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  • All HBS Web  (3,379)
    • News  (517)
    • Research  (2,487)
    • Events  (43)
    • Multimedia  (18)
  • Faculty Publications  (1,606)
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  • March 2024
  • Case

Teamworks: Tackling a Forecasting Fumble (A)

By: N. Louis Shipley and Stacy Straaberg
In late March 2018, Teamworks CEO Zach Maurides learned Q1 2018 sales were at risk for a large forecasting miss. Founded in 2004, Teamworks’s software application assisted support staff in messaging, scheduling, and sharing documents with collegiate and professional... View Details
Keywords: Acquisition; Business Growth and Maturation; Communication Strategy; Decisions; Forecasting and Prediction; Business Cycles; Technological Innovation; Sports; Growth and Development Strategy; Resource Allocation; Marketing; Sales; Business Strategy; Expansion; Sports Industry; Technology Industry; United States; North Carolina
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Shipley, N. Louis, and Stacy Straaberg. "Teamworks: Tackling a Forecasting Fumble (A)." Harvard Business School Case 824-057, March 2024.
  • January–February 2023
  • Article

Forecasting COVID-19 and Analyzing the Effect of Government Interventions

By: Michael Lingzhi Li, Hamza Tazi Bouardi, Omar Skali Lami, Thomas Trikalinos, Nikolaos Trichakis and Dimitris Bertsimas
We developed DELPHI, a novel epidemiological model for predicting detected cases and deaths in the prevaccination era of the COVID-19 pandemic. The model allows for underdetection of infections and effects of government interventions. We have applied DELPHI across more... View Details
Keywords: COVID-19 Pandemic; Epidemics; Analytics and Data Science; Health Pandemics; AI and Machine Learning; Forecasting and Prediction
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Li, Michael Lingzhi, Hamza Tazi Bouardi, Omar Skali Lami, Thomas Trikalinos, Nikolaos Trichakis, and Dimitris Bertsimas. "Forecasting COVID-19 and Analyzing the Effect of Government Interventions." Operations Research 71, no. 1 (January–February 2023): 184–201.
  • September 2023 (Revised February 2024)
  • Case

Accelerating with Caution: Forecasting and Managing birddogs' Growth

By: Mark Egan
As 2017 was drawing to a close, birddogs’ founder and CEO, Peter Baldwin, was working with his CFO Jack Sullivan to prepare for 2018. Their task at hand? To predict the demand for their product in the coming season, determine the appropriate investments in working... View Details
Keywords: Inventory; Working Capital; Forecasting and Prediction; Organizational Change and Adaptation; Financing and Loans; Apparel and Accessories Industry
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Egan, Mark. "Accelerating with Caution: Forecasting and Managing birddogs' Growth." Harvard Business School Case 224-023, September 2023. (Revised February 2024.)
  • 13 Apr 2007
  • Working Paper Summaries

Incorporating Price and Inventory Endogeneity in Firm-Level Sales Forecasting

Keywords: by Saravanan Kesavan, Vishal Gaur & Ananth Raman; Retail
  • March 2024
  • Supplement

Teamworks: Tackling a Forecasting Fumble (B)

By: N. Louis Shipley, Stacy Straaberg and Tom Quinn
In late March 2018, Teamworks CEO Zach Maurides learned Q1 2018 sales were at risk for a large forecasting miss. Founded in 2004, Teamworks’s software application assisted support staff in messaging, scheduling, and sharing documents with collegiate and professional... View Details
Keywords: Acquisition; Business Growth and Maturation; Communication Strategy; Decisions; Forecasting and Prediction; Business Cycles; Technological Innovation; Sports; Growth and Development Strategy; Resource Allocation; Marketing; Sales; Business Strategy; Expansion; Valuation; Sports Industry; Technology Industry; United States; North Carolina
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Shipley, N. Louis, Stacy Straaberg, and Tom Quinn. "Teamworks: Tackling a Forecasting Fumble (B)." Harvard Business School Supplement 824-148, March 2024.
  • 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
  • July – August 2008
  • Article

Buy-Side vs. Sell-Side Analysts' Earnings Forecasts

By: Boris Groysberg, Paul M. Healy and Craig James Chapman
We compare the earnings forecast performance of analysts at a large buy-side firm to that of sell-side analysts. Our tests show that the buy-side firm analysts make more optimistic and less accurate forecasts than their counterparts on the sell-side. These performance... View Details
Keywords: Motivation and Incentives; Business Earnings; Forecasting and Prediction; Performance Effectiveness
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Groysberg, Boris, Paul M. Healy, and Craig James Chapman. "Buy-Side vs. Sell-Side Analysts' Earnings Forecasts ." Financial Analysts Journal 64, no. 4 (July–August 2008): 25 – 39.
  • January 1982 (Revised June 1983)
  • Case

Unitrode Corp. (D): Longer-Range Forecasting and Planning

By: Arthur Schleifer Jr.
Keywords: Forecasting and Prediction; Planning
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Schleifer, Arthur, Jr. "Unitrode Corp. (D): Longer-Range Forecasting and Planning." Harvard Business School Case 182-181, January 1982. (Revised June 1983.)
  • April 2010
  • Supplement

