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  • All HBS Web  (3,455)
    • People  (5)
    • News  (338)
    • Research  (2,624)
    • Events  (33)
    • Multimedia  (28)
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  • October 2007 (Revised November 2010)
  • Module Note

Evaluating M&A Deals-Equity Consideration

By: Carliss Y. Baldwin
What the acquiring company pays for a target in a merger or acquisition is called "consideration." Consideration can be in the form of cash, shares, or a combination of the two. Lays out the basic mechanics of equity consideration. Derives formulas for the Deal NPV of... View Details
Keywords: Mergers and Acquisitions; Equity
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Baldwin, Carliss Y. "Evaluating M&A Deals-Equity Consideration." Harvard Business School Module Note 208-077, October 2007. (Revised November 2010.)
  • 2023
  • Article

Experimental Evaluation of Individualized Treatment Rules

By: Kosuke Imai and Michael Lingzhi Li
The increasing availability of individual-level data has led to numerous applications of individualized (or personalized) treatment rules (ITRs). Policy makers often wish to empirically evaluate ITRs and compare their relative performance before implementing them in a... View Details
Keywords: Causal Inference; Heterogeneous Treatment Effects; Precision Medicine; Uplift Modeling; Analytics and Data Science; AI and Machine Learning
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Imai, Kosuke, and Michael Lingzhi Li. "Experimental Evaluation of Individualized Treatment Rules." Journal of the American Statistical Association 118, no. 541 (2023): 242–256.
  • 2023
  • Working Paper

Evaluation and Learning in R&D Investment

By: Alexander P. Frankel, Joshua L. Krieger, Danielle Li and Dimitris Papanikolaou
We examine the role of spillover learning in shaping the value of exploratory versus incremental R&D. Using data from drug development, we show that novel drug candidates generate more knowledge spillovers than incremental ones. Despite being less likely to reach... View Details
Keywords: Research and Development; Forecasting and Prediction; Valuation; Pharmaceutical Industry
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Frankel, Alexander P., Joshua L. Krieger, Danielle Li, and Dimitris Papanikolaou. "Evaluation and Learning in R&D Investment." Harvard Business School Working Paper, No. 23-074, May 2023. (NBER Working Paper Series, No. 31290, May 2023.)
  • September 2003
  • Article

Evaluating International Tax Reform

By: Mihir A. Desai and James R. Hines Jr.
Keywords: Taxation; Governing Rules, Regulations, and Reforms
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Desai, Mihir A., and James R. Hines Jr. "Evaluating International Tax Reform." National Tax Journal 56, no. 3 (September 2003): 409–440.
  • February 1980 (Revised April 1981)
  • Case

RAWAN Proposal Evaluation Group

By: J. Ronald Fox
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Fox, J. Ronald. "RAWAN Proposal Evaluation Group." Harvard Business School Case 380-147, February 1980. (Revised April 1981.)
  • February 1976 (Revised February 1977)
  • Case

Evaluation of Investment Alternatives

By: Dwight B. Crane
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Crane, Dwight B. "Evaluation of Investment Alternatives." Harvard Business School Case 276-180, February 1976. (Revised February 1977.)
  • July 2005
  • Journal Article

How to Evaluate Clusters

By: Christian H.M. Ketels
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Ketels, Christian H.M. "How to Evaluate Clusters." Special Issue "Poles de Competitivite Revue parlementaire (July 2005).
  • October 2016 (Revised December 2016)
  • Module Note

Strategy Execution Module 6: Evaluating Strategic Profit Performance

By: Robert Simons
This module reading demonstrates how to calculate and analyze the profit generated by different business strategies. Formulas and examples are provided to calculate profit generated by changes in market share, revenue growth, efficiency improvements, and support costs.... View Details
Keywords: Management Control Systems; Implementing Strategy; Execution; Evaluating Business Performance; Profitability Analysis; Variance Analysis; Measuring Effectiveness; Measuring Efficiency; Activity-Based Costing; Flexible Budget; Accounting; Strategy
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Simons, Robert. "Strategy Execution Module 6: Evaluating Strategic Profit Performance." Harvard Business School Module Note 117-106, October 2016. (Revised December 2016.)
  • 2025
  • Working Paper

