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  • All HBS Web  (1,443)
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  • October 2013 (Revised August 2015)
  • Supplement

Outotec (B): Action Plan

By: Robert J. Dolan and Doug J. Chung
Outotec was a market leader in providing mining solutions to large mining companies. The company’s specialization and proprietary technology created value for its customers and helped the firm differentiate from its competitors. Yet, Outotec was not pricing or... View Details
Keywords: Value-based Pricing; Bargaining Power Of Buyers; Marketing; Segmentation; Price; Policy; Sales; Management; Value Creation; Mining Industry
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Dolan, Robert J., and Doug J. Chung. "Outotec (B): Action Plan." Harvard Business School Supplement 514-065, October 2013. (Revised August 2015.)
  • October 2013 (Revised August 2015)
  • Case

Outotec (A): Project Capture

By: Robert J. Dolan and Doug J. Chung
Outotec was a market leader in providing mining solutions to large mining companies. The company’s specialization and proprietary technology created value for its customers and helped the firm differentiate from its competitors. Yet, Outotec was not pricing or... View Details
Keywords: Value-based Pricing; Bargaining Power Of Buyers; Marketing; Segmentation; Price; Policy; Sales; Management; Value Creation; Mining Industry
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Dolan, Robert J., and Doug J. Chung. "Outotec (A): Project Capture." Harvard Business School Case 514-064, October 2013. (Revised August 2015.)
  • September–October 2021
  • Article

Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb

By: Shunyuan Zhang, Nitin Mehta, Param Singh and Kannan Srinivasan
We study the effect of Airbnb’s smart-pricing algorithm on the racial disparity in the daily revenue earned by Airbnb hosts. Our empirical strategy exploits Airbnb’s introduction of the algorithm and its voluntary adoption by hosts as a quasi-natural experiment. Among... View Details
Keywords: Smart Pricing; Pricing Algorithm; Machine Bias; Discrimination; Racial Disparity; Social Inequality; Airbnb Revenue; Revenue; Race; Equality and Inequality; Prejudice and Bias; Price; Mathematical Methods; Accommodations Industry
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Zhang, Shunyuan, Nitin Mehta, Param Singh, and Kannan Srinivasan. "Frontiers: Can an AI Algorithm Mitigate Racial Economic Inequality? An Analysis in the Context of Airbnb." Marketing Science 40, no. 5 (September–October 2021): 813–820.
  • December 2020
  • Article

Consumer Reactance to Promotional Favors

By: Marco Bertini and Aylin Aydinli
Promotional favors are an increasingly popular but seldom researched form of price promotion where the receipt of the saving by consumers depends on an action on their part that is nonmonetary in nature, such as completing a questionnaire, posting a review, or making a... View Details
Keywords: Promotional Favors; Conditional Discounts; Psychological Reactance; Price Promotions; Pricing; Marketing; Price; Consumer Behavior
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Bertini, Marco, and Aylin Aydinli. "Consumer Reactance to Promotional Favors." Journal of Retailing 96, no. 4 (December 2020): 578–589.
  • 06 Aug 2018
  • Research & Ideas

Supersmart Manufacturing Tools are Lowering Prices on TVs, Bulbs, and Solar Panels

commoditized. As consumers, we see this in the ever-decreasing retail selling price of flat panel TVs. The screen sizes get bigger, the resolution moves from HD to Ultra HD to 4K, and the prices keep... View Details
Keywords: by Sean Silverthorne; Manufacturing; Electronics
  • 2007
  • Working Paper

Proprietary vs. Open Two-Sided Platforms and Social Efficiency

By: Andrei Hagiu
This paper identifies a fundamental economic welfare tradeoff between two-sided open platforms and two-sided proprietary (closed) platforms connecting consumers and producers. Proprietary platforms create two-sided deadweight losses through monopoly pricing but at the... View Details
Keywords: Two-Sided Markets; Platforms; Indirect Network Effects; Product Variety; Social Efficiency; Two-Sided Platforms; Network Effects; Welfare or Wellbeing
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Hagiu, Andrei. "Proprietary vs. Open Two-Sided Platforms and Social Efficiency." Harvard Business School Working Paper, No. 07-095, May 2007.
  • October 2008
  • Article

The Effect of Macro Information Environment Change on the Quality of Management Earnings Forecasts

The 1990s were characterized by substantial increases in the performance of and investor reliance on financial analysts. Because managers possess superior private information and issue forecasts to align investors' expectations with their own, we predict that... View Details

