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- June 2001
- Article
Form and Function in Experimental Design
By: A. E. Roth
Keywords:
Design
Roth, A. E. "Form and Function in Experimental Design." Behavioral and Brain Sciences 24, no. 3 (June 2001).
- 2023
- Working Paper
An Experimental Design for Anytime-Valid Causal Inference on Multi-Armed Bandits
By: Biyonka Liang and Iavor I. Bojinov
Typically, multi-armed bandit (MAB) experiments are analyzed at the end of the study and thus require the analyst to specify a fixed sample size in advance. However, in many online learning applications, it is advantageous to continuously produce inference on the...
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Liang, Biyonka, and Iavor I. Bojinov. "An Experimental Design for Anytime-Valid Causal Inference on Multi-Armed Bandits." Harvard Business School Working Paper, No. 24-057, March 2024.
- June 1998
- Article
Managing Experimentation in the Design of New Products
By: S. Thomke
Thomke, S. "Managing Experimentation in the Design of New Products." Management Science 44, no. 6 (June 1998): 743–762.
- April 2020
- Article
Designs for Estimating the Treatment Effect in Networks with Interference
By: Ravi Jagadeesan, Natesh S. Pillai and Alexander Volfovsky
In this paper, we introduce new, easily implementable designs for drawing causal inference from randomized experiments on networks with interference. Inspired by the idea of matching in observational studies, we introduce the notion of considering a treatment...
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Keywords:
Experimental Design;
Network Inference;
Neyman Estimator;
Symmetric Interference Model;
Homophily
Jagadeesan, Ravi, Natesh S. Pillai, and Alexander Volfovsky. "Designs for Estimating the Treatment Effect in Networks with Interference." Annals of Statistics 48, no. 2 (April 2020): 679–712.
- 2020
- Working Paper
The Effects of Hierarchy on Learning and Performance in Business Experimentation
By: Sourobh Ghosh, Stefan Thomke and Hazjier Pourkhalkhali
Do senior managers help or hurt business experiments? Despite the widespread adoption of business experiments to guide strategic decision-making, we lack a scholarly understanding of what role senior managers play in firm experimentation. Using proprietary data of live...
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Keywords:
Experimentation;
Innovation;
Search;
New Product Development;
Innovation and Invention;
Organizational Design;
Learning;
Performance
Ghosh, Sourobh, Stefan Thomke, and Hazjier Pourkhalkhali. "The Effects of Hierarchy on Learning and Performance in Business Experimentation." Harvard Business School Working Paper, No. 20-081, February 2020.
- 04 Dec 2019
- Book
Creating the Experimentation Organization
subtle tweaks to everything from varying shades of color to alternative placement of links and menu options for booking properties. It’s part of an innovative culture of experimentation that pervades every aspect of how the company...
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Keywords:
by Michael Blanding
- 1995
- Dissertation
The Economics of Experimentation in the Design of New Products and Processes
By: Stefan Thomke
- 2022
- Working Paper
Can a Website Bring Unemployment Down? Experimental Evidence from France
By: Aïcha Ben Dhia, Bruno Crépon, Esther Mbih, Louise Paul-Delvaux, Bertille Picard and Vincent Pons
We evaluate the impact of an online platform giving job seekers tips to improve their search and recommendations of new occupations and locations to target, based on their personal data and labor market data. Our experiment used an encouragement design and was...
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Keywords:
Online Platform;
Digital Platform;
Unemployment;
Encouragement Design;
Job Search;
Jobs and Positions;
Internet and the Web;
Well-being;
Outcome or Result;
Digital Platforms;
France
Ben Dhia, Aïcha, Bruno Crépon, Esther Mbih, Louise Paul-Delvaux, Bertille Picard, and Vincent Pons. "Can a Website Bring Unemployment Down? Experimental Evidence from France." NBER Working Paper Series, No. 29914, April 2022.
- July 2002
- Article
The Economist As Engineer: Game Theory, Experimental Economics and Computation As Tools of Design Economics
By: Alvin E Roth
Roth, Alvin E. "The Economist As Engineer: Game Theory, Experimental Economics and Computation As Tools of Design Economics." Econometrica 70, no. 4 (July 2002): 1341–1378.
