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    • All HBS Web  (1,026)
      • Faculty Publications  (218)

      Predictive ModelsRemove Predictive Models →

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      • February 2011 (Revised February 2011)
      • Supplement

      The Auction for Burger King (A) (CW)

      By: Malcolm P. Baker and David Lane
      The courseware contains information on comparable firms and transactions as well as a forecasting model using the case data. View Details
      Keywords: Forecasting and Prediction; Auctions; Market Transactions; Valuation; Service Industry
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      Baker, Malcolm P., and David Lane. "The Auction for Burger King (A) (CW)." Harvard Business School Spreadsheet Supplement 211-712, February 2011. (Revised February 2011.)
      • January 2011
      • Case

      The Risk-Reward Framework at Morgan Stanley Research

      By: Suraj Srinivasan and David Lane
      The case describes the Risk-Reward framework that Morgan Stanley analysts use as a systematic approach to communicate a broader range of fundamental insights about a company rather than the traditional single point estimates. The goal of the framework is to focus the... View Details
      Keywords: Financial Statements; Forecasting and Prediction; Equity; Framework; Management Analysis, Tools, and Techniques; Risk Management; Business Processes; Research; Valuation
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      Srinivasan, Suraj, and David Lane. "The Risk-Reward Framework at Morgan Stanley Research." Harvard Business School Case 111-011, January 2011.
      • 2011
      • Article

      A Choice Prediction Competition for Social Preferences in Simple Extensive Form Games: An Introduction

      By: Eyal Ert, Ido Erev and Alvin E. Roth
      Two independent, but related, choice prediction competitions are organized that focus on behavior in simple two-person extensive form games: one focuses on predicting the choices of the first mover and the other on predicting the choices of the second mover. The... View Details
      Keywords: Forecasting and Prediction; Behavior; Decision Choices and Conditions; Competition; Motivation and Incentives; Game Theory; Fairness
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      Ert, Eyal, Ido Erev, and Alvin E. Roth. "A Choice Prediction Competition for Social Preferences in Simple Extensive Form Games: An Introduction." Special Issue on Predicting Behavior in Games. Games 2, no. 3 (September 2011): 257–276.
      • 2011
      • Chapter

      Regional Trade Integration and Multinational Firm Strategies

      By: Pol Antras and C. Fritz Foley
      This paper analyzes the effects of the formation of a regional trade agreement on the level and nature of multinational firm activity. We examine aggregate data that captures the response of U.S. multinational firms to the formation of the ASEAN free trade agreement.... View Details
      Keywords: Forecasting and Prediction; Trade; Foreign Direct Investment; Multinational Firms and Management; Globalized Markets and Industries; Analytics and Data Science; Agreements and Arrangements; United States
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      Antras, Pol, and C. Fritz Foley. "Regional Trade Integration and Multinational Firm Strategies." In Costs and Benefits of Regional Economic Integration in Asia, edited by Robert J. Barro and Jong-Wha Lee. Oxford University Press, 2011.
      • 2011
      • Working Paper

      The Importance of Work Context in Organizational Learning from Error

      By: Lucy H. MacPhail and Amy C. Edmondson
      This paper examines the implications of work context for learning from errors in organizations. Prior research has shown that attitudes and behaviors related to error vary between groups within organizations but has not investigated or theorized the ways in which... View Details
      Keywords: Judgments; Learning; Business Processes; Organizational Culture; Failure; Performance Improvement; Opportunities; Complexity
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      MacPhail, Lucy H., and Amy C. Edmondson. "The Importance of Work Context in Organizational Learning from Error." Harvard Business School Working Paper, No. 11-074, January 2011.
      • 2010
      • Working Paper

      Agglomerative Forces and Cluster Shapes

      By: William R. Kerr and Scott Duke Kominers
      We model spatial clusters of similar firms. Our model highlights how agglomerative forces lead to localized, individual connections among firms, while interaction costs generate a defined distance over which attraction forces operate. Overlapping firm interactions... View Details
      Keywords: Entrepreneurship; Geographic Location; Patents; Labor; Industry Clusters; Industry Structures; Relationships; Competitive Advantage; Technology Industry; California
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      Kerr, William R., and Scott Duke Kominers. "Agglomerative Forces and Cluster Shapes." Harvard Business School Working Paper, No. 11-061, December 2010.
      • September 2010
      • Article

      Do Inventory and Gross Margin Data Improve Sales Forecasts for U.S. Public Retailers?

