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When customers log onto Booking.com—the world’s largest online accommodations platform—they might naturally assume they are seeing the same website...
- 2021
- Article
Does Observability Amplify Sensitivity to Moral Frames? Evaluating a Reputation-Based Account of Moral Preferences
By: Valerio Capraro, Jillian J. Jordan and Ben Tappin
A growing body of work suggests that people are sensitive to moral framing in economic games involving prosociality, suggesting that people hold moral preferences for doing the “right thing”. What gives rise to these preferences? Here, we evaluate the explanatory power...
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- 2021
- Article
Large-Scale Field Experiment Shows Null Effects of Team Demographic Diversity on Outsiders' Willingness to Support the Team
By: Edward H. Chang, Erika L. Kirgios and Rosanna K. Smith
Demographic diversity in the United States is rising, and increasingly, work is conducted in teams. These co-occurring phenomena suggest that it might be increasingly common for work to be conducted by demographically diverse teams. But to date, in spite of copious...
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- May 2021
- Article
Is No News (Perceived as) Bad News? An Experimental Investigation of Information Disclosure
By: Ginger Zhe Jin, Michael Luca and Daniel Martin
This paper uses laboratory experiments to directly test a central prediction of disclosure theory: that strategic forces can lead those who possess private information to voluntarily provide it. In a simple sender-receiver game, we find that senders disclose favorable...
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- 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...
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- March 2021
- Case
VideaHealth: Building the AI Factory
By: Karim R. Lakhani and Amy Klopfenstein
Florian Hillen, co-founder and CEO of VideaHealth, a startup that used artificial intelligence (AI) to detect dental conditions on x-rays, spent the early years of his company laying the groundwork for an AI factory. A process for quickly building and iterating on new...
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Keywords:
Artificial Intelligence;
Innovation and Invention;
Disruptive Innovation;
Technological Innovation;
Technology;
Software;
Technology Adoption;
Technology Platform;
Entrepreneurship;
Technology Industry;
Medical Devices and Supplies Industry;
North and Central America;
United States;
Massachusetts;
Cambridge
- February 2021
- Tutorial
T-tests: Theory and Practice
This video provides an introduction to hypothesis testing, sampling, t-tests, and p-values. It provides examples of A/B testing and t-testing to assess whether difference between two groups are statistically significant. This video can be assigned in conjunction with...
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- 2021
- Working Paper
Information Avoidance and Image Concerns
By: Christine L. Exley and Judd B. Kessler
A rich literature finds that individuals avoid information, even information that is instrumental to their choices. A common hypothesis posits that individuals strategically avoid information to hold particular beliefs or to take certain actions--such as behaving...
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- 2020
- Article
Robust and Stable Black Box Explanations
By: Himabindu Lakkaraju, Nino Arsov and Osbert Bastani
As machine learning black boxes are increasingly being deployed in real-world applications, there
has been a growing interest in developing post hoc explanations that summarize the behaviors
of these black boxes. However, existing algorithms for generating such...
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- 2020
- Article
Beyond Individualized Recourse: Interpretable and Interactive Summaries of Actionable Recourses
By: Kaivalya Rawal and Himabindu Lakkaraju
As predictive models are increasingly being deployed in high-stakes decision-making, there has been a lot of interest in developing algorithms which can provide recourses to affected individuals. While developing such tools is important, it is even more critical to...
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- 2020
- Working Paper
Income Volatility Increases Financial Impatience
By: Colin West, A.V. Whillans and Sanford DeVoe
Using a multi-method approach, we investigate whether income volatility is associated with financial impatience—the preference to receive a small sum of money immediately over a larger sum of money later. We find that experiencing more income volatility—including a...
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Keywords:
Income Volatility;
Compensation;
Impatience;
Time Preferences;
Income;
Personal Finance;
Behavior;
Demographics;
Policy
- 2020
- Working Paper
The Resurgent Role of the State in China's Economy: Experimentation, Domestic Politics, and U.S. Policy
By: Meg Rithmire
Keywords:
China
- September 2020 (Revised April 2021)
- Exercise
Artea: Designing Targeting Strategies
By: Eva Ascarza and Ayelet Israeli
This collection of exercises aims to teach students about 1)Targeting Policies; and 2)Algorithmic bias in marketing—implications, causes, and possible solutions. Part (A) focuses on A/B testing analysis and targeting. Parts (B),(C),(D) Introduce algorithmic bias. The...
