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  • All HBS Web  (720)
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  • November 2021
  • Article

Gaussian Process Subset Scanning for Anomalous Pattern Detection in Non-iid Data

By: William Herlands, Edward McFowland III, Andrew Gordon Wilson and Daniel B. Neill
Identifying anomalous patterns in real-world data is essential for understanding where, when, and how systems deviate from their expected dynamics. Yet methods that separately consider the anomalousness of each individual data point have low detection power for subtle,... View Details
Keywords: Pattern Detection; Subset Scanning; Gaussian Processes; Mathematical Methods
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Herlands, William, Edward McFowland III, Andrew Gordon Wilson, and Daniel B. Neill. "Gaussian Process Subset Scanning for Anomalous Pattern Detection in Non-iid Data." Proceedings of Machine Learning Research (PMLR) 84 (2018): 425–434. (Also presented at the 21st International Conference on Artificial Intelligence and Statistics (AISTATS), 2018.)
  • 2019
  • Article

Ridesharing with Driver Location Preferences

By: Duncan Rheingans-Yoo, Scott Duke Kominers, Hongyao Ma and David C. Parkes
We study revenue-optimal pricing and driver compensation in ridesharing platforms when drivers have heterogeneous preferences over locations. If a platform ignores drivers' location preferences, it may make inefficient trip dispatches; moreover, drivers may strategize... View Details
Keywords: Ridesharing; Pricing; Compensation and Benefits; Geographic Location; Market Design; Mathematical Methods
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Rheingans-Yoo, Duncan, Scott Duke Kominers, Hongyao Ma, and David C. Parkes. "Ridesharing with Driver Location Preferences." Proceedings of the International Joint Conference on Artificial Intelligence (2019): 557–564.
  • April 2018
  • Exercise

Stoy Foods: Role Information for Katrina Stoyanovic

By: John Beshears
In this simulation exercise, four family members must negotiate over the future of the family business. Should the business be sold to a strategic buyer, or should the family retain control? If the business is sold, how should the proceeds of the sale be distributed... View Details
Keywords: Succession; Sale Of Business; Understanding Interests; Value Creation; Family Business; Business Exit or Shutdown; Negotiation; Ownership Stake; Perspective; Agreements and Arrangements
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Beshears, John. "Stoy Foods: Role Information for Katrina Stoyanovic." Harvard Business School Exercise 918-045, April 2018.
  • December 1998 (Revised May 1999)
  • Exercise

Negotiating Peace Accords in Bellicoso for the Leader of the Peasant Freedom Front (PFF): General Instructions and Confidential Information

Bellicoso is a multi-party conflict resolution simulation based loosely on the bitter civil war in El Salvador. It is designed to explore issues in: 1) the management of interactions between external negotiations between sides and internal negotiations within them, 2)... View Details
Keywords: War; Negotiation Tactics; Negotiation Participants; Government and Politics; Conflict and Resolution; El Salvador
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"Negotiating Peace Accords in Bellicoso for the Leader of the Peasant Freedom Front (PFF): General Instructions and Confidential Information." Harvard Business School Exercise 899-092, December 1998. (Revised May 1999.)
  • December 1998 (Revised May 1999)
  • Exercise

Negotiating Peace Accords in Bellicoso for the Head of the Pro-Peace Party (PPP): General Instructions and Confidential Information

Bellicoso is a multi-party conflict resolution simulation based loosely on the bitter civil war in El Salvador. It is designed to explore issues in: 1) the management of interactions between external negotiations between sides and internal negotiations within them, 2)... View Details
Keywords: War; Negotiation Tactics; Negotiation Participants; Government and Politics; Conflict and Resolution; El Salvador
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"Negotiating Peace Accords in Bellicoso for the Head of the Pro-Peace Party (PPP): General Instructions and Confidential Information." Harvard Business School Exercise 899-091, December 1998. (Revised May 1999.)
  • October 2021
  • Article

