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  • All HBS Web  (1,019)
    • People  (1)
    • News  (160)
    • Research  (728)
    • Events  (8)
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  • May 2007
  • Case

Demand and Supply Forecasting at Air Products - Electronics Specialty Materials

Explores the process and inputs behind financial and operational forecasting in the Electronic Specialty Materials unit at Air Products and Chemicals, a global chemical company. The protagonist, John Goldberg, grapples with how to better integrate the two forecasting... View Details
Keywords: Demand and Consumers; Operations; Forecasting and Prediction; Supply and Industry; Finance; Chemical Industry
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Kulp, Susan L., Taylor Randall, Shoshanah Cohen, and Zahra Kanji. "Demand and Supply Forecasting at Air Products - Electronics Specialty Materials." Harvard Business School Case 107-018, May 2007.
  • Article

Contracting in a Supply Chain with Stochastic Demand and Substitute Products

By: Santiago Kraiselburd, V.G. Narayanan and Ananth Raman
Keywords: Supply Chain; Product
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Kraiselburd, Santiago, V.G. Narayanan, and Ananth Raman. "Contracting in a Supply Chain with Stochastic Demand and Substitute Products." Production and Operations Management 13, no. 1 (March 2004).
  • Article

Configuring a Supply Chain to Reduce the Cost of Demand Uncertainty

By: A. Raman, M. Fisher, J. Hammond and W. Obermeyer
Keywords: Supply Chain; Cost; Risk and Uncertainty
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Raman, A., M. Fisher, J. Hammond, and W. Obermeyer. "Configuring a Supply Chain to Reduce the Cost of Demand Uncertainty." Production and Operations Management 6, no. 3 (Fall 1997): 211–225.
  • January 2005
  • Article

Agency Costs in a Supply Chain with Demand Uncertainty and Price Competition

By: V.G. Narayanan, Ananth Raman and J. Singh
Keywords: Cost; Supply Chain; Risk and Uncertainty; Price; Competition
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Narayanan, V.G., Ananth Raman, and J. Singh. "Agency Costs in a Supply Chain with Demand Uncertainty and Price Competition." Management Science 51, no. 1 (January 2005).
  • 20 Nov 2000
  • Research & Ideas

Moving from Supply Chains to Supply Networks

impact of the economics have really changed the nature of competition. Not only did others start to emulate this model, but more visible models of different ways to do things in the supply chain have also emerged. Consumer behavior.... View Details
Keywords: by Staff
  • February 2025
  • Article

Estimating Models of Supply and Demand: Instruments and Covariance Restrictions

By: Alexander MacKay and Nathan H. Miller
We consider the identification of empirical models of supply and demand with imperfect competition. We show that a restriction on the covariance between unobserved demand and cost shocks can resolve endogeneity and identify the price parameter. We demonstrate how to... View Details
Keywords: Demand Estimation; Identification; Endogeneity Bias; Covariance Restrictions; Ordinary Least Squares; Instrumental Variables; Price; Demand and Consumers; Competition
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MacKay, Alexander, and Nathan H. Miller. "Estimating Models of Supply and Demand: Instruments and Covariance Restrictions." American Economic Journal: Microeconomics 71, no. 1 (February 2025): 238–281. (Direct download.)
  • 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.
  • Teaching Interest

Supply Chain Management

By: Kris Johnson Ferreira

The Supply Chain Management (SCM) course builds on aspects of the first-year Technology and Operations Management (RC TOM) course. However, whereas RC TOM focuses primarily on developing and producing products and services, SCM emphasizes managing... View Details

  • 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
  • June 2023
  • Case

Tractor Supply Co

By: David L. Ager and Michael A. Roberto
In February 2023, Hal Lawton, CEO of Tractor Supply Co, the largest farm and ranch retailer in the United States reflected on the company’s 70% growth between 2019 and 2022. Economists had begun to predict an economic downturn and experts were predicting softening... View Details
Keywords: COVID-19 Pandemic; Demand and Consumers; Economic Slowdown and Stagnation; Organizational Change and Adaptation; Retail Industry
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Ager, David L., and Michael A. Roberto. "Tractor Supply Co." Harvard Business School Case 923-302, June 2023.
  • Article

Demand and Supply Dynamics for Sequentially Released Products in International Markets: The Case of Motion Pictures

By: Anita Elberse and Jehoshua Eliashberg
Keywords: Supply and Industry; Product; Markets; Film Entertainment; Entertainment and Recreation Industry; Motion Pictures and Video Industry
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Elberse, Anita, and Jehoshua Eliashberg. "Demand and Supply Dynamics for Sequentially Released Products in International Markets: The Case of Motion Pictures." Marketing Science 22, no. 3 (Summer 2003): 329–354.
  • November 2011
  • Case

Comfort Class Transport: Does Customer Service Need an Overhaul?

