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  • All HBS Web  (3,382)
    • News  (517)
    • Research  (2,490)
    • Events  (43)
    • Multimedia  (18)
  • Faculty Publications  (1,609)
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  • May 1981
  • Supplement

Stride Rite: Demand Forecasting Process (B)

By: Arthur Schleifer Jr.
Keywords: Forecasting and Prediction; Apparel and Accessories Industry
Citation
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Schleifer, Arthur, Jr. "Stride Rite: Demand Forecasting Process (B)." Harvard Business School Supplement 181-123, May 1981.
  • Article

Political Forecasting as a Management Tool

By: James E. Austin and David Yoffie
Keywords: Forecasting and Prediction; Government and Politics; Management Analysis, Tools, and Techniques
Citation
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Austin, James E., and David Yoffie. "Political Forecasting as a Management Tool." Journal of Forecasting 3, no. 4 (October–December 1984).
  • January 2014
  • Article

Self-reported Ethical Risk Taking Tendencies Predict Actual Dishonesty

By: Liora Zimerman, Shaul Shalvi and Yoella Bereby-Meyer
Are people honest about the extent to which they engage in unethical behaviors? We report an experiment examining the relation between self-reported risky unethical tendencies and actual dishonest behavior. Participants’ self-reported risk taking tendencies were... View Details
Keywords: DOSPERT; Risk Taking; Honesty; Lying; Dishonesty; Unethical Behavior; Moral Sensibility; Cognition and Thinking
Citation
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Zimerman, Liora, Shaul Shalvi, and Yoella Bereby-Meyer. "Self-reported Ethical Risk Taking Tendencies Predict Actual Dishonesty." Judgment and Decision Making 9, no. 1 (January 2014): 58–64.
  • 1972
  • Chapter

Optimal Utilization of Market Forecasts and the Evaluation of Portfolio Performance

By: Michael Jensen
Keywords: Investment Portfolio; Financial Markets; Forecasting and Prediction; Performance Evaluation
Citation
SSRN
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Jensen, Michael. "Optimal Utilization of Market Forecasts and the Evaluation of Portfolio Performance." In Mathematical Methods in Finance, edited by G. P. Szego and Karl Shell. North-Holland Publishing Company, 1972.
  • January 1996
  • Article

Real Business Cycle Models and the Forecastable Movements in Output, Hours and Consumption

By: J. J. Rotemberg and Michael Woodford
Keywords: Forecasting and Prediction
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Rotemberg, J. J., and Michael Woodford. "Real Business Cycle Models and the Forecastable Movements in Output, Hours and Consumption." American Economic Review 86, no. 1 (January 1996): 71–89.
  • fall 2007
  • Article

Estimating Demand Uncertainty Using Judgmental Forecasts

By: Vishal Gaur, Saravanan Kesavan, Ananth Raman and Marshall L. Fisher
Keywords: Risk and Uncertainty; Judgments; Forecasting and Prediction
Citation
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Gaur, Vishal, Saravanan Kesavan, Ananth Raman, and Marshall L. Fisher. "Estimating Demand Uncertainty Using Judgmental Forecasts." Manufacturing & Service Operations Management 9, no. 4 (fall 2007).
  • August 2020 (Revised September 2020)
  • Technical Note

Assessing Prediction Accuracy of Machine Learning Models

By: Michael W. Toffel, Natalie Epstein, Kris Ferreira and Yael Grushka-Cockayne
The note introduces a variety of methods to assess the accuracy of machine learning prediction models. The note begins by briefly introducing machine learning, overfitting, training versus test datasets, and cross validation. The following accuracy metrics and tools... View Details
Keywords: Machine Learning; Statistics; Econometric Analyses; Experimental Methods; Data Analysis; Data Analytics; Forecasting and Prediction; Analytics and Data Science; Analysis; Mathematical Methods
Citation
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Toffel, Michael W., Natalie Epstein, Kris Ferreira, and Yael Grushka-Cockayne. "Assessing Prediction Accuracy of Machine Learning Models." Harvard Business School Technical Note 621-045, August 2020. (Revised September 2020.)
  • 09 Feb 2007
  • Working Paper Summaries

Do Corporate Social Responsibility Ratings Predict Corporate Social Performance?

