Theory Of Machine - Publications - Faculty & Research - Harvard Business School

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July 9, 2019
Article

Common Knowledge, Coordination, and Strategic Mentalizing in Human Social Life

By: Julian De Freitas, Kyle A. Thomas, Peter DiScioli and Steven Pinker

People often coordinate for mutual gain, such as keeping to opposite sides of a stairway, dubbing an object or place with a name, or assembling en masse to protest a regime. Because successful coordination requires complementary choices, these opportunities raise the... View Details

Keywords: Coordination; Common Knowledge; Theory Of Mind; Bystander Effect; Knowledge; Cooperation

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2006
Working Paper

Where Do Transactions Come From? A Network Design Perspective on the Theory of the Firm

By: Carliss Y. Baldwin and Kim B. Clark

Book Review

Book Review of Theory and Research on Small Groups edited by R. Scott Tindale et al.

By: Amy C. Edmondson

Keywords: Theory; Research; Groups and Teams

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2019
Working Paper

Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles

By: Prithwiraj Choudhury, Dan Wang, Natalie A. Carlson and Tarun Khanna

We demonstrate how a novel synthesis of three methods—(1) unsupervised topic modeling of text data to generate new measures of textual variance, (2) sentiment analysis of text data, and (3) supervised ML coding of facial images with a cutting-edge convolutional neural... View Details

Keywords: Spoken Communication; Business History; Analytics and Data Science; Finance; Performance

2016
Working Paper

Diversified Business Groups in the West: History and Theory

By: Asli M. Colpan and Takashi Hikino

This working paper examines the historical origins, evolutionary paths, and long-term resilience of diversified business groups in contemporary developed economies of Western Europe, North America, and Oceania. It aims to come up with a new theoretical understanding of... View Details

Keywords: History; Diversification; Business Divisions; Theory; Oceania; North America; Europe

November 2012
Article

The Organization of Firms Across Countries

By: Nicholas Bloom, Raffaella Sadun and John Van Reenen

We argue that social capital as proxied by trust increases aggregate productivity by affecting the organization of firms. To do this we collect new data on the decentralization of investment, hiring, production, and sales decisions from Corporate Headquarters to local... View Details

Keywords: Decentralization; Social Capital; Theory Of The Firm; Firm Objectives, Organization, And Behavior; Business Economics; Management Of Technological Innovation And R＆D; Technological Change: Choices And Consequences; Diffusion Processes; Organizational Structure; Performance Productivity; Trust; Technology Adoption; Multinational Firms and Management

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January 2004
Article

Cross-country Technological Adoption: Making the Theories Face the Facts

By: Diego Comin and Bart Hobijn

We examine the diffusion of more than twenty technologies across twenty-three of the world's leading industrial economies. Our evidence covers major technology classes such as textile production, steel manufacture, communications, information technology,... View Details

Keywords: Technology Adoption; Cross-Cultural and Cross-Border Issues; Development Economics; Human Capital; Government and Politics; Trade; Production; Information Technology; Steel Industry; Communications Industry

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Article

Faithful and Customizable Explanations of Black Box Models

By: Himabindu Lakkaraju, Ece Kamar, Rich Caruana and Jure Leskovec

As predictive models increasingly assist human experts (e.g., doctors) in day-to-day decision making, it is crucial for experts to be able to explore and understand how such models behave in different feature subspaces in order to know if and when to trust them. To... View Details

Keywords: Interpretable Machine Learning; Black Box Models; Decision Making; Framework

29 Mar 2019
Interview

Integrating Theory into Your Organization: Black Duck by Synopsys

By: Lou Shipley

The Disruptive Voice hits the road, heading to BlackDuck by Synopsys headquarters in Burlington, MA. We sit down with Lou Shipley (CEO), Patrick Carey (Director of Product Marketing), and Tim Kenny (VP of Culture) to hear how Competing Against Luck became a company... View Details

Keywords: Innovation; Company Culture; Disruption; Innovation and Invention; Disruptive Innovation; Technology; Organizational Culture

2018
Book

Re-engaging with Sustainability in the Anthropocene Era

By: Andrew J. Hoffman and P. Devereaux Jennings

Re-engaging with Sustainability in the Anthropocene Era applies organization theory to a grand challenge: our entry into the Anthropocene era, a period marked not only by human impact on climate change, but on chemical waste, habitat destruction, and despeciation. It... View Details

Keywords: Organization Theory; Environmental Management; Policy; Social Issues; Social Entrepreneurship; Pollutants

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January 2018 (Revised February 2023)
Teaching Note

The Future of Patent Examination at the USPTO

By: Prithwiraj Choudhury

This teaching note pairs with the case entitled: “The Future of Patent Examination at the USPTO” (case no. 617-027). View Details

