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2024
Working Paper

Scaling Core Earnings Measurement with Large Language Models

By: Matthew Shaffer and Charles CY Wang

We study the application of large language models (LLMs) to the estimation of core earnings, i.e., a firm's persistent profitability from its core business activities. This construct is central to investors' assessments of economic performance and valuations. However,... View Details

Keywords: Large Language Models; AI and Machine Learning; Accounting; Profit; Corporate Disclosure; Analytics and Data Science; Measurement and Metrics

November 2024 (Revised January 2025)
Case

MiDAS: Automating Unemployment Benefits

By: Shikhar Ghosh and Shweta Bagai

In 2015, the state of Michigan considered whether to nominate its Michigan Integrated Data Automated System (MiDAS) for a prestigious state technology award. Launched in 2013 amid severe budget pressures, the $47 million automated fraud detection system was designed to... View Details

November 2024
Background Note

Nonprofit Governance: Some Basics

By: Lynn S. Paine and Will Hurwitz

This background note discusses basics about the prevalence, purpose, and unique legal, governance and regulatory dynamics of nonprofits and their boards of directors. The note describes both similarities and differences between for-profit and non-profit governance,... View Details

Keywords: Corporate Governance; Leadership; Mission and Purpose; Nonprofit Organizations; Governing Rules, Regulations, and Reforms; Governing and Advisory Boards; United States

November 2024 (Revised May 2025)
Case

Indonesia Education Reform: Merdeka Belajar ('Emancipated Learning')

By: John Jong-Hyun Kim, Adina Wong, Nancy Hua Dai and Mary C. Sauer

This case is set in 2024 in Indonesia, as Nadiem Makarim, Minister of Education, Culture, Research, and Technology, reflects on his tenure as Minister shortly before stepping down. With the ambition to lift Indonesia out of the middle-income gap by raising K12 to... View Details

Keywords: Education; Change Management; Knowledge Dissemination; Government Administration; Leading Change; Innovation Strategy; Development Economics; Education Industry; Asia; Indonesia

2024
Working Paper

Why Has Construction Productivity Stagnated? The Role of Land-Use Regulation

By: Leonardo D’Amico, Edward Glaeser, Joseph Gyourko, William Kerr and Giacomo A. M. Ponzetto

We document a Kuznets curve for construction productivity in 20th-century America. Homes built per construction worker remained stagnant between 1900 and 1940, boomed after World War II, and then plummeted after 1970. The productivity boom from 1940 to 1970 shows... View Details

Keywords: Governance Controls; Performance Productivity; Local Range; Construction Industry

2024
Working Paper

Hidden Risk

By: Daniel Barth, Phillip Monin, Emil Siriwardane and Adi Sunderam

Since 2013, large U.S. hedge fund advisers have been required to report risk exposures in their regulatory filings. Using these data, we first establish that managers’ perceptions of risk contain useful information that is not embedded in fund returns. Investor flows... View Details

Keywords: Corporate Disclosure; Investment Funds; Risk and Uncertainty; Investment Return; Communication Strategy; Financial Services Industry

2024
Working Paper

A Gender Backlash: Does Exposure to Female Labor Market Participation Fuel Gender Conservatism?

By: Paula Rettl, Diane Bolet, Catherine E. De Vries, Simone Cremaschi, Tarik Abou-Chadi and Sergi Pardos-Prado

The growing participation of women in the labor market has marked a significant societal transformation, coinciding with the rise of gender conservatism and far-right support. We study whether the economic consequences of labor market feminization and gender backlash... View Details

Keywords: Gender Bias; Gender Equality; Gender Inclusivity; Politics; Political Backlash; Political Culture; Conservatism; Gender; Government and Politics; Equality and Inequality; Prejudice and Bias; Labor

November 2024
Case

Ather Energy: The Future of Mobility

By: Shunyuan Zhang, Kannan Srinivasan and Malini Sen

Ather Energy, India’s third-largest electric scooter maker by volume, was founded in 2013. Five years later, the start-up launched its first electric scooter, Ather 450, which was powered by artificial intelligence (AI) and the Internet of Things (IoT), to navigate... View Details

November 2024
Article

On the Representativeness of Voter Turnout

By: Louis Kaplow and Scott Duke Kominers

Prominent theory research on voting analyzes a variety of models in which expected pivotality drives voters' turnout decisions and hence determines voting outcomes. It is recognized, however, that such work is at odds with Downs's paradox: in practice, many... View Details

Keywords: Voting Behavior; Voting Turnout; Paradox Of Voting; Pivotality; Elections; Model; Theory; Governance Transparency; Government; Democracy; Turnout; Voting; Governance; Government and Politics; Public Sector; Political Elections