      By: Saravanan Kesavan, Vishal Gaur and Ananth Raman
      Firm-level sales forecasts for retailers can be improved if we incorporate cost of goods sold, inventory, and gross margin (defined here as the ratio of sales to cost of goods sold) as three endogenous variables. We construct a simultaneous equations model, estimated... View Details
      Keywords: Sales; Forecasting and Prediction; Distribution; Goods and Commodities; Cost; Public Sector; Profit; Mathematical Methods; Analytics and Data Science; Retail Industry; United States
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      Kesavan, Saravanan, Vishal Gaur, and Ananth Raman. "Do Inventory and Gross Margin Data Improve Sales Forecasts for U.S. Public Retailers?" Management Science 56, no. 9 (September 2010): 1519–1533.
      • 2016
      • Working Paper

      The Impact of Supplier Inventory Service Level on Retailer Demand

      By: Nathan Craig, Nicole DeHoratius and Ananth Raman
      To set inventory service levels, suppliers must understand how changes in inventory service level affect demand. We build on prior research, which uses analytical models and laboratory experiments to study the impact of a supplier's service level on demand from... View Details
      Keywords: Customer Satisfaction; Forecasting and Prediction; Learning; Consumer Behavior; Service Delivery; Performance Expectations; Apparel and Accessories Industry; Service Industry
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      Craig, Nathan, Nicole DeHoratius, and Ananth Raman. "The Impact of Supplier Inventory Service Level on Retailer Demand." Working Paper. (Revised January 2016.)
      • July 2010 (Revised December 2011)
      • Background Note

      Marketing Analysis Toolkit: Pricing and Profitability Analysis

      By: Thomas J. Steenburgh and Jill Avery
      Pricing is one of the most difficult decisions marketers make and the one with the most direct and immediate impact on the firm's financial position. This toolkit will introduce the fundamental terminology and calculations associated with pricing and profitability... View Details
      Keywords: Forecasting and Prediction; Price; Profit; Management Analysis, Tools, and Techniques; Marketing Strategy; Demand and Consumers; Measurement and Metrics; Strategic Planning; Mathematical Methods; Retail Industry
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      Steenburgh, Thomas J., and Jill Avery. "Marketing Analysis Toolkit: Pricing and Profitability Analysis." Harvard Business School Background Note 511-028, July 2010. (Revised December 2011.)
      • 2010
      • Working Paper

      Trade Policy and Firm Boundaries

      By: Laura Alfaro, Paola Conconi, Harald Fadinger and Andrew F. Newman
      We study how trade policy affects firms' ownership structures. We embed an incomplete contracts model of vertical integration choices into a standard perfectly-competitive international trade framework. Integration decisions are driven by a trade-off between the... View Details
      Keywords: Trade; Policy; Vertical Integration; Business and Government Relations; Boundaries; Ownership; Mathematical Methods
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      Alfaro, Laura, Paola Conconi, Harald Fadinger, and Andrew F. Newman. "Trade Policy and Firm Boundaries." NBER Working Paper Series, No. 16118, June 2010.
      • February 2010
      • Supplement

      Marketing Analysis Toolkit: Market Size and Market Share Analysis (CW)

      By: Thomas J. Steenburgh and Jill Avery
      This Excel worksheet contains sample problems, prebuilt Excel models to run market sizing and market share analyses, and charts and graphs which help visualize the results. It is designed to accompany Marketing Analysis Tookit: Market Size and Market Share Analysis.... View Details
      Keywords: Mathematical Methods; Marketing Strategy; Decisions; Strategic Planning; Market Participation; Sales; Forecasting and Prediction; Management Analysis, Tools, and Techniques
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      Steenburgh, Thomas J., and Jill Avery. "Marketing Analysis Toolkit: Market Size and Market Share Analysis (CW)." Harvard Business School Spreadsheet Supplement 510-714, February 2010.
      • February 2010
      • Background Note

      Marketing Analysis Toolkit: Market Size and Market Share Analysis

      By: Thomas J. Steenburgh and Jill Avery
      Marketers frequently need to estimate the size of their markets—both for existing products so that sales forecasts can be developed and for new products so that market opportunities can be assessed. This toolkit enables students to size a market and generate a sales... View Details
      Keywords: Forecasting and Prediction; Management Analysis, Tools, and Techniques; Marketing Strategy; Markets; Demand and Consumers; Size; Strategic Planning; Sales
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      Steenburgh, Thomas J., and Jill Avery. "Marketing Analysis Toolkit: Market Size and Market Share Analysis." Harvard Business School Background Note 510-081, February 2010.
      • Article

      A Choice Prediction Competition for Market Entry Games: An Introduction

      By: Ido Erev, Eyal Ert and Alvin E. Roth
      A choice prediction competition is organized that focuses on decisions from experience in market entry games (http://sites.google.com/site/gpredcomp/ and http://www.mdpi.com/si/games/predict-behavior/). The competition is based on two experiments: An estimation... View Details
      Keywords: Experience and Expertise; Decision Choices and Conditions; Forecasting and Prediction; Learning; Market Entry and Exit; Game Theory; Behavior; Competition
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      Erev, Ido, Eyal Ert, and Alvin E. Roth. "A Choice Prediction Competition for Market Entry Games: An Introduction." Special Issue on Predicting Behavior in Games. Games 1, no. 2 (June 2010): 117–136.
      • January 2010
      • Journal Article

