AI Algorithms - Publications - Faculty & Research

19 Jan 2023
Research & Ideas

What Makes Employees Trust (vs. Second-Guess) AI?

industry now. AI improves human decision-making The research emerges as LISH joins the newly launched Digital, Data, and Design Institute at Harvard. The 12-lab organization launched last year to study six themes including View Details

Keywords: by Rachel Layne

19 Feb 2019
First Look

New Research and Ideas, February 19, 2019

algorithm uncovers two distinct behavioral types: "leaders" and "managers." Leaders focus on multi-function, high-level meetings, while managers focus on one-to-one meetings with core functions. Firms with leader CEOs are on average more... View Details

Keywords: Sean Silverthorne

October–December 2022
Article

Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem

By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius

Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed... View Details

Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; AI and Machine Learning; Forecasting and Prediction

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2021
Article

To Thine Own Self Be True? Incentive Problems in Personalized Law

By: Jordan M. Barry, John William Hatfield and Scott Duke Kominers

Recent years have seen an explosion of scholarship on “personalized law.” Commentators foresee a world in which regulators armed with big data and machine learning techniques determine the optimal legal rule for every regulated party, then instantaneously disseminate... View Details

Keywords: Personalized Law; Regulation; Regulatory Avoidance; Regulatory Arbitrage; Law And Economics; Law And Technology; Law And Artificial Intelligence; Futurism; Moral Hazard; Elicitation; Signaling; Privacy; Law; Governing Rules, Regulations, and Reforms; Information Technology; AI and Machine Learning

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10 Feb 2020
In Practice

6 Ways That Emerging Technology Is Disrupting Business Strategy

Economic Research. 3. Algorithms are changing the pricing game “Firms are increasingly using pricing algorithms to set prices, especially in online markets. Pricing View Details

Keywords: by Danielle Kost

22 Oct 2019
Research & Ideas

Use Artificial Intelligence to Set Sales Targets That Motivate

handle human tasks—allows companies to use multiple variables to compute the best targets for employees, often in real time. Many companies have started using machine-learning algorithms to construct AI... View Details

Keywords: by Michael Blanding

07 Feb 2022
Research & Ideas

Digital Transformation: A New Roadmap for Success

companies. While they agreed that leaders urgently needed to expand their knowledge, they didn’t see eye to eye on what digital literacy means. A few argued that leaders should understand data analytics and AI deeply, and even learn to... View Details

Keywords: by Linda A. Hill, Ann Le Cam, Sunand Menon, and Emily Tedards

03 Jan 2017
First Look

January 3, 2017

Winter 2017 MIT Sloan Management Review Why Big Data Isn't Enough By: Chai, Sen, and Willy C. Shih Abstract—There is a growing belief that sophisticated algorithms can explore huge databases and find relationships independent of any... View Details

Keywords: Carmen Nobel

16 Dec 2022
Research & Ideas

Why Technology Alone Can't Solve AI's Bias Problem

human toll to letting algorithms do the work. “Maybe there is a bias from people who have been traditionally hiring men.” Searches on popular recruiting sites might seem like a neutral way to find prospective candidates, but their... View Details

Keywords: by Michael Blanding; Technology

12 Oct 2022
Research & Ideas

When Design Enables Discrimination: Learning from Anti-Asian Bias on Airbnb

and 334,906 reviews in New York City, one of Airbnb’s major markets. Using reviews as a proxy for bookings, the researchers tracked reviews for the year before and the year after the pandemic began. They turned to NamePrism, a publicly available View Details

Keywords: by Pamela Reynolds; Technology; Travel

16 Aug 2017
Research & Ideas

Researchers Use Google Street View to See the Future of Cities

response to the question, “Which place looks safer?” Those pairwise comparisons were converted into ranked scores. Artificial intelligence algorithms were used to teach a computer to predict scores from image features like shapes,... View Details

Keywords: by Michael Blanding; Real Estate

18 Apr 2019
Research & Ideas

Open Innovation Contestants Build AI-Based Cancer Tool

oncologists. Among the study’s conclusions, “A combined crowd innovation and AI approach rapidly produced automated algorithms that replicated the skills of a highly trained physician for a critical task in... View Details

Keywords: by Martha Lagace; Health; Medical Devices & Supplies

01 Mar 2018
What Do You Think?

Two Decades Later, is the 'New Economy' Finally Here?

potential for ecommerce growth in the country which relies (on) a lot of machine learning and AI the growth rate through the new economy prospects is just starting to take off here in Bangladesh.” Jacob Navon added, “Is the New Economy... View Details

Keywords: by James Heskett

04 Apr 2022
Research & Ideas

Tech Hubs: How Software Brought Talent and Prosperity to New Cities

software patents. These classified patents were then used to train a machine learning algorithm to identify among millions of patents those that were software related. Once software and non-software patents were separated, the researchers... View Details