By: Michael J Roberts and Paul E. Morrison
The general manager of a chauffeured limousine transport company is concerned about underperformance at the company's customer service call center. The eight-person call center handles almost all customer interaction including discussing company services with... View Details
Keywords: Capacity Utilization; Supply & Demand; Operations Management; Customer Service; Management; Demand and Consumers; Service Operations; Order Taking and Fulfillment; Performance Capacity; Customer Satisfaction; Transportation Industry
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Roberts, Michael J., and Paul E. Morrison. "Comfort Class Transport: Does Customer Service Need an Overhaul?" Harvard Business School Brief Case 114-374, November 2011.
  • Research Summary

Supply Chain Inventory Planning

My work studies management decision-making in demand and supply planning contexts with a focus on forecasting and inventory planning decisions.  I examine these decision-making processes from both a supply chain (i.e. across firm) and an... View Details

  • 07 Jun 2004
  • Research & Ideas

What Drives Supply Chain Behavior?

examination of behavioral dynamics in supply chains examining demand and supply planning processes. In particular we were interested in how behavioral biases, e.g.,... View Details
Keywords: by Sarah Jane Johnston
  • November 2011
  • Teaching Note

Comfort Class Transport: Does Customer Service Need an Overhaul? (Brief Case)

By: Michael J. Roberts and Paul E. Morrison
Teaching Note for Product #4377. View Details
Keywords: Capacity Utilization; Supply & Demand; Operations Management; Customer Service; Management; Demand and Consumers; Operations; Customer Focus and Relationships; Supply and Industry; Capital
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Roberts, Michael J., and Paul E. Morrison. "Comfort Class Transport: Does Customer Service Need an Overhaul? (Brief Case)." Harvard Business School Teaching Note 114-377, November 2011.
  • November 2011
  • Supplement

Comfort Class Transport: Does Customer Service Need an Overhaul? Faculty Spreadsheet (Brief Case)

Keywords: Capacity Utilization; Supply & Demand; Operations Management; Customer Service; Operations; Customer Focus and Relationships; Performance Capacity
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Roberts, Michael J., and Paul E. Morrison. "Comfort Class Transport: Does Customer Service Need an Overhaul? Faculty Spreadsheet (Brief Case)." Harvard Business School Spreadsheet Supplement 114-379, November 2011.
  • November 2011
  • Supplement

Comfort Class Transport: Does Customer Service Need an Overhaul? Spreadsheet Supplement (Brief Case)

Keywords: Capacity Utilization; Supply & Demand; Operations Management; Customer Service; Operations; Customer Focus and Relationships; Performance Capacity
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Roberts, Michael J., and Paul E. Morrison. "Comfort Class Transport: Does Customer Service Need an Overhaul? Spreadsheet Supplement (Brief Case)." Harvard Business School Spreadsheet Supplement 114-378, November 2011.
  • 18 Jul 2023
  • Research & Ideas

Will Global Demand for Oil Peak This Decade?

Is the globe’s thirst for oil finally topping out? A major international energy watcher says yes, predicting last month that demand for global oil for transport will peak around 2026, plateau for all uses by 2028, and possibly hit a zenith by the end of the decade.... View Details
Keywords: by Alvin Powell, Harvard Gazette; Energy; Industrial Products; Auto; Green Technology
  • September 2021 (Revised October 2022)
  • Supplement

Hester Pharmaceuticals (B): Securing Supply

By: Dante Roscini and John Masko
Supplements the (A) case. In late 2020, demand for Hester Pharmaceutical’s (Hester’s) breakthrough oncology drug Akrozumab was outstripping the company’s most optimistic projections. In order to increase manufacturing capacity and meet the demand, Hester was... View Details
Keywords: COVID-19 Pandemic; Cost vs Benefits; Trade; Supply Chain; Global Strategy; Buildings and Facilities; Operations; Health Care and Treatment; Demand and Consumers; Global Range; Globalized Markets and Industries; Pharmaceutical Industry; Italy; China; United States; Germany
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Roscini, Dante, and John Masko. "Hester Pharmaceuticals (B): Securing Supply." Harvard Business School Supplement 722-009, September 2021. (Revised October 2022.)
  • July 2024 (Revised September 2024)
  • Case

Shell’s Balancing Act: Resource Allocation and the Green Transition (Abridged)

By: David Collis and Haisley Wert
In mid-2023, amid pressure from climate change activists, shareholder activists, and confronting enormous uncertainty about the future demand for and price of fossil fuels, new Shell CEO Wael Sawan (Harvard MBA 2003) announced a change in strategy for the U.K. oil... View Details
Keywords: Oil & Gas; Renewables; Forecasting Demand; Strategy; Energy; Climate Change; Resource Allocation; Corporate Strategy; Investment Activism; Organizational Change and Adaptation; Organizational Culture; Energy Industry
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Collis, David, and Haisley Wert. "Shell’s Balancing Act: Resource Allocation and the Green Transition (Abridged)." Harvard Business School Case 725-354, July 2024. (Revised September 2024.)
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