Keywords: Information; Performance Expectations; Earnings Management; Financial Reporting; Forecasting and Prediction
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Baginski, Stephen P., John M. Hassell, and Michael D. Kimbrough. "The Effect of Macro Information Environment Change on the Quality of Management Earnings Forecasts." Review of Quantitative Finance and Accounting 31, no. 3 (October 2008): 311–330.
  • Article

Capital Market-Driven Corporate Finance

By: Malcolm Baker
Much of empirical corporate finance focuses on sources of the demand for various forms of capital, not the supply. Recently, this has changed. Supply effects of equity and credit markets can arise from a combination of three ingredients: investor tastes, limited... View Details
Keywords: Behavioral Finance; Limits To Arbitrage; Market Efficiency; Securities Issuance; Supply Effects; Corporate Finance; Investment; Price; Capital Markets; Equity; Financial Services Industry
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Baker, Malcolm. "Capital Market-Driven Corporate Finance." Annual Review of Financial Economics 1 (2009): 181–205.
  • Web

Option Pricing in Theory & Practice: The Nobel Prize Research of Robert C. Merton

HBS Quick Links HBS Home MBA Executive Education Doctoral Programs Faculty and Research Alumni Publishing Site Index HBS Home Contact Us Map/Directions Option Pricing in Theory & Practice: The Nobel Prize Research of Robert C. Merton View... View Details
  • March 2017
  • Article

Challenges for Empirical Research on RPM

By: Alexander MacKay and David A. Smith
This article discusses the empirical challenges that researchers face when demonstrating the existence and effects of resale price maintenance (RPM). We outline three approaches for finding price effects of RPM and the corresponding hurdles in data and methodology. We... View Details
Keywords: Antitrust Issues And Policies; Antitrust Law; Resale Price Maintenance; Welfare Economics; Price; Competition; Research
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MacKay, Alexander, and David A. Smith. "Challenges for Empirical Research on RPM." Review of Industrial Organization 50, no. 2 (March 2017): 209–220.
  • December 2023
  • Article

What Can Stockouts Tell Us About Inflation? Evidence from Online Micro Data

By: Alberto Cavallo and Oleksiy Kryvtsov
We use a detailed micro dataset on product availability and stockouts to construct a direct high-frequency measure of consumer product shortages during the 2020-2022 pandemic. We document a widespread multi-fold rise in stockouts in nearly all sectors early in the... View Details
Keywords: Prices; Stockouts; Inventories; Supply Disruptions; COVID-19 Pandemic; Supply Chain; Product; Demand and Consumers
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Cavallo, Alberto, and Oleksiy Kryvtsov. "What Can Stockouts Tell Us About Inflation? Evidence from Online Micro Data." Journal of International Economics 146 (December 2023).
  • July 2006
  • Article

Dynamic Mixed Duopoly: A Model Motivated by Linux vs. Windows

By: Ramon Casadesus-Masanell and Pankaj Ghemawat
This paper analyzes a dynamic mixed duopoly in which a profit-maximizing competitor interacts with a competitor that prices at zero (or marginal cost), with the cumulation of output affecting their relative positions over time. The modeling effort is motivated by... View Details
Keywords: Open Source Software; Demand-side Learning; Network Effects; Linux; Mixed Duopoly; Competitive Dynamics; Business Models; Duopoly and Oligopoly; Information Technology; Applications and Software; Business Model; Mathematical Methods; Digital Platforms; Profit; Balance and Stability; Management Analysis, Tools, and Techniques; SWOT Analysis; Competition; Price; Information Technology Industry
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Casadesus-Masanell, Ramon, and Pankaj Ghemawat. "Dynamic Mixed Duopoly: A Model Motivated by Linux vs. Windows." Management Science 52, no. 7 (July 2006): 1072–1084.
  • October, 2022
  • Article

The Economic Dynamics of Competing Power Generation Sources

By: Gunther Glenk and Stefan Reichelstein
Competing power generation sources have experienced considerable shifts in both their revenue potential and their costs in recent years. Here we introduce the concept of Levelized Profit Margins (LPM) to capture the changing unit economics of both intermittent and... View Details
Keywords: Renewable Energy; Intermittant; Cost Accounting; Profitability Analysis; Learning-by-doing; Cannibalization Effect; Energy; Environmental Management; Investment; Operations; Technological Innovation; Energy Industry; Utilities Industry; Industrial Products Industry; Manufacturing Industry; Europe; North America; South America; Africa; Asia
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Glenk, Gunther, and Stefan Reichelstein. "The Economic Dynamics of Competing Power Generation Sources." Art. 112758. Renewable and Sustainable Energy Reviews 168 (October, 2022).
  • 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.
  • 2021
  • Working Paper

