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  • All HBS Web  (154)
    • News  (8)
    • Research  (131)
    • Events  (1)
  • Faculty Publications  (35)

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  • All HBS Web  (154)
    • News  (8)
    • Research  (131)
    • Events  (1)
  • Faculty Publications  (35)
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  • March 2022
  • Article

Sensitivity Analysis of Agent-based Models: A New Protocol

By: Emanuele Borgonovo, Marco Pangallo, Jan Rivkin, Leonardo Rizzo and Nicolaj Siggelkow
Agent-based models (ABMs) are increasingly used in the management sciences. Though useful, ABMs are often critiqued: it is hard to discern why they produce the results they do and whether other assumptions would yield similar results. To help researchers address such... View Details
Keywords: Agent-based Modeling; Sensitivity Analysis; Design Of Experiments; Total Order Sensitivity Indices; Organizations; Behavior; Decision Making; Mathematical Methods
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Borgonovo, Emanuele, Marco Pangallo, Jan Rivkin, Leonardo Rizzo, and Nicolaj Siggelkow. "Sensitivity Analysis of Agent-based Models: A New Protocol." Computational and Mathematical Organization Theory 28, no. 1 (March 2022): 52–94.
  • February 2017
  • Background Note

Decision Analysis

By: George Wu and Kathleen McGinn
Describes decision analysis, a systematic approach for analyzing decision problems. A running example illustrates problem structuring (decision trees), probability assessment, endpoint evaluation, “folding back the tree” as a method of analysis, and sensitivity... View Details
Keywords: Decision Analysis; Decision Trees; Probability; Decision Making; Analysis
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Wu, George, and Kathleen McGinn. "Decision Analysis." Harvard Business School Background Note 917-018, February 2017.
  • August 1993 (Revised December 1997)
  • Background Note

Decision Analysis

Describes decision analysis, a systemic approach for analyzing decision problems. A running example illustrates problem structuring (decision trees), probability assessment and endpoint evaluation, folding back the tree as a method of analysis, and sensitivity... View Details
Keywords: Analysis; Decision Making
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Wu, George. "Decision Analysis." Harvard Business School Background Note 894-004, August 1993. (Revised December 1997.)
  • September 2009 (Revised June 2011)
  • Case

Mercury Athletic: Valuing the Opportunity

By: Timothy A. Luehrman and Joel L. Heilprin
In January 2007, West Coast Fashions, Inc., a large designer and marketer of branded apparel, announced a strategic reorganization that would result in the divestiture of their wholly owned footwear subsidiary, Mercury Athletic. John Liedtke, the head of business... View Details
Keywords: Mergers & Acquisitions; Sensitivity Analysis; Cost of Capital; Restructuring; Valuation; Cash Flow; Mergers and Acquisitions; Corporate Finance; Apparel and Accessories Industry
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Luehrman, Timothy A., and Joel L. Heilprin. "Mercury Athletic: Valuing the Opportunity." Harvard Business School Brief Case 094-050, September 2009. (Revised June 2011.)
  • September 2009
  • Supplement

Mercury Athletic: Valuing the Opportunity Teaching Note Exhibits, Faculty Spreadsheet Supplement (Brief Case)

By: Timothy A. Luehrman and Joel L. Heilprin
Keywords: Mergers & Acquisitions; Sensitivity Analysis; Analysis; Valuation; Mergers and Acquisitions
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Luehrman, Timothy A., and Joel L. Heilprin. "Mercury Athletic: Valuing the Opportunity Teaching Note Exhibits, Faculty Spreadsheet Supplement (Brief Case)." Harvard Business School Spreadsheet Supplement 094-056, September 2009.
  • September 2009
  • Teaching Note

Mercury Athletic: Valuing the Opportunity (Brief Case)

By: Timothy A. Luehrman and Joel L. Heilprin
Teaching Note to 4050. View Details
Keywords: Mergers & Acquisitions; Sensitivity Analysis; Valuation; Mergers and Acquisitions
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Luehrman, Timothy A., and Joel L. Heilprin. "Mercury Athletic: Valuing the Opportunity (Brief Case)." Harvard Business School Teaching Note 094-051, September 2009.
  • March 2016
  • Article

An Analysis of Firms' Self-reported Anticorruption Efforts

By: Paul M. Healy and George Serafeim
We use Transparency International's ratings of self-reported anticorruption efforts for 480 corporations to analyze factors underlying the ratings. Our tests examine whether these forms of disclosure reflect firms' real efforts to combat corruption or are cheap talk.... View Details
Keywords: Corruption; Corporate Performance; Growth; Disclosure; Disclosure Strategy; Sustainability; Crime and Corruption; Corporate Disclosure; Performance; Sales
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Healy, Paul M., and George Serafeim. "An Analysis of Firms' Self-reported Anticorruption Efforts." Accounting Review 91, no. 2 (March 2016): 489–511.
  • 16 Aug 2010
  • Lessons from the Classroom

