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- 2024
- Working Paper
Empirical Guidance: Data Processing and Analysis with Applications in Stata, R, and Python
By: Melissa Ouellet and Michael W. Toffel
This paper describes a range of best practices to compile and analyze datasets, and includes some examples in Stata, R, and Python. It is meant to serve as a reference for those getting started in econometrics, and especially those seeking to conduct data analyses in... View Details
Keywords: Empirical Methods; Empirical Operations; Statistical Methods And Machine Learning; Statistical Interferences; Research Analysts; Analytics and Data Science; Mathematical Methods
Ouellet, Melissa, and Michael W. Toffel. "Empirical Guidance: Data Processing and Analysis with Applications in Stata, R, and Python." Harvard Business School Working Paper, No. 25-010, August 2024.
- 2024
- Working Paper
Design of Panel Experiments with Spatial and Temporal Interference
By: Tu Ni, Iavor Bojinov and Jinglong Zhao
One of the main practical challenges companies face when running experiments (or A/B tests) over a panel is interference, the setting where one experimental unit's treatment assignment at one time period impacts another's outcomes, possibly at the following time... View Details
Keywords: Research
Ni, Tu, Iavor Bojinov, and Jinglong Zhao. "Design of Panel Experiments with Spatial and Temporal Interference." Harvard Business School Working Paper, No. 24-058, March 2024.
- January 2024
- Article
Population Interference in Panel Experiments
By: Kevin Wu Han, Guillaume Basse and Iavor Bojinov
The phenomenon of population interference, where a treatment assigned to one experimental unit affects another experimental unit’s outcome, has received considerable attention in standard randomized experiments. The complications produced by population interference in... View Details
Han, Kevin Wu, Guillaume Basse, and Iavor Bojinov. "Population Interference in Panel Experiments." Journal of Econometrics 238, no. 1 (January 2024).
- 2023
- Article
Towards Bridging the Gaps between the Right to Explanation and the Right to Be Forgotten
By: Himabindu Lakkaraju, Satyapriya Krishna and Jiaqi Ma
The Right to Explanation and the Right to be Forgotten are two important principles outlined to regulate algorithmic decision making and data usage in real-world applications. While the right to explanation allows individuals to request an actionable explanation for an... View Details
Keywords: Analytics and Data Science; AI and Machine Learning; Decision Making; Governing Rules, Regulations, and Reforms
Lakkaraju, Himabindu, Satyapriya Krishna, and Jiaqi Ma. "Towards Bridging the Gaps between the Right to Explanation and the Right to Be Forgotten." Proceedings of the International Conference on Machine Learning (ICML) 40th (2023): 17808–17826.
- 2022
- Working Paper
Stories, Statistics and Memory
By: Thomas Graeber, Christopher Roth and Florian Zimmermann
For most decisions, we rely on information encountered over the course of days,
months or years. We consume this information in various forms, including abstract
summaries of multiple data points – statistics – and contextualized anecdotes about
individual instances... View Details
Graeber, Thomas, Christopher Roth, and Florian Zimmermann. "Stories, Statistics and Memory." Working Paper, December 2022.
- March 2022
- Article
Estimating the Effectiveness of Permanent Price Reductions for Competing Products Using Multivariate Bayesian Structural Time Series Models
By: Fiammetta Menchetti and Iavor Bojinov
Researchers regularly use synthetic control methods for estimating causal effects when a sub-set of units receive a single persistent treatment, and the rest are unaffected by the change. In many applications, however, units not assigned to treatment are nevertheless... View Details
Keywords: Causal Inference; Partial Interference; Synthetic Controls; Bayesian Structural Time Series; Mathematical Methods
Menchetti, Fiammetta, and Iavor Bojinov. "Estimating the Effectiveness of Permanent Price Reductions for Competing Products Using Multivariate Bayesian Structural Time Series Models." Annals of Applied Statistics 16, no. 1 (March 2022): 414–435.
- 2021
- Working Paper
Population Interference in Panel Experiments
By: Iavor I Bojinov, Kevin Wu Han and Guillaume Basse
The phenomenon of population interference, where a treatment assigned to one experimental unit affects another experimental unit's outcome, has received considerable attention in standard randomized experiments. The complications produced by population interference in... View Details
Bojinov, Iavor I., Kevin Wu Han, and Guillaume Basse. "Population Interference in Panel Experiments." Harvard Business School Working Paper, No. 21-100, March 2021.