Keywords: Machine Learning; Telework; Collaborating With Unions; Recruitment; Intellectual Property; Copyright; Patents; Trademarks; Knowledge Sharing; Technology Adoption; District of Columbia

October 2017
Article

The Size of the LGBT Population and the Magnitude of Anti-Gay Sentiment Are Substantially Underestimated

By: Katherine Baldiga Coffman, Lucas C. Coffman and Keith M. Marzilli Ericson

We demonstrate that widely used measures of anti-gay sentiment and the size of the LGBT population are misestimated, likely substantially. In a series of online experiments using a large and diverse but non-representative sample, we compare estimates from the standard... View Details

Keywords: LGBTQ; Social Trends ＆ Culture; Economic Theory; Prejudice; Prejudice and Bias; Diversity; Economics; Demographics

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March 2015
Article

Business Model Evaluation: Quantifying Walmart's Sources of Advantage

By: Humberto Brea-Solís, Ramon Casadesus-Masanell and Emili Grifell-Tatjé

We develop an analytical framework on the basis of the economics of business performance to provide quantitative insight into the link between a firm's business model choices and its profit consequences. The method is applied to Walmart by building a qualitative... View Details

Keywords: Business Models; Quantitative Analysis; Walmart; Production Theory; Business Model; Competitive Advantage; Profit

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2021
Working Paper

First Law of Motion: Influencer Video Advertising on TikTok

By: Jeremy Yang, Juanjuan Zhang and Yuhan Zhang

This paper engineers an intuitive feature that is predictive of the causal effect of influencer video advertising on product sales. We propose the concept of m-score, a summary statistic that captures the extent to which a product is advertised in the most engaging... View Details

Keywords: Influencer Advertising; Video Advertising; Computer Vision; Machine Learning; Advertising; Online Technology

2019
Working Paper

Self-Interest: The Economist's Straitjacket

By: Robert Simons

This paper examines contemporary economic theories that focus on the design and management of business organizations. In the first part of the paper, a taxonomy is presented that describes the different types of economists interested in this subject—market economists,... View Details

Article

Statistical Physics of Human Cooperation

By: Matjaž Perc, Jillian J. Jordan, David G. Rand, Zhen Wang, Stefano Boccaletti and Attila Szolnoki

Extensive cooperation among unrelated individuals is unique to humans, who often sacrifice personal benefits for the common good and work together to achieve what they are unable to execute alone. The evolutionary success of our species is indeed due, to a large... View Details

Keywords: Human Cooperation; Evolutionary Game Theory; Public Goods; Reward; Punishment; Tolerance; Self-organization; Pattern Formation; Cooperation; Behavior; Game Theory

2017
Working Paper

The Need for Speed: Effects of Uncertainty Reduction in Patenting

By: Mike Horia Teodorescu

Patents are essential in commerce to establish property rights for ideas and to give equal protection to firms that develop new technologies. Young firms especially depend on the protection of intellectual property to bring a product from concept to market. However,... View Details

Keywords: Startups; Natural Language Processing; Machine Learning; Patents; Business Startups; Risk and Uncertainty; Outcome or Result; Green Technology Industry

July 1981
Article

On Market Timing and Investment Performance Part I: An Equilibrium Theory of Value for Market Forecasts

By: Robert C. Merton

Keywords: Investment; Performance; Theory; Value; Forecasting and Prediction; Markets

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2020
Article

A Practical Approach to Sales Compensation: What Do We Know Now? What Should We Know in the Future?

By: Doug J. Chung, Byungyeon Kim and Niladri B. Syam

Personal selling represents one of the most important elements in the marketing mix, and appropriate management of the sales force is vital to achieving the organization’s objectives. Among the various instruments of sales management, compensation plays a pivotal role... View Details

Keywords: Sales Compensation; Sales Management; Sales Strategy; Principal-agent Theory; Structural Econometrics; Field Experiments; Machine Learning; Artificial Intelligence; Salesforce Management; Compensation and Benefits; Motivation and Incentives; AI and Machine Learning

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January 2024 (Revised February 2024)
Case

Data-Driven Denim: Financial Forecasting at Levi Strauss

The case examines Levi Strauss’ journey in implementing machine learning and AI into its financial forecasting process. The apparel company partnered with the IT company Wipro in 2017 to develop a machine learning algorithm that could help Levi Strauss forecast its... View Details

Keywords: Investor Relations; Forecasting; Machine Learning; Artificial Intelligence; Apparel; Corporate Finance; Forecasting and Prediction; AI and Machine Learning; Digital Transformation; Apparel and Accessories Industry; United States

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