Publications

August 2020 (Revised September 2020)
Technical Note

Assessing Prediction Accuracy of Machine Learning Models

By: Michael W. Toffel, Natalie Epstein, Kris Ferreira and Yael Grushka-Cockayne

The note introduces a variety of methods to assess the accuracy of machine learning prediction models. The note begins by briefly introducing machine learning, overfitting, training versus test datasets, and cross validation. The following accuracy metrics and tools... View Details

Keywords: Machine Learning; Statistics; Econometric Analyses; Experimental Methods; Data Analysis; Data Analytics; Forecasting and Prediction; Analytics and Data Science; Analysis; Mathematical Methods

January 2013 (Revised February 2013)
Case

EverTrue: Mobile Technology Development (A)

By: William R. Kerr and Alexis Brownell

Brent Grinna is evaluating different options for the technology development of his start-up's iPhone app, including hiring local programmers, finding a CTO, or outsourcing. He only has a little over two months before he presents his alumni networking app to Brown... View Details

Keywords: Start-up; Mobile App; oDesk; Outsourcing; CTO; Minimum Viable Product; App Development; Business Startups; Decisions; Entrepreneurship; Mobile and Wireless Technology; Intellectual Property; Product Development; Globalization; Technology Industry; Massachusetts; Boston; India

January 2014
Technical Note

Learning From Extreme Consumers

By: Jill Avery and Michael Norton

Traditional market research methods focus on understanding the average experiences of average consumers. This focus leads to gaps in our knowledge of consumer behavior and often fails to uncover insights that can drive revolutionary, rather than evolutionary... View Details

Keywords: Market Research; Ethnography; Design Thinking; Innovation; New Product Development; Research; Marketing; Consumer Behavior; Innovation and Invention

September 2021
Article

Trials and Terminations: Learning from Competitors' R&D Failures

By: Joshua L. Krieger

I analyze project continuation decisions where firms may resolve uncertainty through news about competitors' research and development (R&D) failures, as well as through their own results. I examine the trade-offs and interactions between product-market competition and... View Details

Keywords: Research and Development; Projects; Failure; Decision Making; Learning

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October 2022 (Revised December 2022)
Case

SMART: AI and Machine Learning for Wildlife Conservation

By: Brian Trelstad and Bonnie Yining Cao

Spatial Monitoring and Reporting Tool (SMART), a set of software and analytical tools designed for the purpose of wildlife conservation, had demonstrated significant improvements in patrol coverage, with some observed reductions in poaching and contributing to wildlife... View Details

Keywords: Business and Government Relations; Emerging Markets; Technology Adoption; Strategy; Management; Ethics; Social Enterprise; AI and Machine Learning; Analytics and Data Science; Natural Environment; Technology Industry; Cambodia; United States; Africa

25 Jan 2016
News

Problem-based learning and the case method

Aug 04 2016
Short Film

Alumni Status and Lifelong Learning

Research Summary

Social Learning

One major area of my research is social learning: the ways and extent to which people discover what they want and need from the behavior and opinions of others. Social learning takes many forms. Probably most obvious is word of mouth—the advice and... View Details

May 2003
Module Note

Managing Product Development

By: Stefan H. Thomke

Introduces students to the managerial aspects critical to conceiving, designing, and developing innovative products and services. Considers the full range of activities required: learning about customer needs, understanding and managing experimentation and problem... View Details

Keywords: Product Design; Product Development; Service Operations; Business or Company Management; Projects; Management Practices and Processes; Experience and Expertise; Customers; Research; Management Skills; Integration

September 2000 (Revised December 2020)
Background Note

Identifying and Developing Capable Leaders

By: Clayton M. Christensen and Morgan McCall Jr

Presents a synopsis of High Flyers, by Morgan McCall. Offers a method for identifying and training managers with potential--to build management bench strength. View Details

Keywords: Leadership Development; Recruitment; Selection and Staffing; Human Resources; Talent and Talent Management

Research Summary

Learning Agility

This research in both field and experimental settings is targeted at examining whether and how employees in the 'midst of learning' are aware of the optimal learning behavior as well as determining if this awareness does indeed increase learning agility. Further,... View Details

Sep 03 2020
Testimonial

Discovering Different Ways to Learn and Engage

24 Apr 2015
News

Learning and Leading in Space

03 May 2012
Working Paper Summaries

Learning by Supplying

Keywords: by Juan Alcácer & Joanne Oxley

August 1996 (Revised December 1996)
Case

Korean Development and Western Economics

By: George C. Lodge and Courtenay Sprague

Provides a summary of Korea's economic performance during the past 40 years. Korea's economic strategy is discussed with regard to context--both the domestic (historic) and the international factors that have informed Korea's development. Simultaneously, Korea also... View Details

Keywords: Strategy; Development Economics; Decision Making; Policy; North Korea; South Korea

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2024
Working Paper

Learning to Cover: Online Learning and Optimization with Irreversible Decisions

By: Alexander Jacquillat and Michael Lingzhi Li

Keywords: Buildings and Facilities; AI and Machine Learning; Geographic Location; Strategic Planning