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Show Results For
- All HBS Web
(3,262)
- News (504)
- Research (2,482)
- Events (39)
- Multimedia (17)
- Faculty Publications (1,591)
- February 2021
- Tutorial
Assessing Prediction Accuracy of Machine Learning Models
By: Michael Toffel and Natalie Epstein
This video describes how to assess the accuracy of machine learning prediction models, primarily in the context of machine learning models that predict binary outcomes, such as logistic regression, random forest, or nearest neighbor models. After introducing and... View Details
- Research Summary
Does the Adoption of Rolling Forecasts Improve Planning?
This field study investigates the consequences of adopting rolling forecasts on organizational planning. Using quarterly product-line forecasted and realized sales data from several business units of a multinational biotechnology supplier, I find that subsequent to the... View Details
- Article
Bringing Probability Judgments into Policy Debates via Forecasting Tournaments
By: Philip E. Tetlock, Barbara A. Mellers and J. Peter Scoblic
Political debates often suffer from vague-verbiage predictions that make it difficult to assess accuracy and improve policy. A tournament sponsored by the U.S. intelligence community revealed ways in which forecasters can better use probability estimates to make... View Details
Keywords: Tournaments; Politics; Depolarization; Knowledge Creation; Forecasting and Prediction; Government and Politics
Tetlock, Philip E., Barbara A. Mellers, and J. Peter Scoblic. "Bringing Probability Judgments into Policy Debates via Forecasting Tournaments." Science 355, no. 6324 (February 3, 2017): 481–483.
- 01 Mar 2017
- News
Students Forecast Climate Change’s Impact
MORE Watch three students discuss their approach to the climate change challenge MORE Watch three students discuss their approach to the climate change challenge Professors Mike Toffel and Marco Iansiti presented the more than 900 RC... View Details
Keywords: Dan Morrell
- November 2003
- Article
The Maturity of Debt Issues and Predictable Variation in Bond Returns
By: Malcolm Baker, Robin Greenwood and Jeffrey Wurgler
The maturity of new debt issues predicts excess bond returns. When the share of long-term debt issues in total debt issues is high, future excess bond returns are low. This predictive power comes in two parts. First, inflation, the real short-term rate, and the term... View Details
Keywords: Borrowing and Debt; Bonds; Investment Return; Financial Markets; Forecasting and Prediction
Baker, Malcolm, Robin Greenwood, and Jeffrey Wurgler. "The Maturity of Debt Issues and Predictable Variation in Bond Returns." Journal of Financial Economics 70, no. 2 (November 2003): 261–291.
- 16 Mar 2018
- Working Paper Summaries
Amount and Diversity of Digital Emotional Expression Predicts Happiness
- March 2018
- Article
Polluted Morality: Air Pollution Predicts Criminal Activity and Unethical Behavior
By: Jackson G. Lu, Julia J. Lee, F. Gino and Adam D. Galinsky
Air pollution is a serious problem that influences billions of people globally. Although the health and environmental costs of air pollution are well known, the present research investigates its ethical costs. We propose that air pollution can increase criminal and... View Details
Lu, Jackson G., Julia J. Lee, F. Gino, and Adam D. Galinsky. "Polluted Morality: Air Pollution Predicts Criminal Activity and Unethical Behavior." Psychological Science 29, no. 3 (March 2018): 340–355.
- November 2011
- Case
Four Products: Predicting Diffusion (2011)
An updated "Four Products" case. This 2011 version includes: sliced peanut butter, artificial dirt for thoroughbred race tracks, interactive tombstones, and stride-changing running shoes. These four products form the basis to assess the drivers of new product adoption.... View Details
Gourville, John T. "Four Products: Predicting Diffusion (2011)." Harvard Business School Case 512-047, November 2011.
- 1996
- Chapter
The Power of Predictability
By: H. H. Stevenson and Mihnea Moldoveanu
Keywords: Forecasting and Prediction
- January 1982 (Revised May 1983)
- Case
Unitrode Corp. (B): Short Term Forecasting and Major Procurements
Keywords: Forecasting and Prediction
Schleifer, Arthur, Jr. "Unitrode Corp. (B): Short Term Forecasting and Major Procurements." Harvard Business School Case 182-179, January 1982. (Revised May 1983.)