Changing Gambling Behavior through Experiential Learning

By: Shawn A. Cole, Martin Abel and Bilal Zia
This paper tests experiential learning as a debiasing tool to reduce gambling in South Africa, through a randomized field experiment. The study implements a simple, interactive game that simulates the odds of winning the national lottery through dice rolling.... View Details
Keywords: Debiasing; Experiential Learning; Behavioral Economics; Financial Education; Learning; Games, Gaming, and Gambling; Behavior; Decision Making
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Cole, Shawn A., Martin Abel, and Bilal Zia. "Changing Gambling Behavior through Experiential Learning." World Bank Economic Review 35, no. 3 (October 2021): 745–763.
  • 2023
  • Working Paper

Insufficiently Justified Disparate Impact: A New Criterion for Subgroup Fairness

By: Neil Menghani, Edward McFowland III and Daniel B. Neill
In this paper, we develop a new criterion, "insufficiently justified disparate impact" (IJDI), for assessing whether recommendations (binarized predictions) made by an algorithmic decision support tool are fair. Our novel, utility-based IJDI criterion evaluates false... View Details
Keywords: AI and Machine Learning; Forecasting and Prediction; Prejudice and Bias
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Menghani, Neil, Edward McFowland III, and Daniel B. Neill. "Insufficiently Justified Disparate Impact: A New Criterion for Subgroup Fairness." Working Paper, June 2023.
  • February 2021
  • Technical Note

Probability Distributions

By: Michael Parzen and Paul Hamilton
This technical note introduces students to the concept of random variables, and from there the normal and binomial distributions. After a brief introduction to random variables, the note describes the standard properties of the normal distribution: a single peak, and a... View Details
Keywords: Analysis; Risk and Uncertainty; Theory; Analytics and Data Science
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Parzen, Michael, and Paul Hamilton. "Probability Distributions." Harvard Business School Technical Note 621-704, February 2021.
  • 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.
  • August 28, 2018
  • Article

Maintaining Trust When Agents Can Engage in Self-deception

By: Andres Babino, Hernan A. Makse, Rafael Di Tella and Mariano Sigman
The coexistence of cooperation and selfish instincts is a remarkable characteristic of humans. Psychological research has unveiled the cognitive mechanisms behind self-deception. Two important findings are that a higher ambiguity about others’ social preferences leads... View Details
Keywords: Behavioral Economics; Cognitive Neuroscience; Corruption; Cooperation; Self-deception; Trust; Behavior
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Babino, Andres, Hernan A. Makse, Rafael Di Tella, and Mariano Sigman. "Maintaining Trust When Agents Can Engage in Self-deception." Proceedings of the National Academy of Sciences 115, no. 35 (August 28, 2018): 8728–8733.
  • June 2025
  • Exercise

Full-Funnel Advertising on TikTok: An Experiment (Solution)

By: Jeremy Yang and Ayelet Israeli
TikTok’s Marketing Science team developed a new type of advertising strategy beyond branding and performance advertising, called full-funnel advertising. Branding ads focused on brand building at the top of the funnel by generating consumer awareness, while performance... View Details
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Yang, Jeremy, and Ayelet Israeli. "Full-Funnel Advertising on TikTok: An Experiment (Solution)." Harvard Business School Exercise 525-067, June 2025.
  • June 2025
  • Supplement

Full-Funnel Advertising on TikTok: An Experiment

By: Jeremy Yang and Ayelet Israeli
TikTok’s Marketing Science team developed a new type of advertising strategy beyond branding and performance advertising, called full-funnel advertising. Branding ads focused on brand building at the top of the funnel by generating consumer awareness, while performance... View Details
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Yang, Jeremy, and Ayelet Israeli. "Full-Funnel Advertising on TikTok: An Experiment." Harvard Business School Spreadsheet Supplement 525-721, June 2025.
  • January 2021
  • Case

The FIRE Savings Calculator

By: Michael Parzen and Paul Hamilton
This case follows Carol Muñoz, a member of the Financial Independence, Retire Early (FIRE) lifestyle movement. At the age of 45, Carol is considering retiring and living off the $1 million she has accumulated. Using Monte Carlo simulation, Carol forecasts the... View Details
Keywords: Analysis; Forecasting and Prediction; Financial Strategy; Investment Portfolio; Investment Return; Personal Finance; Saving; Risk and Uncertainty; Diversification; Theory; Personal Development and Career; Financial Services Industry
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Parzen, Michael, and Paul Hamilton. "The FIRE Savings Calculator." Harvard Business School Case 621-087, January 2021.
  • April 2018
  • Exercise