HBS Introduces Marketing Analysis Tools for Managers

Steenburgh of HBS and Jill Avery (HBS DBA'07) of Simmons School of Management. We asked Steenburgh to explain how practitioners can use the toolkits in their businesses. Sarah Jane Gilbert: Can you describe the marketing analysis... View Details
Keywords: by Sarah Jane Gilbert
  • March 2020
  • Article

Diagnosing Missing Always at Random in Multivariate Data

By: Iavor I. Bojinov, Natesh S. Pillai and Donald B. Rubin
Models for analyzing multivariate data sets with missing values require strong, often assessable, assumptions. The most common of these is that the mechanism that created the missing data is ignorable—a twofold assumption dependent on the mode of inference. The first... View Details
Keywords: Missing Data; Diagnostic Tools; Sensitivity Analysis; Hypothesis Testing; Missing At Random; Row Exchangeability; Analytics and Data Science; Mathematical Methods
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Bojinov, Iavor I., Natesh S. Pillai, and Donald B. Rubin. "Diagnosing Missing Always at Random in Multivariate Data." Biometrika 107, no. 1 (March 2020): 246–253.
  • 2018
  • Chapter

Are Licensing Markets Local? An Analysis of the Geography of Vertical Licensing Agreements in Bio-Pharmaceuticals

By: Juan Alcacer, John Cantwell and Michelle Gittelman
As the value chain of the pharmaceutical industry disaggregates, upstream discovery is increasingly carried out by small research-specialized firms while downstream development, testing and marketing is conducted by global pharmaceutical firms. Licensing plays an... View Details
Keywords: Geographic Location; Local Range; Rights; Research and Development; Biotechnology Industry; Pharmaceutical Industry
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Alcacer, Juan, John Cantwell, and Michelle Gittelman. "Are Licensing Markets Local? An Analysis of the Geography of Vertical Licensing Agreements in Bio-Pharmaceuticals." In Location of Biopharmaceutical Activity, edited by Iain M. Cockburn and Matthew J. Slaughter. National Bureau of Economic Research, forthcoming.
  • October 1, 2021
  • Article

An Evaluation of Cross-efficiency Methods: With an Application to Warehouse Performance.

By: B.M. Balk, M.R. De Koster, Christian Kaps and J.L. Zofio
Cross-efficiency measurement is an extension of Data Envelopment Analysis that allows for tie-breaking ranking of the Decision Making Units (DMUs) using all the peer evaluations. In this article we examine the theory of cross-efficiency measurement by comparing a... View Details
Keywords: Efficiency Analysis; Performance Benchmarking; Warehousing; Analytics and Data Science; Performance Evaluation; Measurement and Metrics; Mathematical Methods
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Balk, B.M., M.R. De Koster, Christian Kaps, and J.L. Zofio. "An Evaluation of Cross-efficiency Methods: With an Application to Warehouse Performance." Art. 126261. Applied Mathematics and Computation 406 (October 1, 2021).
  • 2015
  • Working Paper

Client Service, Compensation, and the Sell-Side Analyst Objective Function: An Empirical Analysis of Relational Incentives in the Investment-Research Industry

By: David A. Maber, Boris Groysberg and Paul M. Healy
This paper investigates how sell-side analysts build and sustain their client networks; the economic gains to successfully managing this challenge; and the metrics through which these incentives are delivered. In a typical semiannual period, the average analyst... View Details
Keywords: Networks; Measurement and Metrics; Operations; Customer Focus and Relationships; Jobs and Positions
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Maber, David A., Boris Groysberg, and Paul M. Healy. "Client Service, Compensation, and the Sell-Side Analyst Objective Function: An Empirical Analysis of Relational Incentives in the Investment-Research Industry." Working Paper, 2015.
  • Forthcoming
  • Article

Variable Leases Under ASC 842: Evidence on Properties and Consequences

By: Jonas Heese, Albert Shin and Charles C.Y. Wang
The new lease standard (ASC 842) allows firms to keep variable leases off-balance-sheet, in part based on the assumption that future expenses are difficult to estimate reliably. We show that variable-lease expenses are both prevalent and substantial, exhibiting... View Details
Keywords: Financial Accounting; Financial Analysis; Accounting; Leasing; Financial Strategy
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Heese, Jonas, Albert Shin, and Charles C.Y. Wang. "Variable Leases Under ASC 842: Evidence on Properties and Consequences." Review of Accounting Studies (forthcoming).
  • October 2016 (Revised February 2019)
  • Module Note