Choosing and Using Information in Evaluation Decisions

By: Katherine Baldiga Coffman, Scott Kostyshak and Perihan O. Saygin
We use a controlled experiment to study how information acquisition impacts candidate evaluations. We provide evaluators with group-level information on performance and the opportunity to acquire additional, individual-level performance information before making a... View Details
Keywords: Discrimination; Beliefs; Stereotypes; Gender; Prejudice and Bias; Selection and Staffing; Performance Evaluation
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Coffman, Katherine Baldiga, Scott Kostyshak, and Perihan O. Saygin. "Choosing and Using Information in Evaluation Decisions." Working Paper, February 2025.
  • 2023
  • Article

Evaluating Explainability for Graph Neural Networks

By: Chirag Agarwal, Owen Queen, Himabindu Lakkaraju and Marinka Zitnik
As explanations are increasingly used to understand the behavior of graph neural networks (GNNs), evaluating the quality and reliability of GNN explanations is crucial. However, assessing the quality of GNN explanations is challenging as existing graph datasets have no... View Details
Keywords: Analytics and Data Science
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Agarwal, Chirag, Owen Queen, Himabindu Lakkaraju, and Marinka Zitnik. "Evaluating Explainability for Graph Neural Networks." Art. 114. Scientific Data 10 (2023).
  • August 2023
  • Case

Partners Capital: Evaluating Fund Performance

By: Luis M. Viceira and Ryan Gilland
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Viceira, Luis M., and Ryan Gilland. "Partners Capital: Evaluating Fund Performance." Harvard Business School Case 224-017, August 2023.
  • April 2006
  • Teaching Note

Drilling South: Petrobras Evaluates Pecom

By: Mihir A. Desai and Kathleen Luchs
Keywords: Energy Industry
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Desai, Mihir A., and Kathleen Luchs. "Drilling South: Petrobras Evaluates Pecom." Harvard Business School Teaching Note 206-134, April 2006.
  • 2022
  • Article

Data Poisoning Attacks on Off-Policy Evaluation Methods

By: Elita Lobo, Harvineet Singh, Marek Petrik, Cynthia Rudin and Himabindu Lakkaraju
Off-policy Evaluation (OPE) methods are a crucial tool for evaluating policies in high-stakes domains such as healthcare, where exploration is often infeasible, unethical, or expensive. However, the extent to which such methods can be trusted under adversarial threats... View Details
Keywords: Analytics and Data Science; Cybersecurity; Mathematical Methods
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Lobo, Elita, Harvineet Singh, Marek Petrik, Cynthia Rudin, and Himabindu Lakkaraju. "Data Poisoning Attacks on Off-Policy Evaluation Methods." Proceedings of the Conference on Uncertainty in Artificial Intelligence (UAI) 38th (2022): 1264–1274.
  • 2011
  • Article

Strike Three: Discrimination, Incentives, and Evaluation

By: Christopher Parsons, J. Sulaeman, M. Yates and D. Hamermesh
Major League Baseball umpires express their racial/ethnic preferences when they evaluate pitchers. Strikes are called less often if the umpire and pitcher do not match race/ethnicity, but mainly where there is little scrutiny of umpires. Pitchers understand the... View Details
Keywords: Wages; Motivation and Incentives; Prejudice and Bias; Ethnicity; Race; Performance Productivity; Sports; Sports Industry
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Parsons, Christopher, J. Sulaeman, M. Yates, and D. Hamermesh. "Strike Three: Discrimination, Incentives, and Evaluation." American Economic Review 101, no. 4 (June 2011): 1410–1435.
  • February 1998 (Revised October 1998)
  • Case

Firmwide 360-degree Performance Evaluation Process at Morgan Stanley, The

Describes Morgan Stanley's firmwide, 360-degree performance evaluation process. Evaluation forms are included as exhibits. View Details
Keywords: Organizations; Performance Evaluation; Financial Services Industry
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Burton, M. Diane. "Firmwide 360-degree Performance Evaluation Process at Morgan Stanley, The." Harvard Business School Case 498-053, February 1998. (Revised October 1998.)
  • September 2023
  • Supplement

