High Speed Rail." William Davidson Institute Case 2-982-867, 2020.
  • 2014
  • Working Paper

Principals and Their Car Dealers: What Do Targets Tell About Their Relation?

By: Jan Bouwens, Eddy Cardinaels and Jingwen Zhang
In this study we describe target setting and target achievements for a car dealership. Car dealers are eligible for a discount on the purchase price conditional on their achieving the sales targets set by the franchisor. We show that car dealers (franchisees) who... View Details
Keywords: Goals and Objectives; Motivation and Incentives; Franchise Ownership; Auto Industry; Retail Industry
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Bouwens, Jan, Eddy Cardinaels, and Jingwen Zhang. "Principals and Their Car Dealers: What Do Targets Tell About Their Relation?" Harvard Business School Working Paper, No. 14-107, April 2014.
  • Article

The Perils of Proactive Churn Prevention Using Plan Recommendations: Evidence from a Field Experiment

By: Eva Ascarza, Raghuram Iyengar and Martin Schleicher
Facing the issue of increasing customer churn, many service firms have begun recommending pricing plans to their customers. One reason behind this type of retention campaign is that customers who subscribe to a plan suitable for them should be less likely to churn... View Details
Keywords: Churn/retention; Field Experiment; Pricing; Tariff/plan Choice; Targeting; Customer Relationship Management; Price; Performance Effectiveness
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Ascarza, Eva, Raghuram Iyengar, and Martin Schleicher. "The Perils of Proactive Churn Prevention Using Plan Recommendations: Evidence from a Field Experiment." Journal of Marketing Research (JMR) 53, no. 1 (February 2016): 46–60.
  • September 2003 (Revised June 2007)
  • Case

Virgin Mobile USA: Pricing for the Very First Time

Dan Schulman, the CEO of Virgin Mobile USA, must develop a pricing strategy for a new wireless phone service targeted toward consumers in their teens and twenties, many of whom are believed to have poor credit quality and uneven usage patterns. Contrary to conventional... View Details
Keywords: Price; Market Entry and Exit; Wireless Technology; Telecommunications Industry; United States
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McGovern, Gail J. "Virgin Mobile USA: Pricing for the Very First Time." Harvard Business School Case 504-028, September 2003. (Revised June 2007.)
  • October 2012
  • Article

The Effect of Reference Point Prices on Mergers and Acquisitions

By: Malcolm Baker, Xin Pan and Jeffrey Wurgler
Prior stock price peaks of targets affect several aspects of merger and acquisition activity. Offer prices are biased toward recent peak prices although they are economically unremarkable. An offer's probability of acceptance jumps discontinuously when it exceeds a... View Details
Keywords: Mergers and Acquisitions; Stocks; Price; Valuation; Negotiation
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Baker, Malcolm, Xin Pan, and Jeffrey Wurgler. "The Effect of Reference Point Prices on Mergers and Acquisitions." Journal of Financial Economics 106, no. 1 (October 2012): 49–71.
  • 16 Apr 2009
  • Working Paper Summaries

Gray Markets and Multinational Transfer Pricing

Keywords: by Romana L. Autrey & Francesco Bova
  • 09 Mar 2020
  • Research & Ideas

Warring Algorithms Could Be Driving Up Consumer Prices

competition. The study focuses on algorithms that are predicated on rival pricing and does not examine those that target pricing for specific regions or consumer groups. Online... View Details
Keywords: by Kristen Senz; Retail
  • 26 Jul 2010
  • Research & Ideas

Yes, You Can Raise Prices in a Downturn

higher prices," says Frank V. Cespedes, a senior lecturer at Harvard Business School, who spent 12 years running a professional services firm. That's right. Higher prices, not lower. “Competing on price is ultimately a bet on your... View Details
Keywords: by Sean Silverthorne; Retail; Consumer Products
  • July 2001
  • Technical Note

Technical Note on LBO Valuation (A): LBO Structure and the Target IRR Method of Valuation

By: Carliss Y. Baldwin
Explains the equity cash flow method of valuation as it applies to leveraged buyouts. Also explains: 1) earnings and cash flow forecasts, 2) debt structure and the cash sweep, 3) the cashing out horizon and terminal valuation, and 4) the target IRR method of valuation. View Details
Keywords: Valuation; Leveraged Buyouts; Capital Budgeting; Borrowing and Debt; Cash Flow; Equity; Profit; Price; Forecasting and Prediction
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Baldwin, Carliss Y. "Technical Note on LBO Valuation (A): LBO Structure and the Target IRR Method of Valuation." Harvard Business School Technical Note 902-004, July 2001.
  • 2006
  • Working Paper

Can Higher Prices Stimulate Product Use? Evidence from a Field Experiment in Zambia

By: Nava Ashraf, James Berry and Jesse M. Shapiro
The controversy over whether and how much to charge for health products in the developing world rests, in part, on whether higher prices can increase use, either by targeting distribution to high-use households (a screening effect), or by stimulating use... View Details
Keywords: Price; Attitudes; Health Industry; Zambia
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Ashraf, Nava, James Berry, and Jesse M. Shapiro. "Can Higher Prices Stimulate Product Use? Evidence from a Field Experiment in Zambia." Harvard Business School Working Paper, No. 07-034, December 2006. (Forthcoming, American Economic Review.)
  • December 2010
  • Article

Can Higher Prices Stimulate Product Use? Evidence from a Field Experiment in Zambia

By: Nava Ashraf, James Berry and Jesse M. Shapiro
The controversy over how much to charge for health products in the developing world rests, in part, on whether higher prices can increase use, either by targeting distribution to high-use households (a screening effect), or by stimulating use psychologically through a... View Details
Keywords: Price; Product; Information; Zambia
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Ashraf, Nava, James Berry, and Jesse M. Shapiro. "Can Higher Prices Stimulate Product Use? Evidence from a Field Experiment in Zambia." American Economic Review 100, no. 5 (December 2010): 2383–2413. (Online Appendix.)
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