- Article
Memory and Representativeness
By: Pedro Bordalo, Katherine Baldiga Coffman, Nicola Gennaioli, Frederik Schwerter and Andrei Shleifer
We explore the idea that judgment by representativeness reflects the workings of episodic memory, especially interference. In a new laboratory experiment on cued recall, participants are shown two groups of images with different distributions of colors. We find that i)... View Details
Bordalo, Pedro, Katherine Baldiga Coffman, Nicola Gennaioli, Frederik Schwerter, and Andrei Shleifer. "Memory and Representativeness." Psychological Review 128, no. 1 (January 2021): 71–85.
- March 2020
- Article
The Politics of M&A Antitrust
By: Mihir N. Mehta, Suraj Srinivasan and Wanli Zhao
Antitrust regulators play a critical role in protecting market competition. We examine whether firms can use the political process to opportunistically influence antitrust reviews of corporate merger transactions. We exploit the fact that in some mergers, acquirers... View Details
Keywords: Political Economy; Antitrust; FTC; DOJ; Mergers and Acquisitions; Government and Politics; Power and Influence
Mehta, Mihir N., Suraj Srinivasan, and Wanli Zhao. "The Politics of M&A Antitrust." Journal of Accounting Research 58, no. 1 (March 2020): 5–53. (Previously circulated under title "Political Influence and Merger Antitrust Reviews.")
- October 2018 (Revised August 2019)
- Case
Everybody Knows: Russia and the Election
By: Rawi Abdelal, Rafael Di Tella and Galit Goldstein
Following a contentious presidential race, Donald Trump’s 2016 election destabilized America’s status quo. Academics, journalists, politicians and the public at large examined why Trump had won. Many Americans, inside and outside the government, asserted that a... View Details
Keywords: Strategic Industry; Strategic Alliances (Business); Business And Government; Business And Public Policy; Business And Society; Media Businesses; Media Content; Media Slant; Media Regulation; Internet Of Everything; Government Policy; Politics; Political Campaigns; Political Strategy; Political Turmoil; Government; Government Regulation; Security; International Business; International Relations; National Security; Political Elections; News; Media; Internet and the Web; Rights; Problems and Challenges; Globalization; Business and Community Relations; Business and Government Relations; Government Legislation; Risk and Uncertainty; Cognition and Thinking; Conflict and Resolution; Identity; Civil Society or Community; Culture; Public Opinion; Social Issues; War; Social Media; Public Administration Industry; United States; Russia
Abdelal, Rawi, Rafael Di Tella, and Galit Goldstein. "Everybody Knows: Russia and the Election." Harvard Business School Case 719-012, October 2018. (Revised August 2019.)
- July 2018 (Revised July 2018)
- Teaching Note
Argentina Power—Don’t Cry for Me Argentina
By: Nori Gerardo Lietz and Sayiddah Fatima McCree
Teaching Note for HBS No. 218-041. This case concerns a complex potential energy infrastructure investment in Argentina by a global conglomerate shortly after Mauricio Macri (“Macri”) became President of Argentina in 2015. The central issues are (i) why was a country... View Details
- 2017
- Simulation
Global Collaboration Simulation: Tip of the Iceberg
By: Tsedal Neeley
This online simulation teaches students about the difficulties in cross-cultural communication and managing global teams. Communicating via chat, teams of 4 or 5 students race against the clock to prepare a VC presentation. Students are assigned the role of a native... View Details
Keywords: Cross-Cultural and Cross-Border Issues; Interpersonal Communication; Groups and Teams; Social and Collaborative Networks
Neeley, Tsedal. "Global Collaboration Simulation: Tip of the Iceberg." Simulation and Teaching Note. Harvard Business Publishing, 2017. Electronic.
- October 2016 (Revised September 2017)
- Case
The CRISPR-Cas9 Quarrel
By: Richard G. Hamermesh and Matthew G. Preble
In mid-2016, the Broad Institute and the University of California, Berkeley were in the middle of a contentious patent dispute over which entity controlled a breakthrough gene editing technology called CRISPR-Cas9. With CRISPR-Cas9, scientists might soon be able to... View Details
Keywords: CRISPR; Broad Institute; University Of California Berkeley; Intellectual Property; Patents; Law; Lawsuits and Litigation; Science; Genetics; Entrepreneurship; Biotechnology Industry; United States
Hamermesh, Richard G., and Matthew G. Preble. "The CRISPR-Cas9 Quarrel." Harvard Business School Case 817-020, October 2016. (Revised September 2017.)
- February 2016 (Revised March 2017)
- Case
Regulating Radio in the Age of Broadcasting
By: David Moss, Marc Campasano and Colin Donovan
When the Titanic tragically sank on April 15, 1912, potentially life-saving help was delayed as a result of failures in radio communication. In part as a result, Congress moved swiftly to regulate radio, passing the Radio Act of 1912 four months later. Although at... View Details
Keywords: Radio; Regulation; Communication Technology; Government Legislation; History; Media and Broadcasting Industry; United States
Moss, David, Marc Campasano, and Colin Donovan. "Regulating Radio in the Age of Broadcasting." Harvard Business School Case 716-043, February 2016. (Revised March 2017.)
