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  • 11 Apr 2012
  • Research & Ideas

The High Risks of Short-Term Management

Companies that manage for short-term gain rather than long-term growth have been blamed for everything from popularizing celebrity CEOs to causing a significant chunk of the current financial crisis. Now new research findings suggest that... View Details
Keywords: by Sean Silverthorne; Financial Services
  • January 2004 (Revised February 2005)
  • Background Note

A Note on Methodological Fit in Management Field Research

By: Amy C. Edmondson and Stacy McManus
To use in doctoral-level management courses on the design of field research methods. Advocates the importance of fit, or internal consistency, among the different elements of a field research project. Although the scientific method provides an essential framework for... View Details
Keywords: Management; Research
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Edmondson, Amy C., and Stacy McManus. "A Note on Methodological Fit in Management Field Research." Harvard Business School Background Note 604-072, January 2004. (Revised February 2005.)
  • March 2018
  • Case

TrustSphere: Building a Market for Relationship Analytics

By: Boris Groysberg and Katherine Connolly Baden
Manish Goel was the CEO of TrustSphere, a seven-year-old company in the data analytics industry that focused squarely on relationship analytics, a space in which TrustSphere was pioneering a unique technology and solutions in the areas of sales, risk, and people... View Details
Keywords: Data Analytics; People Analytics; Talent Management; Human Resources; Networks; Relationships; Analysis; Employee Relationship Management; Core Relationships; Applications and Software; Communication; Technology Industry; Singapore
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Groysberg, Boris, and Katherine Connolly Baden. "TrustSphere: Building a Market for Relationship Analytics." Harvard Business School Case 418-070, March 2018.
  • 05 Dec 2007
  • Sharpening Your Skills

Sharpening Your Skills: Managing Marketing

merchant's direct channel sales after she opens a retail store in the area. The study used a proprietary longitudinal data set from a multichannel retailer to understand what happens and to probe the implications for channel View Details
  • 2017
  • Working Paper

Discretionary Task Ordering: Queue Management in Radiological Services

By: Maria Ibanez, Jonathan R. Clark, Robert S. Huckman and Bradley R. Staats
Work scheduling research typically prescribes task sequences implemented by managers. Yet employees often have discretion to deviate from their prescribed sequence. Using data from 2.4 million radiological diagnoses, we find that doctors prioritize similar tasks... View Details
Keywords: Discretion; Scheduling; Queue; Healthcare; Learning; Experience; Decentralization; Delegation; Behavioral Operations; Operations; Service Operations; Service Delivery; Performance; Performance Effectiveness; Performance Efficiency; Performance Improvement; Performance Productivity; Decisions; Time Management; Cost vs Benefits; Health Industry
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Ibanez, Maria, Jonathan R. Clark, Robert S. Huckman, and Bradley R. Staats. "Discretionary Task Ordering: Queue Management in Radiological Services." Harvard Business School Working Paper, No. 16-051, October 2015. (Revised March 2017.)
  • Research Summary

Overview

By: Ayelet Israeli
Professor Israeli utilizes econometric methods and field experiments to study data driven decision making in marketing context. Her research focuses on data-driven marketing, with an emphasis on how businesses can leverage their own data, customer data, and market data... View Details
Keywords: Channel Management; Pricing; Pricing Policies; Online Marketing; E-commerce; Analytics; Econometrics; Field Experiments; Data Analytics; Artificial Intelligence; Value Of Data
  • April 2014 (Revised March 2015)
  • Case

GE and the Industrial Internet

By: Karim R. Lakhani, Marco Iansiti and Kerry Herman
CEO Jeff Immelt considers whether GE is moving fast enough on its new Industrial Internet initiative. The undertaking includes building out an Industrial Internet, connecting machines and devices, collecting their data and operations, and providing services to clients... View Details
Keywords: Technology; Operations Management; Strategy; Big Data; Business Analysis; Corporate Strategy; Digital Technology; Digital Innovation; General Management; General Strategy; Global Competitiveness; Global Strategy; Innovation; Innovation And Management; Industrial Internet; GE; Innovation and Invention; Information Technology; Analytics and Data Science; Air Transportation Industry; Energy Industry; Health Industry; Industrial Products Industry; Information Technology Industry; Manufacturing Industry; Medical Devices and Supplies Industry; Rail Industry; Transportation Industry; Technology Industry; North and Central America; Asia; Europe; Middle East; Latin America
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Lakhani, Karim R., Marco Iansiti, and Kerry Herman. "GE and the Industrial Internet." Harvard Business School Case 614-032, April 2014. (Revised March 2015.)
  • 1979
  • Chapter

