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December 2017
Supplement

Data-Driven Manufacturing: The Kutesmart System

By: Willy C. Shih

This supplementary video shows the Kutesmart System at Redcollar Group. It is an example of a mass customization system that is data-driven, but is predominantly based on manual operations. It is offered as a contrast to highly automated data-driven manufacturing. View Details

Keywords: Data-driven Manufacturing; Clothing; Bespoke Manufacturing; Production; Apparel and Accessories Industry; Apparel and Accessories Industry; China

November 2017
Case

The Digital Factory – Siemens: Electronic Works Amberg

By: Rajiv Lal and Scott F. Johnson

The Electronic Works Amberg (EWA) was Siemens' most advanced factory. The plant built industrial automation equipment using state-of-the-art manufacturing techniques. Siemens was considering creating a consulting business for its manufacturing clients. Given the EWA's... View Details

Keywords: Siemens; Internet Of Things; Industrie 4.0; Manufacturing; Consulting; Digital Factory; Ewa; Amberg; Electronic Works Amberg; Information Technology; Mobile and Wireless Technology; Applications and Software; Internet and the Web; Production; Manufacturing Industry; Industrial Products Industry; Technology Industry; Germany

Article

Why Every Organization Needs an Augmented Reality Strategy

By: Michael E. Porter and James E. Heppelmann

While the physical world is three-dimensional, most data is trapped on two-dimensional pages and screens. This gulf between the real and digital worlds prevents us from fully exploiting the volumes of information now available to us. Augmented reality (AR), a set of... View Details

Keywords: Technological Innovation; Innovation Strategy; Organizational Change and Adaptation; Performance Effectiveness

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October 2017 (Revised April 2019)
Case

Eastern Bank: Innovating Through Eastern Labs

By: Karen Mills, Dennis Campbell and Aaron Mukerjee

Eastern Bank is a 200-year-old New England mutual bank with a community focus. Eastern specializes in small business lending, having made strategic investments to become the top SBA lender in New England in the midst of the Great Recession, when other banks were... View Details

Keywords: Banks and Banking; Technological Innovation; Entrepreneurship; Management

September 2017 (Revised June 2019)
Case

Dianrong: Marketplace Lending, Blockchain, and 'The New Finance' in China

By: Christopher J. Malloy, Lauren H. Cohen and Anthony K. Woo

This case examines the strategic positioning of Dianrong, one of the largest online peer-to-peer (P2P) lending platforms in China, in its attempt to become a foundational player in the expansion of the FinTech sector in Asia. Dianrong had recently announced the... View Details

Keywords: Financing and Loans; Internet and the Web; Supply Chain; Finance; Innovation and Invention; Competition; Product Positioning; Strategy; Financial Services Industry; China

September 2017
Case

Sensing (and Monetizing) Happiness at Hitachi

By: Ethan Bernstein and Stephanie Marton

Inspired by research linking happiness and productivity, Hitachi had invested in developing new “people analytics” technologies to help companies increase employee happiness. Hitachi had begun manufacturing high-tech badges that quantify a wearer’s activity patterns.... View Details

Keywords: People Analytics; Japan; Sociometers; Wearables; Interpersonal Communication; Human Resources; Happiness; Technology Industry; Japan

September 19, 2017
Article

After Equifax Breach, Companies Advised to Review Open-Source Software Code

By: Ben DiPietro and Lou Shipley

It doesn’t make much sense: At a time when high-powered automated trading systems can execute stock sales in real time, some companies that rely on open-source software to help to run their businesses track their open-source use on spread sheets on paper.
Lou... View Details

Keywords: Software; Open-source; Security Vulnerabilities; Data Privacy; Hack; Applications and Software; Safety; Cybersecurity

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February 2017 (Revised August 2018)
Case

Sarah Powers at Automated Precision Products

By: Jeffrey T. Polzer, Michael Norris, Julia Kelley and Kristina Tobio

In 2017, Sarah Powers, VP of Sales at an automation hardware firm, is trying to understand why some members of her sales team have been underperforming. She is tasked with analyzing her firm’s email and calendar data to try to find relationships between communications... View Details

Keywords: People Analytics; Sales Attainment; Communication Networks; Data; Human Resources; Business Processes; Sales; Communication; Analytics and Data Science; Analysis; Industrial Products Industry; Manufacturing Industry; United States

