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    • All HBS Web  (209)
      • Faculty Publications  (60)

      Forecast EvaluationRemove Forecast Evaluation →

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      • August 2018 (Revised September 2018)
      • Supplement

      LendingClub (C): Gradient Boosting & Payoff Matrix

      By: Srikant M. Datar and Caitlin N. Bowler
      This case builds directly on the LendingClub (A) and (B) cases. In this case students follow Emily Figel as she builds an even more sophisticated model using the gradient boosted tree method to predict, with some probability, whether a borrower would repay or default... View Details
      Keywords: Data Analytics; Data Science; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction
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      Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (C): Gradient Boosting & Payoff Matrix." Harvard Business School Supplement 119-022, August 2018. (Revised September 2018.)
      • January 2018 (Revised January 2020)
      • Case

      People Analytics at McKinsey

      By: Jeffrey T. Polzer and Olivia Hull
      A private equity–backed fast food chain has hired McKinsey’s new People Analytics group to help it improve performance. As the final client workshop approaches, Associate Partner Alex DiLeonardo ponders the best way to present the team’s findings, especially those that... View Details
      Keywords: Talent and Talent Management; Customer Relationship Management; Forecasting and Prediction; Cost Management; Human Resources; Employees; Recruitment; Retention; Selection and Staffing; Measurement and Metrics; Performance; Performance Capacity; Performance Efficiency; Performance Evaluation; Performance Improvement; Consulting Industry; Service Industry
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      Polzer, Jeffrey T., and Olivia Hull. "People Analytics at McKinsey." Harvard Business School Case 418-023, January 2018. (Revised January 2020.)
      • Article

      Scenario Generation for Long Run Interest Rate Risk Assessment

      By: Robert F. Engle, Guillaume Roussellet and Emil N. Siriwardane
      We propose a statistical model of the term structure of U.S. treasury yields tailored for long-term probability-based scenario generation and forecasts. Our model is easy to estimate and is able to simultaneously reproduce the positivity, persistence, and factor... View Details
      Keywords: Forecasting; Stress Testing; Interest Rates; Forecasting and Prediction; Risk Management; United States
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      Engle, Robert F., Guillaume Roussellet, and Emil N. Siriwardane. "Scenario Generation for Long Run Interest Rate Risk Assessment." Special Issue on Theoretical and Financial Econometrics: Essays in Honor of C. Gourieroux. Journal of Econometrics 201, no. 2 (December 2017): 333–347.
      • October 2017 (Revised April 2018)
      • Case

      Improving Worker Safety in the Era of Machine Learning (A)

      By: Michael W. Toffel, Dan Levy, Jose Ramon Morales Arilla and Matthew S. Johnson
      Managers make predictions all the time: How fast will my markets grow? How much inventory do I need? How intensively should I monitor my suppliers? Which potential customers will be most responsive to a particular marketing campaign? Which job candidates should I... View Details
      Keywords: Machine Learning; Policy Implementation; Empirical Research; Inspection; Occupational Safety; Occupational Health; Regulation; Analysis; Forecasting and Prediction; Policy; Operations; Supply Chain Management; Safety; Manufacturing Industry; Construction Industry; United States
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      Toffel, Michael W., Dan Levy, Jose Ramon Morales Arilla, and Matthew S. Johnson. "Improving Worker Safety in the Era of Machine Learning (A)." Harvard Business School Case 618-019, October 2017. (Revised April 2018.)
      • 2016
      • Book

      Innovation Equity: Assessing and Managing the Monetary Value of New Products and Services

      By: Elie Ofek, Eitan Muller and Barak Libai
      This book bridges the gap between what academics know, and what innovation stakeholders—from managers, to investors, to analysts, to consumers—need to know about how new products and services are expected to perform in the marketplace. The book develops a compelling... View Details
      Keywords: Innovation; Technology Diffusion; New Products; Customer Lifetime Value; Monetization Strategy; Social Influence; Innovation Adoption; Forecasting Demand; Commercialization; Marketing Strategy; Practice; Customer Value and Value Chain; Research; Innovation and Management; Technology Adoption; Forecasting and Prediction; Product Development
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      Ofek, Elie, Eitan Muller, and Barak Libai. Innovation Equity: Assessing and Managing the Monetary Value of New Products and Services. University of Chicago Press, 2016.
      • April 2016
      • Teaching Note