- October 2014
- Teaching Note
Financial Policy at Apple, 2013 (A) and (B)
By: Mihir A. Desai and Elizabeth Meyer
This is the teaching note to HBS case 214-085: Financial Policy at Apple, 2013 (A). View Details
Keywords: Apple; Steve Jobs; Forecast; Forecasting; Forecasting And Prediction; Shareholder Activism; Share Repurchase; Dividends; Financial Ratios; Preferred Shares; Cash Distribution; Corporate Finance; Borrowing and Debt; Financial Management; Financial Strategy; Technology Industry; Consumer Products Industry; United States; Republic of Ireland
- March 2022 (Revised January 2025)
- Technical Note
Prediction & Machine Learning
This note provides an introduction to machine learning for an introductory data science course. The note begins with a description of supervised, unsupervised, and reinforcement learning. Then, the note provides a brief explanation of the difference between traditional... View Details
Keywords: Machine Learning; Data Science; Learning; Analytics and Data Science; Performance Evaluation
Bojinov, Iavor I., Michael Parzen, and Paul Hamilton. "Prediction & Machine Learning." Harvard Business School Technical Note 622-101, March 2022. (Revised January 2025.)
- January 2024 (Revised February 2024)
- Supplement
Accelerating with Caution: Forecasting and Managing birddogs’ Growth
By: Mark Egan
- 2009
- Article
The Harvard Economic Service and the Problems of Forecasting
By: Walter Friedman
Friedman, Walter. "The Harvard Economic Service and the Problems of Forecasting." History of Political Economy 41, no. 1 (2009).
- July 2019
- Article
'Forward Flow': A New Measure to Quantify Free Thought and Predict Creativity
By: Kurt Gray, Stephen Anderson, Eric Evan Chen, John Michael Kelly, Michael S. Christian, John Patrick, Laura Huang, Yoed N. Kenett and Kevin Lewis
When the human mind is free to roam, its subjective experience is characterized by a continuously evolving stream of thought. Although there is a technique that captures people’s streams of free thought—free association—its utility for scientific research is undermined... View Details
Gray, Kurt, Stephen Anderson, Eric Evan Chen, John Michael Kelly, Michael S. Christian, John Patrick, Laura Huang, Yoed N. Kenett, and Kevin Lewis. "'Forward Flow': A New Measure to Quantify Free Thought and Predict Creativity." American Psychologist 74, no. 5 (July 2019): 539–554.
- August 28, 2019
- Article
How to Make Your Sales Forecasts More Accurate
By: Lou Shipley
Companies need consistently accurate sales forecasts — but unfortunately they are rare. That’s because many companies fail to align their sales and marketing departments, and that alignment is a prerequisite for forecast accuracy. Companies can achieve better alignment... View Details
Shipley, Lou. "How to Make Your Sales Forecasts More Accurate." Harvard Business Review Digital Articles (August 28, 2019).
- 2007
- Working Paper
Incorporating Price and Inventory Endogeneity in Firm-Level Sales Forecasting
By: Saravanan Kesavan, Vishal Gaur and Ananth Raman
Kesavan, Saravanan, Vishal Gaur, and Ananth Raman. "Incorporating Price and Inventory Endogeneity in Firm-Level Sales Forecasting." Harvard Business School Working Paper, No. 07-056, March 2007.
- June 2020
- Supplement
Ride-Hailing Services: Forecasting Uber's Growth
By: E. Ofek, Eitan Muller and Barak Libai
- 06 May 2015
- What Do You Think?
Are You Ready for Personalized Predictive Analytics?
amounts of inventory that ensure an in-stock position when an order is received. An argument can be made that any forecast and inventory is based on predictive analytics. But... View Details
Keywords: by James Heskett
- 22 Jan 2025
- News