Exclusive Dealing and Entry by Competing Two-Sided Platforms

By: Cristian Chica, Kenneth Chuk and Jorge Tamayo
We study competition between horizontally differentiated platforms offering exclusive and non-exclusive contracts to one side of the market (content providers). The introduction of non-exclusive contracts in addition to exclusive contracts softens the competition for... View Details
Keywords: Two-Sided Markets; Platform Price Competition; Network Externalities; Exclusive Contracts; Multi-homing; Digital Platforms; Price; Competition; Contracts
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Chica, Cristian, Kenneth Chuk, and Jorge Tamayo. "Exclusive Dealing and Entry by Competing Two-Sided Platforms." Harvard Business School Working Paper, No. 21-092, March 2021. (R&R International Journal of Industrial Organization.)
  • January 2016 (Revised July 2018)
  • Case

Cyberdyne: A Leap to the Future

By: Doug J. Chung and Mayuka Yamazaki
Cyberdyne Inc. was a Japanese technology venture that wanted to commercialize a hybrid assistive limb (HAL). HAL was a robotic exoskeleton system for people who had difficulty walking due to nervous system disabilities resulting from stroke, spinal cord injury (SCI),... View Details
Keywords: Go-to-market Strategy; Pricing; Sales Channel; Technological Innovation; Marketing; Sales; Distribution; Strategy; Medical Devices and Supplies Industry
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Chung, Doug J., and Mayuka Yamazaki. "Cyberdyne: A Leap to the Future." Harvard Business School Case 516-072, January 2016. (Revised July 2018.)
  • November 2021
  • Article

Ratings, Reviews, and the Marketing of New Products

By: Itay P. Fainmesser, Dominique Olié Lauga and Elie Ofek
We study how user-generated content (UGC) about new products impacts a firm's advertising and pricing decisions and the effect on profits and market dynamics. We construct a two-period model where consumers value quality and are heterogeneous in their taste for the new... View Details
Keywords: Online Reviews; Product Ratings; Social Networks; Word Of Mouth; Pricing; User-generated Content; Advertising; Product Marketing; Price; Consumer Behavior; Product Positioning; Social Media
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Fainmesser, Itay P., Dominique Olié Lauga, and Elie Ofek. "Ratings, Reviews, and the Marketing of New Products." Management Science 67, no. 11 (November 2021): 7023–7045.
  • Research Summary

Overview

By: Kris Johnson Ferreira
Professor Ferreira's research primarily focuses on how retailers can use algorithms to make better revenue management decisions, including pricing, product display, and assortment planning. In the retail industry, anticipating consumer demand is arguably one of the... View Details
Keywords: E-commerce; Analytics; Revenue Management; Pricing; Assortment Planning; Field Experiments; Operations; Supply Chain; Supply Chain Management; Retail Industry
  • November 2016 (Revised December 2016)
  • Module Note

Strategy Execution Module 8: Linking Performance to Markets

By: Robert Simons
This module reading shows how to link profit plans and other performance measurement systems to both internal and external markets. Starting with the transfer of goods and services within a firm, the module discusses the different methods of designing transfer pricing... View Details
Keywords: Management Control Systems; Implementing Strategy; Execution; Transfer Pricing; Activity Based Costing; Return On Investment; Residual Income; EVA; Strategy; Cost Accounting; Activity Based Costing and Management; Markets; Investment Return
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Simons, Robert. "Strategy Execution Module 8: Linking Performance to Markets." Harvard Business School Module Note 117-108, November 2016. (Revised December 2016.)
  • May 2010
  • Article

Optimal Auction Design and Equilibrium Selection in Sponsored Search Auctions

By: Benjamin Edelman and Michael Schwarz
We characterize the optimal (revenue maximizing) auction for sponsored search advertising. We show that a search engine's optimal reserve price is independent of the number of bidders and independent of the rate at which click-through rate declines over positions. We... View Details
Keywords: Auctions; Revenue; Advertising; Search Technology; Price; Bids and Bidding
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Edelman, Benjamin, and Michael Schwarz. "Optimal Auction Design and Equilibrium Selection in Sponsored Search Auctions." American Economic Review 100, no. 2 (May 2010): 597–602. (First circulated in 2006 as Optimal Auction Design in a Multi-unit Environment: The Case of Sponsored Search Auctions. Reprinted in The Economics of E-Commerce, Michael Baye and John Morgan, editors, 2016.)
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