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June 1998 (Revised August 2001)
Case

Wells Fargo Online Financial Services (A)

By: Robert S. Kaplan and Nicole Tempest

Wells Fargo, the industry leader in electronic banking, has implemented a Balanced Scorecard in its online financial services group (OFS) to track and measure performance. The OFS group develops and supports services that allow existing and future banking customers to... View Details

Keywords: Balanced Scorecard; Internet and the Web; Corporate Entrepreneurship; Corporate Strategy; Performance Evaluation; Finance; Change; Situation or Environment; Measurement and Metrics; Banking Industry; Financial Services Industry

June 2014
Case

Riverview Law: Applying Business Sense to the Legal Market

By: Heidi K. Gardner and Silvia Hodges Silverstein

Riverview Law, run like a business rather than a traditional law firm, wants to expand its unconventional concept from the UK to the US. The firm's approach includes performing all legal work for annual fixed-price contracts, using data and analytics to advise clients... View Details

Keywords: Strategy; Professional Services; Disruptive Innovation; Law Firms; Client Service; Culture; Recruiting; Management; Professional Services Firms; Business Model; Legal Services Industry; United Kingdom; United States

September 2021 (Revised December 2021)
Case

STARZPLAY: Shooting for the Stars

By: Elie Ofek, Marco Bertini and Alpana Thapar

In mid-2021, Maaz Sheikh, cofounder and CEO of STARZPLAY, a Dubai-based subscription video on demand (SVOD) provider that catered to the Middle East and North Africa region, was wrestling with how to find the right balance between continued subscriber growth and... View Details

January 2023 (Revised June 2024)
Case

Adams + Beasley Associates

By: Dennis Campbell and Iuliana Mogosanu

This case illustrates how a strong culture, founder-led SME designed and used a unique performance metric—the job security index—to manage through periods of economic uncertainty. The case centers specifically on how the job security index was used in an interactive... View Details

Keywords: Financial Crisis; Measurement and Metrics; Employee Ownership; Risk and Uncertainty; Small Business; Leadership; Organizational Culture

March 2011
Case

Cash Flow Productivity at PepsiCo: Communicating Value to Retailers

PepsiCo developed a new metric that better measured the value added by Pepsi products than did gross margin, the traditional metric used by retailers to determine shelf space and promotional activity. The new metric, cash flow productivity, captured the value of... View Details

Keywords: Customer Relationship Management; Cash Flow; Measurement and Metrics; Distribution; Performance Productivity; Value Creation; Food and Beverage Industry; Retail Industry

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September 2011 (Revised December 2012)
Case

Pepsi-Lipton Brisk

By: Thales S. Teixeira and Alison Caverly

This case showcases key decisions in promoting the re-launch of Brisk, a ready-to-drink iced tea by Pepsi-Lipton. The decisions are: creative, media and metrics selection. It also deals with budget allocation to traditional (Super Bowl, television) and new (viral ads... View Details

Keywords: Marketing Channels; Marketing Communications; Advertising Campaigns; Decision Making; Media; Product Launch; Resource Allocation; Performance Effectiveness; Budgets and Budgeting; Food and Beverage Industry

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

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13 Apr 2007
Working Paper Summaries

Incorporating Price and Inventory Endogeneity in Firm-Level Sales Forecasting

Keywords: by Saravanan Kesavan, Vishal Gaur & Ananth Raman; Retail

2021
Working Paper

How to Fix ESG Reporting

By: Robert S. Kaplan and Karthik Ramanna

Investors, advocacy groups, academics, and the 200 CEOs of the US Business Roundtable have asked corporations to take on an added purpose beyond a narrow pursuit of shareholder value. In response, many companies now issue ESG (Environmental, Societal, and Governance)... View Details

Keywords: ESG Reporting; Sustainability; Corporate Purpose; Greenhouse Gas; Activity-Based Costing; Environmental Sustainability; Environmental Management; Corporate Social Responsibility and Impact; Measurement and Metrics; Goals and Objectives; Agreements and Arrangements; Corporate Accountability

September 3, 2020
Article

How to Measure a Company’s Real Impact

By: Ronald Cohen and George Serafeim

Impact transparency will reshape capitalism. By shifting the pursuit of profit away from negligently creating problems to purposefully creating valuable solutions for the world, it will redefine success, so that its measure is not just money, but the positive impact we... View Details

Keywords: Impact; Impact Investing; Impact Measurement; Impact Investment; Impact Investment Funds; Accountability; Accounting Information; Corporate Performance; Sustainability; Social Impact; Capitalism; Accounting; Corporate Accountability; Performance; Measurement and Metrics; Social Enterprise; Society