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Keywords:
Algorithmic Data;
Race And Ethnicity;
Experimentation;
Promotion;
＂marketing Analytics＂;
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analytics;
Data Analysis;
E-commerce;
E-commerce Strategy;
Discrimination;
Targeted Advertising;
Targeted Policies;
Targeting;
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;
Retail Industry;
Apparel and Accessories Industry;
United States
- 2020
- Working Paper
Design and Analysis of Switchback Experiments
By: Iavor I Bojinov, David Simchi-Levi and Jinglong Zhao
In switchback experiments, a firm sequentially exposes an experimental unit to a random treatment, measures its response, and repeats the procedure for several periods to determine which treatment leads to the best outcome. Although practitioners have widely adopted...
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- 2020
- Working Paper
What Can Economics Say About Alzheimer's Disease?
By: Amitabh Chandra, Courtney Coile and Corina Mommaerts
Alzheimer’s Disease (AD) affects one in ten people aged 65 or older and is the most expensive disease in the United States. We describe the central economic questions raised by AD. While there is overlap with the economics of aging, the defining features of the...
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- August 2020
- Article
Machine Learning and Human Capital Complementarities: Experimental Evidence on Bias Mitigation
By: Prithwiraj Choudhury, Evan Starr and Rajshree Agarwal
The use of machine learning (ML) for productivity in the knowledge economy requires considerations of important biases that may arise from ML predictions. We define a new source of bias related to incompleteness in real time inputs, which may result from strategic...
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- Article
The Impact of COVID-19 on Small Business Outcomes and Expectations
By: Alexander Bartik, Marianne Bertrand, Zoë B. Cullen, Edward L. Glaeser, Michael Luca and Christopher Stanton
To explore the impact of COVID on small businesses, we conducted a survey of more than 5,800 small businesses between March 28 and April 4, 2020. Several themes emerged. First, mass layoffs and closures had already occurred—just a few weeks into the crisis. Second, the...
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- July 2020 (Revised January 2021)
- Case
Vineet Nayar and Sampark Foundation: Frugal Innovation at Scale (A)
By: Linda A. Hill and Emily Tedards
In 2005, Vineet Nayar, the former CEO and Vice Chairman of HCL Technologies, and his wife, Anupama Nayar, committed $100 million of their personal wealth to found Sampark Foundation—a grant-making philanthropy with a mission to transform learning outcomes for 20...
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Keywords:
Organizational Behavior;
Cultural Change;
Digital;
Digital Transformation;
Innovation;
Experimentation;
Metrics;
Education Reform;
Non-profit;
Frugal Innovation;
Scale;
Ecosystem;
Government;
Education;
Social Enterprise;
Leadership;
Leading Change;
Change Management;
Organizational Culture;
Innovation Leadership;
Nonprofit Organizations;
Growth and Development Strategy;
Technology;
India
- July 2020 (Revised January 2021)
- Case
Vineet Nayar and Sampark Foundation: Frugal Innovation at Scale (A) (Abridged)
By: Linda A. Hill and Emily Tedards
In 2005, Vineet Nayar, the former CEO and Vice Chairman of HCL Technologies, and his wife, Anupama Nayar, committed $100 million of their personal wealth to found Sampark Foundation—a grant-making philanthropy with a mission to transform learning outcomes for 20...
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Keywords:
Organizational Behavior;
Organizational Alignment;
Culture Change;
Digital;
Digital Transformation;
Innovation;
Experimentation;
Metrics;
Education Reform;
Non-profit;
Frugal Innovation;
Scale;
Ecosystem;
Government;
Education;
Social Enterprise;
Leadership;
Leading Change;
Change Management;
Organizational Culture;
Alignment;
Innovation Leadership;
Nonprofit Organizations;
Growth and Development Strategy;
Technology;
India
- July 2020
- Case
Kathy Fish at Procter & Gamble: Navigating Industry Disruption by Disrupting from Within
By: Emily Truelove, Linda A. Hill and Emily Tedards
When Kathy Fish, Procter & Gamble’s Chief Research, Development & Innovation Officer, and a 40-year company veteran, stepped into her role in 2014, she was concerned that the world’s leading consumer packaged goods company had lost its capability to produce a steady...
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Keywords:
Female Protagonist;
Organizational Change;
Organizational Behavior;
Culture Change;
Digital;
Digital Transformation;
Innovation;
Lean Startup;
Experimentation;
Metrics;
Consumer Packaged Goods (cpg);
Leadership;
Leading Change;
Change Management;
Organizational Culture;
Organizational Change and Adaptation;
Disruption;
Innovation and Invention