      Whither the Weather (Company): Forecasting 2016

      By: Rosabeth Moss Kanter and Jonathan Cohen
      This Note was created for the purpose of aiding classroom instructors in the use of the Harvard Business School case, "Whither the Weather (Company): Forecasting 2016." As chairman and CEO, David Kenny guided the Weather Company's transformation from a cable television... View Details
      Keywords: Weather Company; IBM; Digital; Technology; David Kenny; Television; Weather Channel; Legacy Business; Mainstream; Newstream; Reorganization; Acquisitions; Transformation; Information Technology; Television Entertainment; Acquisition; Consolidation; Change; Leadership
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      Kanter, Rosabeth Moss, and Jonathan Cohen. "Whither the Weather (Company): Forecasting 2016." Harvard Business School Teaching Note 316-161, April 2016.
      • January 2016
      • Teaching Note

      Groom Energy Solutions: Selling Efficiency

      By: Michael W. Toffel, Kira Fabrizio and Stephanie van Sice
      This case examines a start-up service provider that helps clients improve the energy efficiency of their factories, warehouses, and commercial and office spaces by integrating and installing lighting, heating, and cooling technologies. The company seeks to double... View Details
      Keywords: Energy Efficiency; Energy Efficiency Paradox; Environment; Environmental Strategy; Growth; Energy; Energy Conservation; Entrepreneurship; Environmental Sustainability; Energy Industry
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      Toffel, Michael W., Kira Fabrizio, and Stephanie van Sice. "Groom Energy Solutions: Selling Efficiency." Harvard Business School Teaching Note 616-023, January 2016.
      • Article

      The Allure of Unknown Outcomes: Exploring the Role of Uncertainty in the Preference for Potential

      By: Daniella Kupor, Zakary L. Tormala and Michael I. Norton
      Influence practitioners often highlight a target's achievements (e.g., "she is the city's top-rated chef"), but recent research reveals that highlighting a target's potential (e.g., "she could become the city's top-rated chef") can be more effective. We examine whether... View Details
      Keywords: Risk and Uncertainty; Forecasting and Prediction; Performance Evaluation
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      Kupor, Daniella, Zakary L. Tormala, and Michael I. Norton. "The Allure of Unknown Outcomes: Exploring the Role of Uncertainty in the Preference for Potential." Journal of Experimental Social Psychology 55 (November 2014): 210–216.
      • October 2014 (Revised August 2018)
      • Case

      Caesars Entertainment

      By: Janice H. Hammond and Aldo Sesia
      This case describes the introduction of a regression analysis model for forecasting guest arrivals to Caesars Palace hotel in Las Vegas, Nevada. The company will use the forecast to staff the front desk in the hotel. The staff is unionized and the company has little... View Details
      Keywords: Forecasting; Staffing; Gaming; Gaming Industry; Hotel Industry; Decision Making; Forecasting and Prediction; Human Resources; Selection and Staffing; Entertainment; Games, Gaming, and Gambling; Operations; Service Delivery; Service Operations; Accommodations Industry; Travel Industry; Tourism Industry; Food and Beverage Industry; Las Vegas
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      Hammond, Janice H., and Aldo Sesia. "Caesars Entertainment." Harvard Business School Case 615-031, October 2014. (Revised August 2018.)
      • Article