Keywords: by Aaron K. Chatterji, David I. Levine & Michael W. Toffel
  • May 2018
  • Article

The Amount and Source of Millionaires' Wealth (Moderately) Predicts Their Happiness

By: Grant Edward Donnelly, Tianyi Zheng, Emily Haisley and Michael I. Norton
Two samples of more than 4,000 millionaires reveal two primary findings. First, only at high levels of wealth—in excess of $8 million (Study 1) and $10 million (Study 2)—are wealthier millionaires happier than millionaires with lower levels of wealth, though these... View Details
Keywords: Income; Well-being; Happiness; Wealth; Money; Attitudes; Situation or Environment
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Donnelly, Grant Edward, Tianyi Zheng, Emily Haisley, and Michael I. Norton. "The Amount and Source of Millionaires' Wealth (Moderately) Predicts Their Happiness." Personality and Social Psychology Bulletin 44, no. 5 (May 2018): 684–699.
  • June 2014
  • Case

Financial Policy at Apple, 2013 (A)

By: Mihir A. Desai and Elizabeth A. Meyer
By the end of 2013, Apple had $137 billion dollars in cash and marketable securities. This case explores how companies can generate such large amounts of cash and how and if they should distribute it to shareholders, especially in the face of shareholder pressure. In... 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
Citation
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Desai, Mihir A., and Elizabeth A. Meyer. "Financial Policy at Apple, 2013 (A)." Harvard Business School Case 214-085, June 2014.
  • Article

The Wisdom of Competitive Crowds

By: Kenneth C. Lichtendahl, Yael Grushka-Cockayne and Phillip E. Pfeifer
When several individuals are asked to forecast an uncertain quantity, they often face implicit or explicit incentives to be the most accurate. Despite the desire to elicit honest forecasts, such competition induces forecasters to report strategically and nontruthfully.... View Details
Keywords: Forecast; Forecasting and Prediction
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Lichtendahl, Kenneth C., Yael Grushka-Cockayne, and Phillip E. Pfeifer. "The Wisdom of Competitive Crowds." Operations Research 61, no. 6 (November–December 2013): 1383–1398. (*Finalist in the Decision Analysis Society Publication Award, 2015.)
  • August 2018 (Revised September 2018)
  • Supplement

Predicting Purchasing Behavior at PriceMart (B)

By: Srikant M. Datar and Caitlin N. Bowler
Supplements the (A) case. In this case, Wehunt and Morse are concerned about the logistic regression model overfitting to the training data, so they explore two methods for reducing the sensitivity of the model to the data by regularizing the coefficients of the... View Details
Keywords: Data Science; Analytics and Data Science; Analysis; Customers; Household; Forecasting and Prediction
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Datar, Srikant M., and Caitlin N. Bowler. "Predicting Purchasing Behavior at PriceMart (B)." Harvard Business School Supplement 119-026, August 2018. (Revised September 2018.)
  • January 2019
  • Article

Bubbles for Fama

By: Robin Greenwood, Andrei Shleifer and Yang You
We evaluate Eugene Fama's claim that stock prices do not exhibit price bubbles. Based on U.S. industry returns 1926–2014 and international sector returns 1985–2014, we present four findings: (1) Fama is correct in that a sharp price increase of an industry portfolio... View Details
Keywords: Bubble; Market Efficiency; Predictability; Price Bubble; Stocks; Price; Forecasting and Prediction
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Greenwood, Robin, Andrei Shleifer, and Yang You. "Bubbles for Fama." Journal of Financial Economics 131, no. 1 (January 2019): 20–43. (Internet Appendix Here.)
  • Article