January 2017
Background Note

Making Virtual Reality Real

By: Feng Zhu, Sarah Mehta and David Lane

This note describes virtual reality and augmented reality technologies and describes the main consumer products on offer in 2016 as well as their manufacturers. It also surveys existing applications of virtual and augment reality technologies. View Details

Keywords: Virtual Reality; Augmented Reality; Oculus; Google; HTC; Magic Leap; Microsoft; Samsung; Software; Niantic; Digital Platforms; Technology Adoption; Applications and Software; Technology Industry

January 2017 (Revised October 2021)
Case

Delivering the Goods at Shippo

By: Jeffrey J. Bussgang, Jeffrey F. Rayport and Olivia Hull

Laura Behrens Wu, CEO of software start-up Shippo, prepares her pitch for a Series A funding round following a successful seed round. Customer adoption of Shippo’s e-commerce dashboard application, which allows small and medium retailers to compare delivery rates... View Details

18 Nov 2016
Conference Presentation

Rawlsian Fairness for Machine Learning

By: Matthew Joseph, Michael J. Kearns, Jamie Morgenstern, Seth Neel and Aaron Leon Roth

Motivated by concerns that automated decision-making procedures can unintentionally lead to discriminatory behavior, we study a technical definition of fairness modeled after John Rawls' notion of "fair equality of opportunity". In the context of a simple model of... View Details

Keywords: Machine Learning; Algorithms; Fairness; Decision Making; Mathematical Methods

Winter 2016
Article

Improving Store Liquidation

By: Nathan Craig and Ananth Raman

This paper introduces methods for increasing the efficiency of retail store liquidation, which we define as the time-constrained divestment of retail outlets through an in-store sale of inventory. The retail industry depends extensively on liquidation, not only as a... View Details

Keywords: Organizational Change and Adaptation; Operations; Investment; Retail Industry

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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

2016
Working Paper

Operations in the On-Demand Economy: Staffing Services with Self-Scheduling Capacity

By: Itai Gurvich, Martin Lariviere and Antonio Moreno

Motivated by recent innovations in service delivery such as ride-sharing services and work-from-home call centers, we study capacity management when workers self-schedule. Our service provider chooses capacity to maximize its profit (revenue from served customers minus... View Details

Keywords: Strategic Servers; On-demand Economy; Independent Capacity; Distributed Systems; Uber; Service Operations; Performance Capacity

May 2016 (Revised April 2018)
Case

Building the Digital Manufacturing Enterprise of the Future at Siemens

This case describes the motivation for and the development of Siemens' digital manufacturing enterprise vision, which became the foundation for its implementation of Industrie 4.0. While the effort started with a purely defensive move by Anton Huber, head of the... View Details

December 2015 (Revised February 2016)
Case

Ocado

By: José Alvarez, David E. Bell and Damien McLoughlin

In 2015, U.K.-based Ocado was the world's largest pure player in the online home-delivery grocery business and was gaining a growing share of the highly competitive U.K. grocery market. Ocado had made heavy investments in technology, including a highly automated... View Details

August 2015 (Revised May 2017)
Case

TSG Hoffenheim: Football in the Age of Analytics

By: Feng Zhu, Karim R. Lakhani, Sascha L. Schmidt and Kerry Herman

In 2015, Dietmar Hopp, owner of Germany's Bundesliga football team TSG Hoffenheim and co-founder of the global enterprise software company SAP, was considering how to ensure long-term sustainability and competitiveness for TSG Hoffenheim. While historically a small... View Details

Keywords: Information Technology; Measurement and Metrics; Sports; Sports Industry

March 2015 (Revised April 2015)
Case

The Heat Is On: Emerging Ecosystems in the Thermostat Industry

By: David Collis and Ashley Hartman

Beth Wozniak, President of Honeywell Environmental and Combustion Controls (ECC) at Honeywell International Inc., spun around in her office chair, reflecting about how the classic, mature thermostat industry was rapidly evolving. In February 2014, Google paid $3.2... View Details

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

September 2014
Case

OvaScience

By: G. Felda Hardymon, Tom Nicholas, Toby Stuart and Noah Fisher

In early April 2012, Michelle Dipp, MD, Ph.D, CEO and co-founder of OvaScience, had just received a buyout offer from PG Ventures, a private equit's first promising fertility treatment, AUGMENT (Autologous Germ-line Mitochondrial Energy Transfer), had the potential to... View Details

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