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March 2022 (Revised January 2025)
Technical Note

Prediction & Machine Learning

By: Iavor I. Bojinov, Michael Parzen and Paul Hamilton

This note provides an introduction to machine learning for an introductory data science course. The note begins with a description of supervised, unsupervised, and reinforcement learning. Then, the note provides a brief explanation of the difference between traditional... View Details

Keywords: Machine Learning; Data Science; Learning; Analytics and Data Science; Performance Evaluation

June 2013 (Revised November 2013)
Case

Bluefin Labs: The Acquisition by Twitter

By: John Deighton and Leora Kornfeld

What is the value of Bluefin Labs's social listening data to Twitter? Acquired by Twitter in 2013, Bluefin had built a system that gathered millions of online comments in an effort to develop new metrics for TV programs and brand advertising. With data from Twitter... View Details

Keywords: Measurement and Metrics; Data and Data Sets; Internet; Software; Communication Technology; Advertising; Social and Collaborative Networks; Acquisition; Television Entertainment; Advertising Industry; Media and Broadcasting Industry; United States

Forthcoming
Article

Are ESG Improvements Recognized? Perspectives from the Public Sentiments

By: Shaolong Wu

While Environment, Social, and Governance (ESG) increasingly guides investment management and corporate agendas nowadays, public reactions to firms' ESG performance remain under-studied. This paper fills this gap by investigating whether the public picks up firms' ESG... View Details

Keywords: Corporate Social Responsibility and Impact; Public Opinion; Environmental Sustainability; Corporate Governance; Investment

September–October 2017
Article

Why Do We Undervalue Competent Management?: Neither Great Leadership Nor Brilliant Strategy Matters Without Operational Excellence

By: Raffaella Sadun, Nicholas Bloom and John Van Reenen

A recurring message in business education is that you can’t compete on the basis of management processes because they’re easily copied. Operational effectiveness is table stakes in the competitive universe, it is often assumed, and thus cannot serve as a sustainable... View Details

Keywords: Management; Management Analysis, Tools, and Techniques; Management Practices and Processes; Performance Effectiveness

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August 2019
Case

Bark Gift Shop Ltd.

By: Susanna Gallani, Jan Bouwens and Peter Kroos

This case describes a setting in which the CFO of Bark Gift Shop Ltd., a gift items retailer, discovers an undesired pattern in the performance data suggesting that her shop managers that perform well during the first part of the year, purposely reduce their effort in... View Details

Keywords: Data Analytics; Employees; Behavior; Performance; Management; Goals and Objectives; Motivation and Incentives; Analysis

January 2020
Case

SK Group: Social Progress Credits

By: George Serafeim, Ethan Rouen and David Freiberg

SK Group was one of the largest companies South Korea. A family-run conglomerate consisting of around 120 subsidiaries and employing more than 100,000, SK was tightly knit into the fabric of Korean society. SK viewed their future success as contingent upon the strength... View Details

2019
White Paper

Impact-Weighted Financial Accounts: The Missing Piece for an Impact Economy

By: George Serafeim, T. Robert Zochowski and Jennifer Downing

Reimagining capitalism is an imperative. We need to create a more inclusive and sustainable form of capitalism that works for every person and the planet. Massive environmental damage, growing income and wealth disparity, stress, and depression within developed... View Details

Keywords: Impact-Weighted Accounts; IWAI; Background; Economic Systems; Economy; Corporate Social Responsibility and Impact; Measurement and Metrics; Financial Statements

2016
Working Paper

What Factors Drive Director Perceptions of Their Board's Effectiveness?

By: Boris Groysberg, Paul M. Healy and Richard Ellis Crum

We use a survey of directors to collect data on their ratings of board effectiveness as well as board internal dynamics and key processes. Controlling for many of the governance metrics examined by prior research, we find that directors’ ratings of their boards’... View Details

Keywords: Board Of Directors; Corporate Governance; Performance Effectiveness; Perception; Risk Management

April 2013
Teaching Note

Bluefin Labs: The Acquisition by Twitter

By: John Deighton and Leora Kornfeld

What is the value of Bluefin Labs's social listening data to Twitter? Acquired by Twitter in 2013, Bluefin had built a system that gathered millions of online comments in an effort to develop new metrics for TV programs and brand advertising. With data from Twitter and... View Details

Keywords: Knowledge Use and Leverage; Knowledge Acquisition; Marketing; Television Entertainment; Mobile Technology

03 Nov 2015
First Look

November 3, 2015

integral component of management control systems and play a significant role in achieving desirable performance outcomes. We focus on a key environmental performance objective—reduction of carbon... View Details

Keywords: Sean Silverthorne

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