Research Methods and Data Analysis: The Challenge of Knowing How to Do What About Why

By: T. M. Amabile and W. DeJong
Keywords: Mathematical Methods; Knowledge Acquisition; Knowledge Management; Knowledge Use and Leverage
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Amabile, T. M., and W. DeJong. "Research Methods and Data Analysis: The Challenge of Knowing How to Do What About Why." In Psychology and Life. 10th ed. Edited by P. G. Zimbardo. Glenview, IL: Scott, Foresman and Company, 1979.
  • March 2020
  • Supplement

People Analytics at Teach For America (B)

By: Jeffrey T. Polzer and Julia Kelley
This is a supplement to the People Analytics at Teach For America (A) case. In this supplement, situated one year after the A case, Managing Director Michael Metzger must decide how to apply his team's predictive models generated from the previous year’s data. View Details
Keywords: Analytics; Human Resource Management; Data; Workforce; Hiring; Talent Management; Forecasting; Predictive Analytics; Organizational Behavior; Recruiting; Analytics and Data Science; Forecasting and Prediction; Recruitment; Selection and Staffing; Talent and Talent Management
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Polzer, Jeffrey T., and Julia Kelley. "People Analytics at Teach For America (B)." Harvard Business School Supplement 420-086, March 2020.
  • 2020
  • Working Paper

Machine Learning for Pattern Discovery in Management Research

Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used as an observation for further inductive or abductive research, but should not be treated as the result of a... View Details
Keywords: Machine Learning; Theory Building; Induction; Decision Trees; Random Forests; K-nearest Neighbors; Neural Network; P-hacking; Analytics and Data Science; Analysis
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Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Harvard Business School Working Paper, No. 19-032, September 2018. (Revised June 2020.)
  • 2016
  • Book

Managing in the Gray: Five Timeless Questions for Resolving Your Toughest Problems at Work

By: Joseph L. Badaracco
Part of a manager's job is making tough calls, and the hardest challenge can be resolving "gray area” problems—situations in which analysis of the numbers, facts, and data fails to provide a clear answer. Gray areas test not only managers’ skills but also their... View Details
Keywords: Business or Company Management; Decision Choices and Conditions
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Badaracco, Joseph L. Managing in the Gray: Five Timeless Questions for Resolving Your Toughest Problems at Work. Harvard Business Review Press, 2016.
  • January 2022
  • Article

Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems

By: David R. Clough and Andy Wu
Gregory, Henfridsson, Kaganer, and Kyriakou (2020) highlight the important role of data and AI as strategic resources that platforms may use to enhance user value. However, their article overlooks a significant conceptual distinction: the installed base of... View Details
Keywords: Artificial Intelligence; Data Strategy; Ecosystem; Value Capture; Digital Platforms; Analytics and Data Science; Strategy; Learning; Value Creation; AI and Machine Learning; Technology Industry; Information Technology Industry; Video Game Industry; Advertising Industry
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Clough, David R., and Andy Wu. "Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems." Academy of Management Review 47, no. 1 (January 2022): 184–189.
  • May 2013
  • Case

Launching Krispy Natural: Cracking the Product Management Code

By: Frank V. Cespedes and Heather Beckham
Pemberton Products is a U.S. market leader in the cookie and bakery snacks segment of the sweet snack market. Looking to expand into the salty snack market, the company acquires Krispy Inc., a maker of salty snack crackers located in the southeastern U.S. To compete... View Details
Keywords: Analytics and Data Science; Competition; Organizational Culture; Management Teams; Brands and Branding; Expansion; Marketing Strategy; Product Launch; Acquisition; Food and Beverage Industry; Ohio; United States
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Cespedes, Frank V., and Heather Beckham. "Launching Krispy Natural: Cracking the Product Management Code." Harvard Business School Brief Case 913-574, May 2013.
  • 17 Feb 2003
  • Research & Ideas

