Automation And Augmentation - Publications - Faculty & Research - Harvard Business School

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October 2018
Case

American Family Insurance and the Artificial Intelligence Opportunity

By: Rajiv Lal and Scott Johnson

2022
Article

Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response

By: Alexander MacKay and Samuel N. Weinstein

Pricing algorithms are rapidly transforming markets, from ride-sharing apps, to air travel, to online retail. Regulators and scholars have watched this development with a wary eye. Their focus so far has been on the potential for pricing algorithms to facilitate... View Details

Keywords: Competition Policy; Regulation; Algorithmic Pricing; Dynamic Pricing; Economics; Law And Economics; Law And Regulation; Consumer Protection; Antitrust Law; Industrial Organization; Antitrust Issues And Policies; Technological Change: Choices And Consequences; Competition; Policy; Price; Governing Rules, Regulations, and Reforms; Microeconomics; Duopoly and Oligopoly; Law

June 2016
Case

The Wealthfront Generation

By: Luis Viceira and Allison Ciechanover

Keywords: Automated Investment Advisor; Millennials; Fintech; Customers; Asset Management; Internet and the Web; Age; Investment; Business Startups; California

May 2019 (Revised July 2019)
Case

Walmart's Workforce of the Future

By: William R. Kerr and Jordan Bach-Lombardo

Faced with intense competition from Amazon, Walmart began a transformation of its operations and workforce in 2015. The goal was to create an omnichannel retail experience for customers that seamlessly joined online and offline shopping. This case explores Walmart's... View Details

Keywords: Walmart; Managing The Future Of Work; Workforce; Automation; Ecommerce; Omnichannel Retail; Operations; Transformation; Employees; Training; Information Technology; Infrastructure; Disruption; Competitive Strategy; E-commerce; Information Infrastructure; Retail Industry

10 Sep 2020
Research & Ideas

The COVID Two-Step for Leaders: Protect and Pivot

achieving the complete elimination of all waste in pursuit of the most efficient methods.” The system is based on two principles: automation with a human touch, and each process producing only what is needed... View Details

Keywords: by Boris Groysberg and Katherine Connolly Baden

Article

Detecting Adversarial Attacks via Subset Scanning of Autoencoder Activations and Reconstruction Error

By: Celia Cintas, Skyler Speakman, Victor Akinwande, William Ogallo, Komminist Weldemariam, Srihari Sridharan and Edward McFowland III

Reliably detecting attacks in a given set of inputs is of high practical relevance because of the vulnerability of neural networks to adversarial examples. These altered inputs create a security risk in applications with real-world consequences, such as self-driving... View Details

Keywords: Autoencoder Networks; Pattern Detection; Subset Scanning; Computer Vision; Statistical Methods And Machine Learning; Machine Learning; Deep Learning; Data Mining; Big Data; Large-scale Systems; Mathematical Methods; Analytics and Data Science

15 Apr 2019
Research & Ideas

Infographic: Can I Please Speak to an Actual Person?

Based on the Working Paper, Mitigating the Negative Effects of Customer Anxiety through Access to Human Contact (pdf) by Michelle A. Shell and Ryan W. Buell. Shell is a doctoral student at Harvard Business School, View Details

Keywords: by Katherine Vizcardo and Danielle Kost; Service

September 2014 (Revised February 2017)
Case

Belk: Towards Exceptional Scheduling

By: Ethan Bernstein, Saravanan Kesavan, Bradley Staats and Luke Hassall

With 24,000 staff and over 300 stores, Belk Inc. sought to replace its entirely manual labor scheduling system with an automated software solution from Reflexis. Belk hoped the upgrade would simplify scheduling, reduce time employees spent in non-customer-facing roles,... View Details

June 2022 (Revised October 2022)
Background Note

Digital Commerce and Delivery: Preparing Food and Retail Value Chains for a 50-50 World

By: William R. Kerr, Daniel O'Connor, Paige Boehmcke and Will Ensor

Increasing digitalization of grocery retail and quick commerce reveals insights about managing complex supply chains at scale and shifting revenue streams from product sales to data monetization. How are the roles of retailers changing? What happens if marginal cost... View Details

Keywords: Grocery Delivery; Grocery; Digitalization; Fulfillment; Delivery; Supply Chain; Disruption; Food; Supply Chain Management; Market Design; Trends; Value Creation; Goods and Commodities; Customer Value and Value Chain; Digital Transformation; Food and Beverage Industry; Food and Beverage Industry; United States; China

December 2020 (Revised December 2021)
Case

Komatsu and Smart Construction

By: Rajiv Lal, David J. Collis and Akiko Saito

Komatsu, Japan's leading construction equipment manufacturer, is considering investing in a digital platform "Smart Construction" that will digitise the entire work process on a construction site, allowing for substantial reductions in cost and time while improving... View Details

Keywords: Platform; Digital Business; Construction; Business Model; Strategy; Technology Adoption; Internet and the Web; Digital Platforms; Construction Industry; Japan

2007
Working Paper

Plant-Size Distribution and Cross-Country Income Differences

By: Laura Alfaro, Andrew Charlton and Fabio Kanzcuk

We investigate, using plant-level data for 79 developed and developing countries, whether differences in the allocation of resources across heterogeneous plants are a significant determinant of cross-country differences in income per worker. For this purpose, we use a... View Details

Keywords: Heterogeneous Plants; Productivity; Policy Distortions; Wages; Equality and Inequality; Resource Allocation; Macroeconomics

March–April 2021
Article

Network-biased Technical Change: How Information Management Tools Overcome Some Biases but Exacerbate Others.