      Unexpected Benefits of Deciding by Mind Wandering

      By: Colleen Giblin, Carey K. Morewedge and Michael I. Norton
      The mind wanders, even when people are attempting to make complex decisions. We suggest that such mind wandering—allowing one's thoughts to wander until the "correct" choice comes to mind—can positively impact people's feelings about their decisions. We compare... View Details
      Keywords: Decisions; Satisfaction; Decision Choices and Conditions; Cognition and Thinking
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      Giblin, Colleen, Carey K. Morewedge, and Michael I. Norton. "Unexpected Benefits of Deciding by Mind Wandering." Art. 598. Frontiers in Psychology 4 (September 6, 2013).
      • February 2013
      • Article

      Daily Horizons: Evidence of Narrow Bracketing in Judgments from 9,000 MBA Admission Interviews

      By: U. Simonsohn and F. Gino
      Many professionals, from auditors and lawyers, to clinical psychologists and journal editors, divide a continuous flow of judgments into subsets. College admissions interviewers, for instance, evaluate but a handful of applicants a day. We conjectured that in such... View Details
      Keywords: Judgments; Forecasting and Prediction; Research
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      Simonsohn, U., and F. Gino. "Daily Horizons: Evidence of Narrow Bracketing in Judgments from 9,000 MBA Admission Interviews." Psychological Science 24, no. 2 (February 2013): 219–224.
      • 2013
      • Book

      Business Analysis and Valuation: Using Financial Statements, Text and Cases

      By: Krishna G. Palepu and Paul M. Healy
      This book provides a framework for business analysis and has been used by business schools throughout the world. It provides a foundation for analysis using four key steps: 1) Strategy analysis: Identifying a firm's strategy and understanding sources of its competitive... View Details
      Keywords: Governance; Debt Securities; Valuation; Performance Evaluation; Financial Statements; Credit; Business Ventures; Strategy; Financial Condition; Mergers and Acquisitions; Forecasting and Prediction
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      Palepu, Krishna G., and Paul M. Healy. Business Analysis and Valuation: Using Financial Statements, Text and Cases. 5th ed. Cengage Learning, 2013.
      • 2012
      • Working Paper

      ~Why Do We Redistribute so Much but Tag so Little? Normative Diversity, Equal Sacrifice and Optimal Taxation

      By: Matthew Weinzierl
      Tagging is a free lunch in conventional optimal tax theory because it eases the classic tradeoff between efficiency and equality. But tagging is used in only limited ways in tax policy. I propose one explanation: conventional optimal tax theory has yet to capture the... View Details
      Keywords: Forecasting and Prediction; Cost; Framework; Policy; Taxation; Analytics and Data Science; Performance Efficiency; United States
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      Weinzierl, Matthew. "~Why Do We Redistribute so Much but Tag so Little? Normative Diversity, Equal Sacrifice and Optimal Taxation." Harvard Business School Working Paper, No. 12-064, January 2012. (Revised August 2012. NBER Working Paper Series, No. 18045, August 2012)
      • July – August 2011
      • Article

      What Factors Drive Analyst Forecasts?

      By: Boris Groysberg, Paul Healy, Nitin Nohria and George Serafeim
      A firm's competitive environment, its strategic choices, and its internal capabilities are considered important determinants of its future performance. Yet there is little evidence on whether analysts' forecasts of firm performance actually reflect any of these factors... View Details
      Keywords: Competition; Forecasting and Prediction; Industry Growth; Judgments; Performance; Valuation; Price; Quality; Innovation and Invention; Organizational Culture; Competency and Skills; Surveys
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      Groysberg, Boris, Paul Healy, Nitin Nohria, and George Serafeim. "What Factors Drive Analyst Forecasts?" Financial Analysts Journal 67, no. 4 (July–August 2011).
      • 2010
      • Other Unpublished Work

      Share Issuance and Factor Timing

      By: Robin Greenwood and Samuel Hanson
      We show that characteristics of stock issuers can be used to forecast important common factors in stocks returns such as those associated with book-to-market, size, and industry. Specifically, we use differences between the attributes of stock issuers and repurchasers... View Details
      Keywords: Forecasting and Prediction; Equity; Stocks; Stock Shares; Investment Return; Investment Portfolio; Price; Performance Evaluation
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      Greenwood, Robin, and Samuel Hanson. "Share Issuance and Factor Timing." December 2010. (Appendix. Previously titled "Characteristic Timing," NBER Working Paper Series, No. 15948.)
      • August 2010
      • Case

      Flash Memory, Inc.