Strategy Execution Module 5: Building a Profit Plan

By: Robert Simons
This module reading describes how to build a profit plan to reflect the strategy of a business in economic terms. After introducing the profit wheel, cash wheel, and ROE wheel, the module illustrates how to use a profit plan to assess the viability of different... View Details
Keywords: Management Control Systems; Implementing Strategy; Execution; Profit Planning; Cash Flow Analysis; Asset Utilization; Return On Equity; Business Planning; Testing Strategy; Analyzing Strategic Alternative; Strategy; Asset Management; Cash Flow; Investment Return; Management Systems; Profit
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Simons, Robert. "Strategy Execution Module 5: Building a Profit Plan." Harvard Business School Module Note 117-105, October 2016. (Revised February 2019.)
  • 22 Feb 2024
  • Research & Ideas

How to Make AI 'Forget' All the Private Data It Shouldn't Have

training data from large language models. It’s still an open question how to reliably determine how much memorization a given LLM is doing of its training set, which I think could be a standard analysis that I imagine any company is going... View Details
Keywords: by Rachel Layne; Technology; Information Technology
  • 2017
  • Working Paper

The Importance of Unemployment Insurance as an Automatic Stabilizer

By: Marco Di Maggio and Amir Kermani
We assess the extent to which unemployment insurance (UI) serves as an automatic stabilizer to mitigate the economy's sensitivity to shocks. Using a local labor market design based on heterogeneity in local benefit generosity (defined as the percentage of household... View Details
Keywords: Unemployment Insurance; Automatic Stabilizers; Bartik Shocks; Aggregate Demand; System Shocks; Employment; Balance and Stability; Insurance; Volatility; Insurance Industry
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Di Maggio, Marco, and Amir Kermani. "The Importance of Unemployment Insurance as an Automatic Stabilizer." Harvard Business School Working Paper, No. 17-009, July 2016. (Revise and Resubmit to American Economic Journal: Macroeconomics.)
  • 04 Jun 2024
  • Research & Ideas

Navigating Consumer Data Privacy in an AI World

be forgotten.” So, if someone asks a company to delete their records because they don't want to be part of any data analysis or algorithms, the company needs to act fast and get it done. Sticking to the usual way of doing things isn't a... View Details
Keywords: by Rachel Layne; Technology; Information Technology
  • Article

Achieving Value in Highly Complex Acute Care: Lessons from the Delivery of Extra Corporeal Life Support

By: Michael Nurok, Jonathan Warsh, Erik Dong, Jeffrey Lopez, Mayumi Kharabi and Robert S. Kaplan
We applied a value (outcomes and cost) analysis to extracorporeal life support (ECLS), a relatively rare but very expensive ICU therapy with highly variable outcomes. To address the outcome component of the value approach, we created guidelines for ECLS delivery; to... View Details
Keywords: Health Care and Treatment; Cost Management; Value; Analysis
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Nurok, Michael, Jonathan Warsh, Erik Dong, Jeffrey Lopez, Mayumi Kharabi, and Robert S. Kaplan. "Achieving Value in Highly Complex Acute Care: Lessons from the Delivery of Extra Corporeal Life Support." NEJM Catalyst (October 31, 2019).
  • 2007
  • Working Paper

Global Competitors as Next-Door Neighbors: Competition and Geographic Concentration in the Semiconductor Industry

By: Minyuan Zhao and Juan Alcacer
Despite the many advantages offered by technology clusters, firms located in them face the risk of losing valuable knowledge to nearby competitors. In this study, we argue that multi-location firms strategically organize their R&D activities to appropriate the value of... View Details
Keywords: Information Technology; Industry Clusters; Innovation and Invention; Geographic Location; Competitive Strategy; Globalization; Semiconductor Industry
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Zhao, Minyuan, and Juan Alcacer. "Global Competitors as Next-Door Neighbors: Competition and Geographic Concentration in the Semiconductor Industry." Michigan Ross School of Business Working Paper, No. 1091, March 2007. (Available at SSRN.)
  • 2008
  • Working Paper

New Framework for Measuring and Managing Macrofinancial Risk and Financial Stability

By: Dale F. Gray, Robert C. Merton and Zvi Bodie
This paper proposes a new approach to improve the way central banks can analyze and manage the financial risks of a national economy. It is based on the modern theory and practice of contingent claims analysis (CCA), which is successfully used today at the level of... View Details
Keywords: Financial Crisis; Macroeconomics; Central Banking; Risk Management
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Gray, Dale F., Robert C. Merton, and Zvi Bodie. "New Framework for Measuring and Managing Macrofinancial Risk and Financial Stability." Harvard Business School Working Paper, No. 09-015, August 2008. (Revised.)
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