Publications

January 2025
Technical Note

AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix

By: Tsedal Neeley and Tim Englehart

This technical note introduces the confusion matrix as a foundational tool in artificial intelligence (AI) and large language models (LLMs) for assessing the performance of classification models, focusing on their reliability for decision-making. A confusion matrix... View Details

Keywords: Reliability; Confusion Matrix; AI and Machine Learning; Decision Making; Measurement and Metrics; Performance

Educators

19 Dec 2023
Research & Ideas

$15 Billion in Five Years: What Data Tells Us About MacKenzie Scott’s Philanthropy

Over the last five years, MacKenzie Scott has gone from relatively unknown in the US philanthropic community to arguably its single most influential figure. When she signed the Giving Pledge in 2019 following her divorce with Amazon... View Details

Keywords: by Matthew Lee, Brian Trelstad, and Ethan Tran

06 Oct 2020
Sharpening Your Skills

18 Tips Managers Can Use to Lead Through COVID's Rising Waters

software deployments, and new coordinated routines across teams. The best can use this as an opportunity to experiment and learn where technology can deliver service or enable more flexible work... View Details

Keywords: by Sean Silverthorne

18 Oct 2018
Research & Ideas

How to Use Free Shipping as a Competitive Weapon

multiple categories would be better served by offering online product discounts to their most frequent customers. "Our results suggest that that's a safer and in the end more profitable way for the firm to reward loyal shoppers." Ngwe and Chen also View Details

Keywords: by Kristen Senz; Retail

Article

The Perils of Proactive Churn Prevention Using Plan Recommendations: Evidence from a Field Experiment

By: Eva Ascarza, Raghuram Iyengar and Martin Schleicher

Facing the issue of increasing customer churn, many service firms have begun recommending pricing plans to their customers. One reason behind this type of retention campaign is that customers who subscribe to a plan suitable for them should be less likely to churn... View Details

Keywords: Churn/retention; Field Experiment; Pricing; Tariff/plan Choice; Targeting; Customer Relationship Management; Price; Performance Effectiveness

12 Mar 2024
HBS Case

How Used Products Can Unlock New Markets: Lessons from Apple's Refurbished iPhones

Some of Apple’s most loyal customers think nothing of upgrading to the latest iPhone every time one comes out. But what about consumers who can’t splurge on a $1,000 iPhone 15 Pro? And what about the electronic waste that would accrue if people threw away functional... View Details

Keywords: by Rachel Layne; Electronics; Information Technology

June 29, 2022
Other Article

Strategic Complexity? Using Experiments to Understand and Overcome Obfuscation

By: Michael Luca, Ginger Zhe Jin and Daniel Martin

Credit card companies must decide what product features to disclose to consumers, such as payment schedules, penalties, and fees--and also whether to present them clearly or bury them in the fine print. Firms face similar choices in settings ranging from privacy... View Details

Keywords: Obfuscation; Credit Cards; Strategic Incentives; Complexity; Agreements and Arrangements; Customers; Consumer Behavior; Financial Services Industry

Register to Read

19 Mar 2014
Working Paper Summaries

The Use of Broker Votes to Reward Brokerage Firms’ and Their Analysts’ Research Activities

Keywords: by David A. Maber, Boris Groysberg & Paul M. Healy; Financial Services

November 1992 (Revised December 1992)
Case

Deere & Co. (A): The Computer Aided Manufacturing Services Division - A Window to the World (Abridged)

By: Robert H. Hayes

The Computer-Aided Manufacturing (CAM) Services Division of John Deere has just received approval to sell their software and computer systems to external customers. These tools, initially developed for internal use, have been widely used throughout Deere. Still,... View Details

Keywords: Information Infrastructure; Applications and Software; Machinery and Machining; Technological Innovation; Markets; Marketing Strategy; Product Launch; Outcome or Result; Computer Industry; Manufacturing Industry

02 Sep 2019
What Do You Think?

Are Overlooked Forces Shielding the US from Severe Economic Downturns?

peterhowell Summing Up: Is the Current US Economic Expansion Primarily in the Hands of the Fed? New applications of technology and the expansion of the service economy may contribute to prolonged economic... View Details