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November 2024
Article

Perceptions About Monetary Policy

By: Michael D. Bauer, Carolin Pflueger and Adi Sunderam

We estimate perceptions about the Federal Reserve’s monetary policy rule from panel data on professional forecasts of interest rates and macroeconomic conditions. The perceived dependence of the federal funds rate on economic conditions varies substantially over time,... View Details

Keywords: Monetary Policy; Policy; Interest Rates; Perception; Economy; Forecasting and Prediction

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2024
Article

Political Polarization and Finance

By: Elisabeth Kempf and Margarita Tsoutsoura

We review an empirical literature that studies how political polarization affects financial decisions. We first discuss the degree of partisan segregation in finance and corporate America, the mechanisms through which partisanship may influence financial decisions, and... View Details

Keywords: Government and Politics; Investment Portfolio; Decisions; Governance

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November 2024
Article

Stakeholder Amnesia in M&A Deals

By: Caley Petrucci and Guhan Subramanian

Public companies have increasingly embraced environmental, social and governance (ESG) factors in the course of everyday business. However, these ESG considerations are virtually non-existent in merger and acquisition (M&A) transactions. Elon Musk’s recent acquisition... View Details

Keywords: Corporate Governance; Corporate Social Responsibility and Impact; Governing and Advisory Boards; Mergers and Acquisitions

October 2024
Case

a16z: Governance in Decentralized Protocols (A)

By: Shai Bernstein and Liang Wu

October 2024
Supplement

a16z: Governance in Decentralized Protocols (B)

By: Shai Bernstein and Liang Wu

October 2024
Case

NextGen CDR Facility: From Davos to Details

By: Peter Tufano, Emily A. Chien and Karina Val

Next Gen CDR is a startup that pools corporate commitments to purchase Tech CDR, which promises to permanently remove and store carbon from the atmosphere to combat climate change. A partnership between South Pole and Mitsubishi Corp., Next Gen has secured initial... View Details

Keywords: Climate Change; Partners and Partnerships; Corporate Governance; Investment; Agreements and Arrangements

October 2024
Teaching Plan

Teamworks: Tackling a Forecasting Fumble

By: Lou Shipley and Stacy Straaberg

In late March 2018, Teamworks CEO Zach Maurides learned Q1 2018 sales were at risk for a large forecasting miss. Founded in 2004, Teamworks’s software application assisted support staff in messaging, scheduling, and sharing documents with collegiate and professional... View Details

Keywords: Acquisition; Business Growth and Maturation; Communication Strategy; Decisions; Forecasting and Prediction; Business Cycles; Technological Innovation; Sports; Growth and Development Strategy; Resource Allocation; Marketing; Sales; Business Strategy; Expansion; Sports Industry; Technology Industry; United States; North Carolina

October 2024
Supplement

Hakluyt: from Corporate Intelligence to Trusted Advisors (B)

By: Joseph B. Fuller and Lena Duchene

This case is a continuation of an earlier study chronicling Hakluyt & Company (Hakluyt)’s transformation from an obscure boutique to a global corporate advisory firm with an outsized reputation. In August 2024, the firm faced a pivotal moment as managing partner Varun... View Details

October 2024
Case

Tonik

By: Andy Wu, Maliha Malek Quadir and Aticus Peterson

This case study examines Tonik, the first digital bank in the Philippines, as it navigates the challenges of scaling its lending operations and achieving profitability in an evolving fintech landscape. It explores Tonik's journey from its launch in 2018 to early 2024,... View Details

Keywords: Business Startups; Financing and Loans; Profit; Governing Rules, Regulations, and Reforms; Growth and Development Strategy; Emerging Markets; Entrepreneurship; Product; Banking Industry; Financial Services Industry; Technology Industry; Philippines

October 2024
Teaching Note

El Salvador: Launching Bitcoin as Legal Tender

By: Laura Alfaro

Teaching Note for HBS Case No. 322-055. In June 2021, Nayib Bukele, El Salvador’s president, surprised the world with the announcement that the country would adopt bitcoin as legal tender, becoming the first nation to do so. Bitcoin was mostly used for trading and had... View Details

Keywords: Bitcoin; Cryptocurrency; Currency; Financial Strategy; Economic Growth; Governance; Macroeconomics; Assets; Government Administration; Latin America; El Salvador

October 2024
Case

Edizione

By: Cynthia A. Montgomery, Dante Roscini, Elena Corsi and Hugo Etchegoyhen

This case study examines the diversification and transformation of Edizione, the Benetton family's holding company originally established to reinvest dividends from the Benetton clothing brand. Edizione expanded significantly in the late 1990s and early 2000s,... View Details

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