Rating Fund Managers by the Company They Keep

sets affected the way fund managers can be evaluated now and in the future? Can the data sets help fund managers make investment decisions? A: In the last five years there has... View Details
Keywords: by Ann Cullen
  • Teaching Interest

Managing the Future of Work (MBA Education—Elective Curriculum)

By: Christopher T. Stanton

The nature and scope of work is changing rapidly, creating massive business challenges in the shadow of broader political and social shifts.  HBS launched a major initiative in 2017 on Managing the Future of Work to define these workplace issues and... View Details

  • March–April 2024
  • Article

How Companies Should Weigh in on a Controversy: A Better Approach to Stakeholder Management

By: David M. Bersoff, Sandra J. Sucher and Peter Tufano
Executives need guidance about managing their organizations’ engagement with societal issues—including hot-button topics such as gender, climate, and racial discrimination. Success in this realm does not mean avoiding public controversy or achieving unanimous support... View Details
Keywords: Values and Beliefs; Social Issues; Business and Stakeholder Relations; Judgments; Management Practices and Processes
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Bersoff, David M., Sandra J. Sucher, and Peter Tufano. "How Companies Should Weigh in on a Controversy: A Better Approach to Stakeholder Management." Harvard Business Review 102, no. 2 (March–April 2024): 108–119.
  • September 2020 (Revised July 2022)
  • Technical Note

Algorithmic Bias in Marketing

By: Ayelet Israeli and Eva Ascarza
This note focuses on algorithmic bias in marketing. First, it presents a variety of marketing examples in which algorithmic bias may occur. The examples are organized around the 4 P’s of marketing – promotion, price, place and product—characterizing the marketing... View Details
Keywords: Algorithmic Data; Race And Ethnicity; Promotion; "Marketing Analytics"; Marketing And Society; Big Data; Privacy; Data-driven Management; Data Analysis; Data Analytics; E-Commerce Strategy; Discrimination; Targeting; Targeted Advertising; Pricing Algorithms; Ethical Decision Making; Customer Heterogeneity; Marketing; Race; Ethnicity; Gender; Diversity; Prejudice and Bias; Marketing Communications; Analytics and Data Science; Analysis; Decision Making; Ethics; Customer Relationship Management; E-commerce; Retail Industry; Apparel and Accessories Industry; United States
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Israeli, Ayelet, and Eva Ascarza. "Algorithmic Bias in Marketing." Harvard Business School Technical Note 521-020, September 2020. (Revised July 2022.)
  • 06 Jan 2011
  • What Do You Think?

How Should Management Deal With “Anonymous”?

individuals using the tools?" Rather the problem for many of you is management itself, ranging from lack of transparency (Shantha Yahanpath. Bruce Watson) to a failure to support "whistle blowing" (Ratnaja Gogula), as well... View Details
Keywords: by James L. Heskett
  • January 2010 (Revised February 2010)
  • Case

IBM Retail Business Assessment at Dillard's, Inc.: Managing Staffing Levels to Improve Conversion

This case illustrates the challenges associated with matching staffing levels with variable workload in retail stores and highlights how decisions related to staffing and scheduling affect operational performance and the quality of labor at the stores. The case... View Details
Keywords: Customer Satisfaction; Employees; Market Transactions; Service Delivery; Service Operations; Performance Improvement; Retail Industry
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Ton, Zeynep. "IBM Retail Business Assessment at Dillard's, Inc.: Managing Staffing Levels to Improve Conversion." Harvard Business School Case 610-051, January 2010. (Revised February 2010.)
  • 05 Dec 2012
  • What Do You Think?

Should Managers Bother Listening to Predictions?

Summing Up Can Managers Afford to Ignore Predictions in Planning? There is a healthy skepticism when it comes to the reliability of predictions as a basis for planning. Donald Kortalon, commenting on this month's column, cites a number of... View Details
Keywords: by James Heskett
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