- April 2015
- Article
Anxious and Egocentric: How Specific Emotions Influence Perspective Taking
By: Andrew R. Todd, Matthias Forstmann, Pascal Burgmer, Alison Wood Brooks and Adam D. Galinsky
People frequently feel anxious. Although prior research has extensively studied how feeling anxious shapes intrapsychic aspects of cognition, much less is known about how anxiety affects interpersonal aspects of cognition. Here, we examine the influence of incidental... View Details
Keywords: Anxiety; Egocentrism; Emotion; Perspective Taking; Risk and Uncertainty; Perspective; Emotions
Todd, Andrew R., Matthias Forstmann, Pascal Burgmer, Alison Wood Brooks, and Adam D. Galinsky. "Anxious and Egocentric: How Specific Emotions Influence Perspective Taking." Journal of Experimental Psychology: General 144, no. 2 (April 2015): 374–391.
- June 2014
- Article
Building Brand Knowledge Structures: Elaboration and Interference Effects on the Processing of Sequentially Advertised Brand Benefit Claims
By: Susan E. Heckler, Kevin L. Keller, Michael J. Houston and Jill Avery
Two experiments are reported that examine the effects of an ad campaign designed to link two different benefit claims to a brand. The findings indicated that recall for a subsequently advertised claim depended on the strength of existing brand-benefit links in memory.... View Details
Keywords: Marketing Communication; Brand Building; Brand Management; Brands; Advertising; Consumer Psychology; Advertising Campaigns; Brands and Branding; Marketing Communications; Consumer Behavior; Marketing Strategy; Advertising Industry; Consumer Products Industry
Heckler, Susan E., Kevin L. Keller, Michael J. Houston, and Jill Avery. "Building Brand Knowledge Structures: Elaboration and Interference Effects on the Processing of Sequentially Advertised Brand Benefit Claims." Journal of Marketing Communications 20, no. 3 (June 2014): 176–196.
- January 2014 (Revised May 2014)
- Background Note
Rail Transportation in the United States
By: Rosabeth Moss Kanter and Matthew Guilford
In the 20th century, automobiles and airlines pushed rail into the background as an often-troubled and neglected mode. After a review of the long history of rail in the U.S., this paper examines the situation in the 21st century, including the rail market structure,... View Details
Kanter, Rosabeth Moss, and Matthew Guilford. "Rail Transportation in the United States." Harvard Business School Background Note 314-084, January 2014. (Revised May 2014.)
- June 2013 (Revised February 2016)
- Teaching Note
The LEGO Group: Publish or Protect?
By: Willy Shih
Senior managers at the LEGO Group are faced with a quandary: Should they patent inventions coming out of their manufacturing process development work, should they keep them as trade secrets, or should they publish them so that they would go into the public domain and... View Details
- February 2013 (Revised March 2015)
- Case
The LEGO Group: Publish or Protect?
By: Willy C. Shih and Sen Chai
Senior managers at the LEGO Group are faced with a quandary: Should they patent inventions coming out of their manufacturing process development work, should they keep them as trade secrets, or should they publish them so that they would go into the public domain and... View Details
Keywords: Plastics; Injection Molding; Toys; LEGO; LEGO Group; Tools; Additive Manufacturing; 3D Manufacturing; Toolmaking; Patenting; Spillovers; Knowledge Spillovers; Change; Trends; Engineering; Machinery and Machining; Intellectual Property; Patents; Operations; Production; Strategy; Corporate Strategy; Technology Adoption; Consumer Products Industry; Manufacturing Industry; Technology Industry; Europe; Denmark
Shih, Willy C., and Sen Chai. "The LEGO Group: Publish or Protect?" Harvard Business School Case 613-079, February 2013. (Revised March 2015.)
- September 2011
- Article
Taking Gender into Account: Theory and Design for Women's Leadership Development Programs
By: Robin J. Ely, Herminia Ibarra and Deborah Kolb
We conceptualize leadership development as identity work and show how subtle forms of gender bias in the culture and in organizations interfere with the identity work of women leaders. Based on this insight, we revisit traditional approaches to standard leadership... View Details
Keywords: Programs; Prejudice and Bias; Leadership Development; Identity; Organizational Culture; Gender
Ely, Robin J., Herminia Ibarra, and Deborah Kolb. "Taking Gender into Account: Theory and Design for Women's Leadership Development Programs." Academy of Management Learning & Education 10, no. 3 (September 2011): 474–493. (Winner, Academy of Management Learning and Education, Decade Award, 2021.)