      A Choice Prediction Competition: Choices from Experience and from Description

      By: Ido Erev, Eyal Ert, Alvin E. Roth, Ernan E. Haruvy, Stefan Herzog, Robin Hau, Ralph Hertwig, Terrence Steward, Robert West and Christian Lebiere
      Erev, Ert, and Roth organized three choice prediction competitions focused on three related choice tasks: one-shot decisions from description (decisions under risk), one-shot decisions from experience, and repeated decisions from experience. Each competition was based... View Details
      Keywords: Experience and Expertise; Decision Choices and Conditions; Forecasting and Prediction; Mathematical Methods; Risk and Uncertainty; Competition
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      Erev, Ido, Eyal Ert, Alvin E. Roth, Ernan E. Haruvy, Stefan Herzog, Robin Hau, Ralph Hertwig, Terrence Steward, Robert West, and Christian Lebiere. "A Choice Prediction Competition: Choices from Experience and from Description." Special Issue on Decisions from Experience. Journal of Behavioral Decision Making 23, no. 1 (January 2010).
      • 2010
      • Working Paper

      The Architecture of Complex Systems: Do Core-periphery Structures Dominate?

      By: Alan MacCormack, Carliss Y. Baldwin and John Rusnak

      Any complex technological system can be decomposed into a number of subsystems and associated components, some of which are core to system function while others are only peripheral. The dynamics of how such "core-periphery" structures evolve and become embedded in a... View Details

      Keywords: Innovation and Management; Product Design; Practice; Core Relationships; Software; Information Technology Industry
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      MacCormack, Alan, Carliss Y. Baldwin, and John Rusnak. "The Architecture of Complex Systems: Do Core-periphery Structures Dominate?" Harvard Business School Working Paper, No. 10-059, January 2010.
      • 2009
      • Other Paper

      Trade Policy and Firm Boundaries

      By: Laura Alfaro, Paola Conconi, Andrew F. Newman and Harald Fadinger
      We examine how trade policy affects firms' organizational choices. We embed a model of firms' vertical integration decisions into a standard perfectly-competitive international trade framework. In the model, integration decisions are driven by a trade-off... View Details
      Keywords: Trade; Policy; Ownership; Business and Government Relations; Vertical Integration; Boundaries
      Citation
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      Alfaro, Laura, Paola Conconi, Andrew F. Newman, and Harald Fadinger. "Trade Policy and Firm Boundaries."
      • October 2009 (Revised January 2010)
      • Case

      The University of Notre Dame Endowment

      By: Andre F. Perold and Paul Michael Buser
      The Endowment Model of Investing, which was based on creating high risk-adjusted performance through diversification, a long time horizon, top-notch outside managers, and illiquid investments, had served Notre Dame and other large universities well over the past... View Details
      Keywords: Financial Crisis; Higher Education; Asset Management; Private Equity; Financial Liquidity; Investment; Risk Management; Performance Evaluation; Education Industry; Financial Services Industry
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      Perold, Andre F., and Paul Michael Buser. "The University of Notre Dame Endowment." Harvard Business School Case 210-007, October 2009. (Revised January 2010.)
      • 2009
      • Article

      Modeling Expert Opinions on Food Healthfulness: A Nutrition Metric

      By: Jolie M. Martin, John Beshears, Katherine L. Milkman, Max H. Bazerman and Lisa Sutherland

      Research over the last several decades indicates the failure of existing nutritional labels to substantially improve the healthiness of consumers' food and beverage choices. The difficulty for policy-makers is to encapsulate a wide body of scientific knowledge in a... View Details

      Keywords: Judgments; Food; Nutrition; Labels; Knowledge Use and Leverage; Demand and Consumers; Measurement and Metrics; Mathematical Methods
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      Martin, Jolie M., John Beshears, Katherine L. Milkman, Max H. Bazerman, and Lisa Sutherland. "Modeling Expert Opinions on Food Healthfulness: A Nutrition Metric." Journal of the American Dietetic Association 109, no. 6 (June 2009): 1088–1091.
      • 2009
      • Working Paper

      Regional Trade Integration and Multinational Firm Strategies

      By: Pol Antras and C. Fritz Foley
      This paper analyzes the effects of the formation of a regional trade agreement on the level and nature of multinational firm activity. We examine aggregate data that captures the response of U.S. multinational firms to the formation of the ASEAN free trade agreement.... View Details
      Keywords: Trade; Foreign Direct Investment; Globalized Economies and Regions; Multinational Firms and Management; Growth and Development Strategy; Agreements and Arrangements; Southeast Asia; United States
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      Antras, Pol, and C. Fritz Foley. "Regional Trade Integration and Multinational Firm Strategies." NBER Working Paper Series, No. 14891, April 2009.
      • January 2008 (Revised July 2009)
      • Case

      Forecasting the Great Depression

      By: Walter A. Friedman
      What is proper role of professional economic forecasting in financial decision making? The case presents excerpts from three leading economic forecasters on the eve of, and just after, the stock market crash of October 1929. The first set of excerpts is from Roger... View Details
      Keywords: History; Mathematical Methods; Personal Development and Career; Forecasting and Prediction; Financial Crisis
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      Friedman, Walter A. "Forecasting the Great Depression." Harvard Business School Case 708-046, January 2008. (Revised July 2009.)
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