      By: William E. Fruhan and Craig Stephenson
      The CFO of Flash Memory, Inc. prepares the company's investing and financing plans for the next three years. Flash Memory is a small firm that specializes in the design and manufacture of solid state drives (SSDs) and memory modules for the computer and electronics... View Details
      Keywords: Forecasting; Financial Management; Cash Flow; Forecasting and Prediction; Capital Budgeting; Computer Industry; Electronics Industry; United States
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      Fruhan, William E., and Craig Stephenson. "Flash Memory, Inc." Harvard Business School Brief Case 104-230, August 2010.
      • 2010
      • Article

      The Ethical Mirage: A Temporal Explanation as to Why We Are Not as Ethical as We Think We Are

      By: A. E. Tenbrunsel, K. Diekmann, K A. Wade-Benzoni and Max Bazerman
      This paper explores the biased perceptions that people hold of their own ethicality. We argue that the temporal trichotomy of prediction, action and recollection is central to these misperceptions: People predict that they will behave more ethically than they actually... View Details
      Keywords: Forecasting and Prediction; Values and Beliefs; Framework; Research; Behavior; Cognition and Thinking; Perception; Prejudice and Bias
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      Tenbrunsel, A. E., K. Diekmann, K A. Wade-Benzoni, and Max Bazerman. "The Ethical Mirage: A Temporal Explanation as to Why We Are Not as Ethical as We Think We Are." Research in Organizational Behavior 30 (2010): 153–173.
      • 2010
      • Working Paper

      When Do Analysts Add Value? Evidence from Corporate Spinoffs

      By: Emilie Rose Feldman, Stuart Gilson and Belen Villalonga
      We investigate the information content and forecast accuracy of 1,793 analyst reports written around 62 spinoffs—a setting in which analysts' ability to inform investors is potentially very high. We find that analysts pay little attention to subsidiaries about to be... View Details
      Keywords: Earnings Management; Mergers and Acquisitions; Business Subsidiaries; Restructuring; Forecasting and Prediction; Insolvency and Bankruptcy; Initial Public Offering; Price; Reports; Research
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      Feldman, Emilie Rose, Stuart Gilson, and Belen Villalonga. "When Do Analysts Add Value? Evidence from Corporate Spinoffs." Harvard Business School Working Paper, No. 10-102, May 2010.
      • April 2010
      • Case

      Jones Electrical Distribution

      By: Thomas R. Piper and Jeffrey DeVolder
      Jones Electrical Distribution is faced with a need for increased bank financing due to its rapid sales growth. Students must determine the reasons for the rising bank borrowing, estimate the amount of borrowing needed and assess the attractiveness of the loan to the... View Details
      Keywords: Financial Analysis; Forecasting; Financing; Bank Loans; Growth Management; Cash Flow; Financing and Loans; Forecasting and Prediction; Distribution Industry
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      Piper, Thomas R., and Jeffrey DeVolder. "Jones Electrical Distribution." Harvard Business School Brief Case 104-179, April 2010.
      • June 2009 (Revised March 2010)
      • Supplement

      Hansson Private Label, Inc.: Evaluating an Investment in Expansion, Student Spreadsheet (Brief Case)

      By: Erik Stafford and Joel L. Heilprin
      Keywords: Present Value; Forecasting; Expansion; Valuation; Forecasting and Prediction; Capital Budgeting
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      Stafford, Erik, and Joel L. Heilprin. "Hansson Private Label, Inc.: Evaluating an Investment in Expansion, Student Spreadsheet (Brief Case)." Harvard Business School Spreadsheet Supplement 094-025, June 2009. (Revised March 2010.)
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