Metabical: Pricing, Packaging, and Demand Forecasting Recommendations for a New Weight Loss Drug, Faculty Spreadsheet (Brief Case)

By: John A. Quelch and Heather Beckham
Keywords: Return On Investment; Forecasting; Pricing Policies; Demand Planning; Demand and Consumers; Price; Forecasting and Prediction; Investment Return
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Quelch, John A., and Heather Beckham. "Metabical: Pricing, Packaging, and Demand Forecasting Recommendations for a New Weight Loss Drug, Faculty Spreadsheet (Brief Case)." Harvard Business School Spreadsheet Supplement 104-187, April 2010.
  • February 2005 (Revised November 2016)
  • Background Note

Forecasting the Adoption of a New Product

By: Elie Ofek
Provides tools and methodologies that allow forecasting demand for innovative new products. Highlights the Bass model—the theory behind it and ways to determine its parameters. Provides a detailed example of how to use the Bass model to forecast demand for satellite... View Details
Keywords: Forecasting and Prediction; Innovation and Invention; Marketing; Demand and Consumers; Mathematical Methods; Competition
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Ofek, Elie. "Forecasting the Adoption of a New Product." Harvard Business School Background Note 505-062, February 2005. (Revised November 2016.)
  • April 2022
  • Article

Predictable Financial Crises

By: Robin Greenwood, Samuel G. Hanson, Andrei Shleifer and Jakob Ahm Sørensen
Using historical data on post-war financial crises around the world, we show that crises are substantially predictable. The combination of rapid credit and asset price growth over the prior three years, whether in the nonfinancial business or the household sector, is... View Details
Keywords: Financial Crisis; Global Range; Forecasting and Prediction; Mathematical Methods
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Greenwood, Robin, Samuel G. Hanson, Andrei Shleifer, and Jakob Ahm Sørensen. "Predictable Financial Crises." Journal of Finance 77, no. 2 (April 2022): 863–921.
  • 21 Jul 2020
  • Working Paper Summaries

Business Reopening Decisions and Demand Forecasts During the COVID-19 Pandemic

Keywords: by Dylan Balla-Elliott, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, and Christopher Stanton
  • 09 Jan 2014
  • Research & Ideas

The Entrepreneurs Who Invented Economic Forecasting

In the severe economic, social, and scientific turbulence churning at the dawn of the twentieth century, people were eager for any semblance of stability and predictability. From this need for certainty... View Details
Keywords: by Sean Silverthorne
  • 2024
  • Working Paper

Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions

By: Caleb Kwon, Ananth Raman and Jorge Tamayo
We investigate whether corporate officers should grant managers discretion to override AI-driven demand forecasts and labor scheduling tools. Analyzing five years of administrative data from a large grocery retailer using such an AI tool, encompassing over 500 stores,... View Details
Keywords: AI and Machine Learning; Forecasting and Prediction; Working Conditions; Performance Productivity
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Kwon, Caleb, Ananth Raman, and Jorge Tamayo. "Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions." Working Paper, April 2024.
  • Article

Shorting Demand and Predictability of Returns

By: Lauren Cohen, Karl B. Diether and Christopher J. Malloy
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Cohen, Lauren, Karl B. Diether, and Christopher J. Malloy. "Shorting Demand and Predictability of Returns." Journal of Investment Management 7, no. 1 (First Quarter 2009): 36–52.
  • 2013
  • Case

Surveying Professional Forecasters

By: K. C. Lichtendahl and Y. Grushka-Cockayne
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Lichtendahl, K. C., and Y. Grushka-Cockayne. "Surveying Professional Forecasters." University of Virginia, Darden School of Business Case UVA-QA-0805, 2013.
  • 2011
  • Technical Note

Scoring Expert Forecasts

By: K. C. Lichtendahl and Y. Grushka-Cockayne
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Lichtendahl, K. C., and Y. Grushka-Cockayne. "Scoring Expert Forecasts." University of Virginia, Darden School of Business Technical Note UVA-QA-0772, 2011.
  • 24 Nov 2010
  • Working Paper Summaries

Valuation When Cash Flow Forecasts Are Biased

Keywords: by Richard S. Ruback
  • January 1978
  • Background Note

Regression and Forecasting Using the AQD Package

By: Arthur Schleifer Jr.
Keywords: Forecasting and Prediction; Mathematical Methods
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Schleifer, Arthur, Jr. "Regression and Forecasting Using the AQD Package." Harvard Business School Background Note 178-095, January 1978.
  • November 2001 (Revised September 2002)
  • Case

Four Products: Predicting Diffusion

By: John T. Gourville
One of the critical tasks in the marketing of new innovations is predicting demand and rates of diffusion for those products. Focuses on four innovative products from different domains. Although one can speculate on the scope and rate of diffusion for each of these... View Details
Keywords: Forecasting and Prediction; Innovation and Invention; Product Launch; Demand and Consumers; Technology Adoption
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Gourville, John T. "Four Products: Predicting Diffusion." Harvard Business School Case 502-045, November 2001. (Revised September 2002.)
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