Interpretable Decision Sets: A Joint Framework for Description and Prediction

By: Himabindu Lakkaraju, Stephen H. Bach and Jure Leskovec
Citation
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Lakkaraju, Himabindu, Stephen H. Bach, and Jure Leskovec. "Interpretable Decision Sets: A Joint Framework for Description and Prediction." Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining 22nd (2016).
  • November 2023
  • Article

Knowledge About the Source of Emotion Predicts Emotion-Regulation Attempts, Strategies, and Perceived Emotion-Regulation Success

By: Yael Millgram, Matthew K. Nock, David D. Bailey and Amit Goldenberg
People’s ability to regulate emotions is crucial to healthy emotional functioning. One overlooked aspect in emotion-regulation research is that knowledge about the source of emotions can vary across situations and individuals, which could impact people’s ability to... View Details
Keywords: Emotions; Personal Characteristics; Well-being
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Millgram, Yael, Matthew K. Nock, David D. Bailey, and Amit Goldenberg. "Knowledge About the Source of Emotion Predicts Emotion-Regulation Attempts, Strategies, and Perceived Emotion-Regulation Success." Psychological Science 34, no. 11 (November 2023): 1244–1255.
  • 2023
  • Chapter

Analyzing Human Decisions and Machine Predictions in Bail Decision Making

By: Jon Kleinberg, Himabindu Lakkaraju, Jure Leskovec, Jens Ludwig and Sendhil Mullainathan
BOOK ABSTRACT: Oriented toward the introductory student, The Inequality Reader is the essential textbook for today's undergraduate courses. The editors have assembled the most important classic and contemporary readings about how poverty and inequality are... View Details
Keywords: Equality and Inequality
Citation
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Kleinberg, Jon, Himabindu Lakkaraju, Jure Leskovec, Jens Ludwig, and Sendhil Mullainathan. "Analyzing Human Decisions and Machine Predictions in Bail Decision Making." In The Inequality Reader: Contemporary and Foundational Readings in Race, Class, and Gender. 3rd edition, edited by David B. Grusky and Szonja Szelényi. Routledge, forthcoming.
  • April 2021 (Revised August 2021)
  • Case

Borusan CAT: Monetizing Prediction in the Age of AI (A)

By: Navid Mojir and Gamze Yucaoglu
Borusan Cat is an international distributor of Caterpillar heavy machines. Esra Durgun (Director of Strategy, Digitization, and Innovation) and Ozgur Gunaydin (CEO) seem to have bet their careers on developing Muneccim, a new predictive technology that is designed to... View Details
Keywords: Monetization Strategy; Artificial Intelligence; AI; Forecasting and Prediction; Applications and Software; Technological Innovation; Marketing; Segmentation; AI and Machine Learning; Construction Industry; Turkey
Citation
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Mojir, Navid, and Gamze Yucaoglu. "Borusan CAT: Monetizing Prediction in the Age of AI (A)." Harvard Business School Case 521-053, April 2021. (Revised August 2021.)
  • 15 Aug 2016
  • Research & Ideas

Black Swans and Big Trends Can Ruin Anyone's Internet Prediction

how we thought about online opportunities one year after the dot-com bubble burst. In retrospect, many of my thoughts about the internet’s future evolution missed the mark. If you think history repeats itself, then these forecasting... View Details
Keywords: by Thomas R. Eisenmann; Technology
  • 2007
  • Working Paper

Warren Persons, the Harvard Economic Service, and the Problems of Forecasting

By: Walter A. Friedman
Citation
Related
Friedman, Walter A. "Warren Persons, the Harvard Economic Service, and the Problems of Forecasting." Harvard Business School Working Paper, No. 07-044, January 2007.
  • June 2014
  • Supplement

Financial Policy at Apple, 2013 (B)

By: Mihir Desai and Elizabeth A. Meyer
This case is meant to accompany Financial Policy at Apple, 2013 (A) and details the results of Apple's Q2 2013 earnings call. 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
Citation
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Desai, Mihir, and Elizabeth A. Meyer. "Financial Policy at Apple, 2013 (B)." Harvard Business School Supplement 214-094, June 2014.
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