Stoy Foods: Role Information for Milan Stoyanovic

By: John Beshears
In this simulation exercise, four family members must negotiate over the future of the family business. Should the business be sold to a strategic buyer, or should the family retain control? If the business is sold, how should the proceeds of the sale be distributed... View Details
Keywords: Succession; Sale Of Business; Understanding Interests; Value Creation; Family Business; Business Exit or Shutdown; Negotiation; Ownership Stake; Perspective; Agreements and Arrangements
Citation
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Related
Beshears, John. "Stoy Foods: Role Information for Milan Stoyanovic." Harvard Business School Exercise 918-046, April 2018.
  • December 1998 (Revised May 1999)
  • Exercise

Negotiating Peace Accords in Bellicoso for the Head of the Opposition Political Party (OPP): General Instructions and Confidential Information

Bellicoso is a multi-party conflict resolution simulation based loosely on the bitter civil war in El Salvador. It is designed to explore issues in: 1) the management of interactions between external negotiations between sides and internal negotiations within them, 2)... View Details
Keywords: War; Negotiation Tactics; Negotiation Participants; Government and Politics; Conflict and Resolution; El Salvador
Citation
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Related
"Negotiating Peace Accords in Bellicoso for the Head of the Opposition Political Party (OPP): General Instructions and Confidential Information." Harvard Business School Exercise 899-090, December 1998. (Revised May 1999.)
  • December 1998 (Revised May 1999)
  • Exercise

Negotiating Peace Accords in Bellicoso for the Director of the National Landowners Association (NLU): General Instructions and Confidential Information

Bellicoso is a multi-party conflict resolution simulation based loosely on the bitter civil war in El Salvador. It is designed to explore issues in: 1) the management of interactions between external negotiations between sides and internal negotiations within them, 2)... View Details
Keywords: War; Negotiation Tactics; Negotiation Participants; Government and Politics; Conflict and Resolution; El Salvador
Citation
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"Negotiating Peace Accords in Bellicoso for the Director of the National Landowners Association (NLU): General Instructions and Confidential Information." Harvard Business School Exercise 899-089, December 1998. (Revised May 1999.)
  • 05 Jul 2006
  • Working Paper Summaries

The Power of Stars: Do Stars Drive Success in Creative Industries?

Keywords: by Anita Elberse; Entertainment & Recreation; Motion Pictures & Video; Financial Services
  • 2001
  • Working Paper

Contextuality Within Activity Systems

By: Michael E. Porter and Nicolaj Siggelkow
Research on the interactions among activities in firms and the extent to which these interactions help create and sustain competitive advantage has rapidly expanded in recent years. In this research, the two most common approaches have been the complementarity... View Details
Keywords: Value Chain; Strategy; Competitive Strategy
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Porter, Michael E., and Nicolaj Siggelkow. "Contextuality Within Activity Systems." Harvard Business School Working Paper, No. 01-053, March 2001.
  • 28 Oct 2011
  • Working Paper Summaries

Fairness, Efficiency, and Flexibility in Organ Allocation for Kidney Transplantation

Keywords: by Dimitris Bertsimas, Vivek F. Farias & Nikolaos Trichakis; Health
  • July–August 2024
  • Article

Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals

By: Ta-Wei Huang and Eva Ascarza
Firms are increasingly interested in developing targeted interventions for customers with the best response, which requires identifying differences in customer sensitivity, typically through the conditional average treatment effect (CATE) estimation. In theory, to... View Details
Keywords: Long-run Targeting; Heterogeneous Treatment Effect; Statistical Surrogacy; Customer Churn; Field Experiments; Consumer Behavior; Customer Focus and Relationships; AI and Machine Learning; Marketing Strategy
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Huang, Ta-Wei, and Eva Ascarza. "Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals." Marketing Science 43, no. 4 (July–August 2024): 863–884.
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