- September 2020 (Revised June 2023)
- 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 Strategy;
Discrimination;
Targeted Advertising;
Targeted Policies;
Targeting;
Pricing Algorithms;
A/B Testing;
Ethical Decision Making;
Customer Base Analysis;
Customer Heterogeneity;
Coupons;
Algorithmic Bias;
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
Ascarza, Eva, and Ayelet Israeli. "Artea: Designing Targeting Strategies." Harvard Business School Exercise 521-021, September 2020. (Revised June 2023.)
- April 2020
- Article
A Theory of Experimenters: Robustness, Randomization, and Balance
By: Abhijit Banerjee, Sylvain Chassang, Sergio Montero and Erik Snowberg
This paper studies the problem of experiment design by an ambiguity-averse decisionmaker who trades off subjective expected performance against robust performance guarantees. This framework accounts for real-world experimenters’ preference for randomization. It also...
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Banerjee, Abhijit, Sylvain Chassang, Sergio Montero, and Erik Snowberg. "A Theory of Experimenters: Robustness, Randomization, and Balance." American Economic Review 110, no. 4 (April 2020): 1206–1230.
- 2001
- Chapter
The Impact of Technology on Knowledge Creation: A Study of Experimentation in Integrated Circuit Design
By: Stefan Thomke
Thomke, Stefan. "The Impact of Technology on Knowledge Creation: A Study of Experimentation in Integrated Circuit Design." In Knowledge Emergence: Social, Technical, and Evolutionary Dimensions of Knowledge Creation, edited by Ikujiro Nonaka and Toshihiro Nishiguchi, 76–92. New York: Oxford University Press, 2001.
- 2024
- Working Paper
Winner Take All: Exploiting Asymmetry in Factorial Designs
By: Matthew DosSantos DiSorbo, Iavor I. Bojinov and Fiammetta Menchetti
Researchers and practitioners have embraced factorial experiments to simultaneously test multiple treatments, each with different levels. With the rise of technologies like Generative AI, factorial experimentation has become even more accessible: it is easier than ever...
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Keywords:
Factorial Designs;
Fisher Randomizations;
Rank Estimators;
Employer Interventions;
Causal Inference;
Mathematical Methods;
Performance Improvement
DosSantos DiSorbo, Matthew, Iavor I. Bojinov, and Fiammetta Menchetti. "Winner Take All: Exploiting Asymmetry in Factorial Designs." Harvard Business School Working Paper, No. 24-075, June 2024.
- Research Summary
Motivation and Incentive Design
Professor Ashraf's research in motivation and incentives focuses on how to design incentives in sectors where it is important that individuals are motivated by service, such as healthcare or environmental conservation. An important lever is the... View Details
- October 2018
- Case
Booking.com
By: Stefan Thomke and Daniela Beyersdorfer
The case reveals how Booking.com has become the world's leading travel accommodation platform. The company has put online experimentation at the heart of how it designs digital experiences for its customers and partners. To unlock the potential of large-scale testing,...
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Keywords:
Travel;
Product Innovation;
Experimentation;
A/B Testing;
User Experience Design;
Product Development;
Product Design;
Innovation and Management;
Transformation;
Information Technology;
Digital Transformation;
Travel Industry
Thomke, Stefan, and Daniela Beyersdorfer. "Booking.com." Harvard Business School Case 619-015, October 2018.
- 05 Dec 2011
- Research & Ideas
It’s Alive! Business Scholars Turn to Experimental Research
you may not be able to learn anywhere else," says Alvin E. Roth, a professor in the Negotiation, Organizations & Markets (NOM) Unit at HBS and a longtime champion of experimental economics. For example, to track how viewers watch...
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Keywords:
by Carmen Nobel
- May 2003
- Module Note
Product Development Process Design and Improvement
By: Stefan H. Thomke
Describes the conceptual foundations and pedagogy for a module on the design and improvement of processes for the development of products and services. Can also be used as part of a more general course on Managing Technology and Innovation. Central to Managing Product...
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- 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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Bojinov, Iavor I., David Simchi-Levi, and Jinglong Zhao. "Design and Analysis of Switchback Experiments." Harvard Business School Working Paper, No. 21-034, September 2020.
- July 2023
- Article
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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Bojinov, Iavor I., David Simchi-Levi, and Jinglong Zhao. "Design and Analysis of Switchback Experiments." Management Science 69, no. 7 (July 2023): 3759–3777.
Design and Analysis of Switchback Experiments
Switchback experiments, where a firm sequentially exposes an experimental unit to random treatments, are among the most prevalent designs used in the technology sector, with applications ranging from ride-hailing platforms to online marketplaces. Although...
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