Keywords: by James Heskett; Service

2014
Other Unpublished Work

No Margin, No Mission? A Field Experiment on Incentives for Public Services Delivery

By: Nava Ashraf, Oriana Bandiera and Kelsey Jack

A substantial body of research investigates the effect of pay for performance in firms, yet less is known about the effect of non-financial rewards, especially in organizations that hire individuals to perform tasks with positive social spillovers. We conduct a field... View Details

Keywords: Incentives; Non-monetary Rewards; Intrinsic Motivation; Mission and Purpose; Social Enterprise; Motivation and Incentives

May–June 1996
Article

Ruling the Net

By: D. L. Spar and Jeffrey J. Bussgang

The Internet promises a radical new world of business. But for many companies, it has yet to deliver. Although doing business in cyberspace may be novel and exhilarating, it can also be frustrating, confusing, and even unprofitable. Debora Spar and Jeffrey Bussgang... View Details

Keywords: Information Services; Online Technology

2021
Article

An Empirical Examination of Sell-Side Brokerage Analysts' Published Research, Concierge Services, and High-Touch Services

By: David A. Maber, Boris Groysberg and Paul M. Healy

This paper uses a proprietary panel dataset to categorize and quantify the activities that sell-side brokerage analysts use to build and sustain their network of buy-side client relations. We then examine the marginal impact of these activities on key analyst outcome... View Details

Keywords: Sell-side Analysts; Analyst Ratings; Brokerage Commissions; Earnings Forecasts

Article

Are All Certified EHRs Created Equal? Assessing the Relationship between EHR Vendor and Hospital Meaningful Use Performance

By: A Jay Holmgren, Julia Adler-Milstein and Jeffrey McCullough

Objective
The federal electronic health record (EHR) certification process was intended to ensure a baseline level of system quality and the ability to support meaningful use criteria. We sought to assess whether there was variation across EHR vendors in the... View Details

Keywords: Hospitals; Electronic Health Records; Digital Health; Health Care and Treatment; Information Technology; Service Delivery; Performance Evaluation

09 Jun 2022
HBS Case

From Truck Driver to Manager: US Foods’ Novel Approach to Staff Shortages

In 2021, US Foods faced a problem that has become all too familiar: As thousands of Americans re-evaluated their work lives in the middle of the pandemic, the company—one of the largest food service... View Details

Keywords: by Pamela Reynolds

September 2023
Supplement

Super Quantum: Using Artificial Intelligence to Transform Asset Management (B)

By: Feng Zhu and Kerry Herman

Dr. Zhang, CEO of Super Quantum, an AI-driven hedge fund, is considering an investor’s request to withdraw their funds as the markets experience volatility. Should he pull the investor’s funds? View Details

Keywords: Hedge Fund; Volatility; Decision Choices and Conditions; Asset Management; Investment Funds; Financial Services Industry

September 2025
Article

Using Satellites and Phones to Evaluate and Promote Agricultural Technology Adoption: Evidence from Smallholder Farms in India

By: Shawn Cole, Tomoko Harigaya, Grady Killeen and Aparna Krishna

This paper evaluates a low-cost, customized soil nutrient management advisory service in India. As a methodological contribution, we examine whether and in which settings satellite measurements may be effective at estimating both agricultural yields and treatment... View Details

Keywords: Measurement and Metrics; Mathematical Methods; Analytics and Data Science; Agriculture and Agribusiness Industry; India

2025
Working Paper

Using Satellites and Phones to Evaluate and Promote Agricultural Technology Adoption: Evidence from Smallholder Farms in India

By: Shawn Cole, Grady Killeen, Tomoko Harigaya and Aparna Krishna

This paper evaluates a low-cost, customized soil nutrient management advisory service in India. As a methodological contribution, we examine whether and in which settings satellite measurements may be effective at estimating both agricultural yields and treatment... View Details

Keywords: Performance Evaluation; Technology Adoption; Measurement and Metrics; Analytics and Data Science; Agriculture and Agribusiness Industry; India