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Publications

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  • All HBS Web  (149)
    • Faculty Publications  (22)

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    • All HBS Web  (149)
      • Faculty Publications  (22)

      Sensitivity Analysis Remove Sensitivity Analysis →

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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.
      • December 2021
      • Article

      Employee Responses to Compensation Changes: Evidence from a Sales Firm

      By: Jason Sandvik, Richard Saouma, Nathan Seegert and Christopher Stanton
      What are the long-term consequences of compensation changes? Using data from an inbound sales call center, we study employee responses to a compensation change that ultimately reduced take-home pay by 7% for the average affected worker. The change caused a significant...  View Details
      Keywords: Employees; Wages; Compensation and Benefits; Change; Performance; Resignation and Termination; Retention; Analysis
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      Sandvik, Jason, Richard Saouma, Nathan Seegert, and Christopher Stanton. "Employee Responses to Compensation Changes: Evidence from a Sales Firm." Management Science 67, no. 12 (December 2021): 7687–7707.
      • October 2021
      • Article

      Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

      By: Nicolas Padilla and Eva Ascarza
      The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can...  View Details
      Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
      • 2022
      • Working Paper

      Where the Cloud Rests: The Location Strategies of Data Centers

      By: Shane Greenstein and Tommy Pan Fang
      This study provides an analysis of the entry strategies of third-party data centers in the United States. We examine the market before the pandemic in 2018 and 2019, when supply and demand for data services were geographically stable. We compare with the entry...  View Details
      Keywords: Cloud Computing; Location Strategies; Data Centers; Information Infrastructure
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      Greenstein, Shane, and Tommy Pan Fang. "Where the Cloud Rests: The Location Strategies of Data Centers." Harvard Business School Working Paper, No. 21-042, September 2020. (Revised June 2022.)
      • 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.
      • Working Paper

      Rebates in the Pharmaceutical Industry: Evidence from Medicines Sold in Retail Pharmacies in the U.S.

      By: Pragya Kakani, Michael Chernew and Amitabh Chandra
      Rising list prices are often used to illustrate the burden of prescription drug spending, but payers routinely negotiate rebates from manufacturers that generate differences between list and net prices. List prices are easily available and affect patient cost-sharing,...  View Details
      Keywords: Pharmaceuticals; Rebates; Health Care and Treatment; Markets; Price; Analysis; Pharmaceutical Industry
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      Kakani, Pragya, Michael Chernew, and Amitabh Chandra. "Rebates in the Pharmaceutical Industry: Evidence from Medicines Sold in Retail Pharmacies in the U.S." NBER Working Paper Series, No. 26846, March 2020.
      • 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).
      • April 2019
      • Article

      Incentives for Public Goods Inside Organizations: Field Experimental Evidence

      By: Andrea Blasco, Olivia S. Jung, Karim R. Lakhani and Michael Menietti
      Understanding why employees go the extra mile at work is a key problem for many organizations. We conduct a field experiment at a medical organization to study motivations for employees to submit project proposals for organizational improvement. In total, we analyze...  View Details
      Keywords: Field Experiment; Innovation; Contest; Incentives; Free-rider Problem; Healthcare Organizations; Employees; Motivation and Incentives; Innovation and Invention; Organizations; Performance Improvement; Perspective
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      Blasco, Andrea, Olivia S. Jung, Karim R. Lakhani, and Michael Menietti. "Incentives for Public Goods Inside Organizations: Field Experimental Evidence." Journal of Economic Behavior & Organization 160 (April 2019): 214–229.
      • Article

      Optimality Bias in Moral Judgment

      By: Julian De Freitas and Samuel G.B. Johnson
      We often make decisions with incomplete knowledge of their consequences. Might people nonetheless expect others to make optimal choices, despite this ignorance? Here, we show that people are sensitive to moral optimality: that people hold moral agents accountable...  View Details
      Keywords: Moral Judgment; Lay Decision Theory; Theory Of Mind; Causal Attribution; Moral Sensibility; Decision Making
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      De Freitas, Julian, and Samuel G.B. Johnson. "Optimality Bias in Moral Judgment." Journal of Experimental Social Psychology 79 (November 2018): 149–163.
      • 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.)
      • May 2018 (Revised February 2019)
      • Teaching Note

      Greg Mazur and the Purchase of Great Eastern Premium Pet Foods

      By: Richard S. Ruback, Royce Yudkoff and Ahron Rosenfeld
      Teaching Note for HBS No. 211-085. Greg Mazur (HBS 1997) identified a small firm, Great Eastern Premium Pet Food, in December of 1998 that fit his search criteria and decided to offer the seller a cash price of $1.2 million plus an earn-out equal to 1% of revenue over...  View Details
      Keywords: Acquisition; Entrepreneurship; Financing and Loans; Negotiation Deal; Strategic Planning; Valuation; Analysis
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      Ruback, Richard S., Royce Yudkoff, and Ahron Rosenfeld. "Greg Mazur and the Purchase of Great Eastern Premium Pet Foods." Harvard Business School Teaching Note 218-122, May 2018. (Revised February 2019.)
      • 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.
      • 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.)
      • Fall 2016
      • Article

      How Do Customers Respond to Increased Service Quality Competition?

      By: Ryan W. Buell, Dennis Campbell and Frances X. Frei
      When does increased service quality competition lead to customer defection, and which customers are most likely to defect? Our empirical analysis of 82,235 customers exploits the varying competitive dynamics in 644 geographically isolated markets in which a nationwide...  View Details
      Keywords: Service Quality Competition; Retail Banks; Empirical Operations; Retention; Service Operations; Quality; Competition; Banking Industry; United States
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      Buell, Ryan W., Dennis Campbell, and Frances X. Frei. "How Do Customers Respond to Increased Service Quality Competition?" Manufacturing & Service Operations Management 18, no. 4 (Fall 2016): 585–607.
      • 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.)
      • 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.
      • 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.
      • 2010
      • Chapter

      Measuring and Managing Macrofinancial Risk and Financial Stability: A New Framework

      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 Statements; Economy; Financial Condition; Central Banking; Management Analysis, Tools, and Techniques; Management Practices and Processes; Risk Management; Measurement and Metrics; System Shocks
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      Gray, Dale F., Robert C. Merton, and Zvi Bodie. "Measuring and Managing Macrofinancial Risk and Financial Stability: A New Framework." In Financial Stability, Monetary Policy, and Central Banking. Vol. 15, edited by Alfaro A. Rodrigo and Cifuentes S. Rodrigo., 2010.
      • 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.)
      • 2007
      • 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
      Citation
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      Gray, Dale F., Robert C. Merton, and Zvi Bodie. "New Framework for Measuring and Managing Macrofinancial Risk and Financial Stability." NBER Working Paper Series, No. 13607, November 2007.
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