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  • 2021
  • Working Paper

Consuming Contests: Outcome Uncertainty and Spectator Demand for Contest-based Entertainment

By: Patrick J. Ferguson and Karim R. Lakhani
Contests that are designed to be consumed for entertainment by non-contestants are a fixture of economic, cultural and political life. In this paper, we examine whether individuals prefer to consume contests that have more uncertain outcomes. We look to... View Details
Keywords: Contest Design; Information Preferences; Consumer Demand; Sports; Entertainment; Games, Gaming, and Gambling; Demand and Consumers; Outcome or Result
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Ferguson, Patrick J., and Karim R. Lakhani. "Consuming Contests: Outcome Uncertainty and Spectator Demand for Contest-based Entertainment." Harvard Business School Working Paper, No. 21-087, February 2021.
  • Article

On the Theory of Effective Demand

By: Jerry R. Green
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Green, Jerry R. "On the Theory of Effective Demand." Economic Journal 90, no. 358 (June 1980): 341–353.
  • May 2023
  • Article

Do Internal Control Weaknesses Affect Firms' Demand for Financial Skills? Evidence from U.S. Job Postings

By: Janet Gao, Kenneth J. Merkley, Joseph Pacelli and Joseph H. Schroeder
Ineffective internal controls over financial reporting often relates to a lack of qualified personnel with sufficient accounting and technical expertise. In this study, we examine whether firms respond to internal control failures by increasing their demand for... View Details
Keywords: Internal Controls; Labor Demand; Accounting; Financial Reporting; Experience and Expertise; Recruitment; Competency and Skills; Corporate Finance
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Gao, Janet, Kenneth J. Merkley, Joseph Pacelli, and Joseph H. Schroeder. "Do Internal Control Weaknesses Affect Firms' Demand for Financial Skills? Evidence from U.S. Job Postings." Accounting Review 98, no. 3 (May 2023): 203–228.
  • December 1998
  • Supplement

John Trani on Leadership, Video

By: Hugo Uyterhoeven
John Trani, President and CEO of The Stanley Works, gives his thoughts on leadership in his first year at Stanley, advice to MBA students, and some of his General Electric experiences. View Details
Keywords: Experience and Expertise; Knowledge Acquisition; Leadership Development; Management
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Uyterhoeven, Hugo. "John Trani on Leadership, Video." Harvard Business School Video Supplement 399-511, December 1998.
  • 2016
  • Working Paper

The Impact of Supplier Inventory Service Level on Retailer Demand

By: Nathan Craig, Nicole DeHoratius and Ananth Raman
To set inventory service levels, suppliers must understand how changes in inventory service level affect demand. We build on prior research, which uses analytical models and laboratory experiments to study the impact of a supplier's service level on demand from... View Details
Keywords: Customer Satisfaction; Forecasting and Prediction; Learning; Consumer Behavior; Service Delivery; Performance Expectations; Apparel and Accessories Industry; Service Industry
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Craig, Nathan, Nicole DeHoratius, and Ananth Raman. "The Impact of Supplier Inventory Service Level on Retailer Demand." Working Paper. (Revised January 2016.)
  • Fall 2016
  • Article

The Impact of Supplier Inventory Service Level on Retailer Demand

By: Nathan Craig, Nicole DeHoratius and Ananth Raman
To set inventory service levels, suppliers must understand how changes in inventory service level affect demand. We build on prior research, which uses analytical models and laboratory experiments to study the impact of a supplier’s service level on demand from... View Details
Keywords: Demand and Consumers; Service Delivery; Supply Chain; Order Taking and Fulfillment; Retail Industry
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Craig, Nathan, Nicole DeHoratius, and Ananth Raman. "The Impact of Supplier Inventory Service Level on Retailer Demand." Manufacturing & Service Operations Management 18, no. 4 (Fall 2016): 461–474.
  • April 2024
  • Article

Pay-As-You-Go Insurance: Experimental Evidence on Consumer Demand and Behavior

By: Raymond Kluender
Pay-as-you-go contracts reduce minimum purchase requirements which may increase market participation. We randomize the introduction and price(s) of a novel pay-as-you-go contract to the California auto insurance market where 17 percent of drivers are uninsured. The... View Details
Keywords: Contracts; Consumer Behavior; Price; Personal Finance; Insurance Industry; California
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Kluender, Raymond. "Pay-As-You-Go Insurance: Experimental Evidence on Consumer Demand and Behavior." Review of Financial Studies 37, no. 4 (April 2024): 1118–1148.
  • July 2021
  • Article

Outsourcing Tasks Online: Matching Supply and Demand on Peer-to-Peer Internet Platforms

By: Zoë Cullen and Chiara Farronato
We study the growth of online peer-to-peer markets. Using data from TaskRabbit, an expanding marketplace for domestic tasks at the time of our study, we show that growth varies considerably across cities. To disentangle the potential drivers of growth, we look... View Details
Keywords: Two-sided Market; Two-sided Platforms; Peer-to-peer Markets; Platform Strategy; Sharing Economy; Platform Growth; Internet and the Web; Digital Platforms; Strategy; Market Design; Network Effects
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Cullen, Zoë, and Chiara Farronato. "Outsourcing Tasks Online: Matching Supply and Demand on Peer-to-Peer Internet Platforms." Management Science 67, no. 7 (July 2021): 3985–4003.
  • April 2022
  • Article

Demand Interactions in Sharing Economies: Evidence from a Natural Experiment Involving Airbnb and Uber/Lyft