Design and Evaluation of Targeted Interventions

By: Eva Ascarza
Targeted interventions serve as a pivotal tool in business strategy, streamlining decisions for enhanced efficiency and effectiveness. This note delves into two central facets of such interventions: first, the design of potent decision guidelines, or targeting... View Details
Keywords: Marketing; Design; Business Strategy; Policy; Retail Industry; Apparel and Accessories Industry; Technology Industry; Financial Services Industry; Telecommunications Industry
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Ascarza, Eva. "Design and Evaluation of Targeted Interventions." Harvard Business School Spreadsheet Supplement 524-703, September 2023.
  • October 2023 (Revised February 2024)
  • Technical Note

Design and Evaluation of Targeted Interventions

By: Eva Ascarza and Ta-Wei (David) Huang
Targeted interventions serve as a pivotal tool in business strategy, streamlining decisions for enhanced efficiency and effectiveness. This note delves into two central facets of such interventions: first, the design of potent decision guidelines, or targeting... View Details
Keywords: Marketing; Customer Relationship Management; Analysis; Design; Business Strategy; Retail Industry; Apparel and Accessories Industry; Technology Industry; Financial Services Industry; Telecommunications Industry
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Ascarza, Eva, and Ta-Wei (David) Huang. "Design and Evaluation of Targeted Interventions." Harvard Business School Technical Note 524-034, October 2023. (Revised February 2024.)
  • June 2023
  • Simulation

Artea Dashboard and Targeting Policy Evaluation

By: Ayelet Israeli and Eva Ascarza
Companies deploy A/B experiments to gain valuable insights about their customers in order to answer strategic business problems. In marketing, A/B tests are often used to evaluate marketing interventions intended to generate incremental outcomes for the firm. The Artea... View Details
Keywords: Algorithm Bias; Algorithmic Data; Race And Ethnicity; Experimentation; Promotion; Marketing And Society; Big Data; Privacy; Data-driven Management; Data Analysis; Data Analytics; E-Commerce Strategy; Discrimination; Targeted Advertising; Targeted Policies; Pricing Algorithms; A/B Testing; Ethical Decision Making; Customer Base Analysis; Customer Heterogeneity; Coupons; Marketing; Race; Gender; Diversity; Customer Relationship Management; Marketing Communications; Advertising; Decision Making; Ethics; E-commerce; Analytics and Data Science; Retail Industry; Apparel and Accessories Industry; United States
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Israeli, Ayelet, and Eva Ascarza. "Artea Dashboard and Targeting Policy Evaluation." Harvard Business School Simulation 523-707, June 2023.
  • 2009
  • Chapter

Evaluating the Impact of SA8000 Certification

By: Michael J. Hiscox, Claire Schwartz and Michael W. Toffel
SA 8000, along with other types of certification standards and corporate codes of conduct, represents a new form of private governance of working conditions, initiated and implemented by companies, labor unions, and non-governmental activist groups. Whether these codes... View Details
Keywords: Corporate Governance; Working Conditions; Standards; Performance Evaluation
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Hiscox, Michael J., Claire Schwartz, and Michael W. Toffel. "Evaluating the Impact of SA8000 Certification." In Social Accountability 8000: The First Decade -- Implementation, Influence, and Impact, edited by Deborah Leipziger. Greenleaf Publishing, 2009.
  • January 1982
  • Article

A Negativity Bias in Interpersonal Evaluation

By: T. M. Amabile and A. H. Glazebrook
Two studies were conducted to demonstrate a bias toward negativity in evaluations of persons or their work in particular social circumstances. In Study 1, subjects evaluated materials written by peers. Those working under conditions that placed them in low status... View Details
Keywords: Social Psychology; Status and Position; Prejudice and Bias; Performance Evaluation; Situation or Environment; Perception; Attitudes
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Amabile, T. M., and A. H. Glazebrook. "A Negativity Bias in Interpersonal Evaluation." Journal of Experimental Social Psychology 18 (January 1982): 1–22.
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