By: Gerald C. Kane and Lynn Wu

Organizations have long sought to improve employee performance by managing knowledge more effectively. In this paper, we test whether the adoption of digital tools for expertise search and access within an organization, often referred to as a support to an... View Details

Keywords: Digital Tools; Social Media; Social Networks; Transactive Memory Systems; Augmented Intelligence; Artificial Intelligence; Social and Collaborative Networks; Gender; Equality and Inequality; Technology Adoption; Knowledge Management; Performance Improvement; Power and Influence; Organizational Change and Adaptation

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July 2011 (Revised June 2013)
Case

Foxconn Technology Group (A)

By: Robert G. Eccles, George Serafeim and Beiting Cheng

In 2010, Foxconn Technology Group, the largest and fastest growing multinational company in the Electronic Manufacturing Services (EMS) industry, came under public scrutiny after a string of employee suicides reached the international press. Although the company was... View Details

2009
Chapter

Plant-Size Distribution and Cross-Country Income Differences

By: Laura Alfaro, Andrew Charlton and Fabio Kanczuk

We investigate, using plant-level data for 79 developed and developing countries, whether differences in the allocation of resources across heterogeneous plants are a significant determinant of cross-country differences in income per worker. For this purpose, we use a... View Details

Keywords: Factories, Labs, and Plants; Developing Countries and Economies; Wages; Resource Allocation; Mathematical Methods

2008
Working Paper

Firm-Size Distribution and Cross-Country Income Differences

By: Laura Alfaro, Andrew Charlton and Fabio Kanczuk

We investigate, using plant-level data for 79 developed and developing countries, whether differences in the allocation of resources across heterogeneous plants are a significant determinant of cross-country differences in income per worker. For this purpose, we use a... View Details

Keywords: Factories, Labs, and Plants; Developing Countries and Economies; Wages; Resource Allocation; Mathematical Methods

January 2023 (Revised January 2023)
Case

Belden and Digital Transformation: From Product Sales to Solutions Sales

By: Frank V. Cespedes and Amy Klopfenstein

This case concerns the industrial automation division at Belden, a hardware manufacturer. While Belden historically sold products such as cables, wires, and other networking devices, EVP of Industrial Automation Ashish Chand recognized that IT vendors were entering the... View Details

Keywords: Implementation; Sales Cycle; Digital Transformation; Sales; Product Positioning; Business Model; Market Entry and Exit; Customer Focus and Relationships; Business and Stakeholder Relations; Supply and Industry; Technology Industry; North America; United States

December 2021
Article

Entrepreneurial Learning and Strategic Foresight

By: Aticus Peterson and Andy Wu

We study how learning by experience across projects affects an entrepreneur's strategic foresight. In a quantitative study of 314 entrepreneurs across 722 crowdfunded projects supplemented with a program of qualitative interviews, we counterintuitively find that... View Details

Keywords: Crowdfunding; Experience; Prediction; Timeline; Complexity; Entrepreneurship; Learning; Experience and Expertise; Forecasting and Prediction

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2021
Working Paper

Entrepreneurial Learning and Strategic Foresight

By: Aticus Peterson and Andy Wu

We study how learning by experience across projects affects an entrepreneur's strategic foresight. In a quantitative study of 314 entrepreneurs across 722 crowdfunded projects supplemented with a program of qualitative interviews, we counterintuitively find that... View Details

Keywords: Experience; Interdependency; Strategic Foresight; Crowdfunding; Timeline; Delay; Forecasting; Entrepreneurship; Learning; Complexity; Forecasting and Prediction; Product Development; Planning

Teaching Interest

Strategy and Technology (Elective Curriculum)

By: David B. Yoffie

This course explores the unique aspects of creating effective management and investment strategies for technology-intensive businesses. What strategies can win in markets with strong network effects? How can firms leverage technology to build multi-sided platforms?... View Details

Keywords: Strategy; Information Technology; Technology Platform; Telecommunications Industry; Technology Industry; Semiconductor Industry; Electronics Industry; Information Technology Industry; United States; China; Israel; Taiwan

2021
Book

The Power of Trust: How Companies Build It, Lose It, Regain It

By: Sandra J. Sucher and Shalene Gupta

Trust is the most powerful force underlying the success of every business. Yet it can be shattered in an instant, with a devastating impact on a company’s market cap and reputation. How to build and sustain trust requires fresh insight into why customers, employees,... View Details

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