By: Shunyuan Zhang, Dokyun Lee, Param Singh and Tridas Mukhopadhyay
We examine whether and how ride-sharing services influence the demand for home-sharing services. Our identification strategy hinges on a natural experiment in which Uber/Lyft exited Austin, Texas, in May 2016 due to local regulation. Using a 12-month longitudinal... View Details
Keywords: Airbnb; Uber; Natural Experiment; Geographic Demand Dispersion; Sharing Economy; Transportation; Demand and Consumers; Geographic Scope
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Zhang, Shunyuan, Dokyun Lee, Param Singh, and Tridas Mukhopadhyay. "Demand Interactions in Sharing Economies: Evidence from a Natural Experiment Involving Airbnb and Uber/Lyft." Journal of Marketing Research (JMR) 59, no. 2 (April 2022): 374–391.
  • February 2000 (Revised June 2001)
  • Case

Note on Home Video Game Technology and Industry Structure

Part of a series on the home video game industry that illustrates the underlying economics and competitive dynamics of the industry. This case provides general information about the industry, allowing for subsequent cases in the series to focus on competitive... View Details
Keywords: Competitive Advantage; Industry Structures; Video Game Industry
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Coughlan, Peter J. "Note on Home Video Game Technology and Industry Structure." Harvard Business School Case 700-107, February 2000. (Revised June 2001.)
  • August 2022
  • Article

What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features

By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan
We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset... View Details
Keywords: Sharing Economy; Airbnb; Property Demand; Computer Vision; Deep Learning; Image Feature Extraction; Content Engineering; Property; Marketing; Demand and Consumers
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Zhang, Shunyuan, Dokyun Lee, Param Vir Singh, and Kannan Srinivasan. "What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features." Management Science 68, no. 8 (August 2022): 5644–5666.
  • November 1982
  • Supplement

Panel Discussion on Inflation Accounting, Video

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Vancil, Richard F. "Panel Discussion on Inflation Accounting, Video." Harvard Business School Video Supplement 883-514, November 1982.
  • 2011
  • Working Paper

Observation Bias: The Impact of Demand Censoring on Newsvendor Level and Adjustment Behavior

By: David F. Drake
In an experimental newsvendor setting we investigate three phenomena: Level behavior — the decision-maker's average ordering tendency; adjustment behavior — the tendency to adjust period-to-period order quantities; and observation bias — the tendency to let the degree... View Details
Keywords: Cost; Consumer Behavior; Decision Making; Prejudice and Bias; Profit
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Drake, David F. "Observation Bias: The Impact of Demand Censoring on Newsvendor Level and Adjustment Behavior." Harvard Business School Working Paper, No. 12-042, December 2011.
  • February 2004 (Revised November 2004)
  • Case

Note on Home Video Game Technology and Industry Structure (Abridged)

Part of a series on the home video game industry that illustrates the underlying economics and competitive dynamics of the industry. Provides general information about the industry. View Details
Keywords: Technology; Competitive Advantage; Competitive Strategy; Supply and Industry; Video Game Industry
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Coughlan, Peter J. "Note on Home Video Game Technology and Industry Structure (Abridged)." Harvard Business School Case 704-488, February 2004. (Revised November 2004.)
  • Research Summary

Estimating Demand Uncertainty Using Judgmental Forecasts

Measuring demand uncertainty is a key activity in supply chain planning, but is difficult when demand history is unavailable such as for new products. One method that can be applied in such cases uses dispersion among forecasting experts as a measure of demand... View Details
  • August 1998
  • Supplement

Cleveland Tomorrow, Video

By: James E. Austin and Rosabeth M. Kanter
As part of Cleveland's turnaround, Cleveland Tomorrow creates new investment funds to stimulate new business development. This development is designed to earn a profit and bring new benefits to the community. Part of the HBS Social Enterprise Video Series on Business... View Details
Keywords: Investment Funds; Leadership; Growth and Development Strategy; Business and Community Relations; Social Enterprise
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Austin, James E., and Rosabeth M. Kanter. "Cleveland Tomorrow, Video." Harvard Business School Video Supplement 399-507, August 1998.
  • 31 Jan 2012
  • Working Paper Summaries

Observation Bias: The Impact of Demand Censoring on Newsvendor Level and Adjustment Behavior

Keywords: by David F. Drake
  • May 2014
  • Article

Observation Bias: The Impact of Demand Censoring on Newsvendor Level and Adjustment Behavior

By: Nils Rudi and David Drake
In an experimental newsvendor setting we investigate three phenomena: level behavior—the decision-maker's average ordering tendency; adjustment behavior—the tendency to adjust period-to-period order quantities; and observation bias—the tendency to... View Details
Keywords: Prejudice and Bias; Behavior; Logistics; Decision Making
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Rudi, Nils, and David Drake. "Observation Bias: The Impact of Demand Censoring on Newsvendor Level and Adjustment Behavior." Management Science 60, no. 5 (May 2014): 1334–1345.
  • 1978
  • Article

A Theorem on the Identifiability of the von Neumann-Morgenstern Utility Function from Asset Demands

By: Jerry R. Green, Lawrence J. Lau and Heraklis Polemarchakis
If the demand for risky assets is determined by the maximization of an analytic van Neumann-Morgenstern utility function, and if these demands are known as a function of the assets’ prices, then this utility function can be constructed without ambiguity. View Details
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Green, Jerry R., Lawrence J. Lau, and Heraklis Polemarchakis. "A Theorem on the Identifiability of the von Neumann-Morgenstern Utility Function from Asset Demands." Economics Letters 1, no. 3 (1978): 217–220.
  • 02 Feb 2015
  • Working Paper Summaries

Mobile Money: The Effect of Service Quality and Competition on Demand

Keywords: by Karthik Balasubramanian & David F. Drake; Banking
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