Publications

A key policy question raised by the advent of fintech lenders revolves around the impact on credit availability of credit models that employ alternative data and algorithmic underwriting. We exploit anonymized administrative data provided by a major fintech platform... View Details

November 2021
Article

The Dynamics of Gender and Alternatives in Negotiation

By: Jennifer E. Dannals, Julian J. Zlatev, Nir Halevy and Margaret A. Neale

A substantial body of prior research documents a gender gap in negotiation performance. Competing accounts suggest that the gap is due either to women’s stereotype-congruent behavior in negotiations or to backlash enacted toward women for stereotype-incongruent... View Details

Keywords: Alternatives; Gender Gap; Negotiation; Gender; Performance

January 2022
Article

Investing Outside the Box: Evidence from Alternative Vehicles in Private Equity

By: Josh Lerner, Jason Mao, Antoinette Schoar and Nan R. Zhang

This paper uses previously unexplored custodial data to examine the use of alternative investment vehicles in private equity (PE) over four decades. We document a steep increase in the capital directed to alternative vehicles, with these vehicles approaching a 40%... View Details

Keywords: Alternative Investment Vehicles; Investment Funds; Private Equity; Venture Capital; Performance

January 23, 2023
Article

Click-by-click: Using Alternative Data to Make a Business Case for Culture

By: Jillian Grennan and Joseph Pacelli

Keywords: Organizational Culture; Value

Fast Answer

Alternatives to Bloomberg

What databases can I use that have much of the same data and functionality as the Bloomberg terminal? When data download limits on the Bloomberg terminals have been reached and/or to... View Details

Web

Alternative Investments Course | HBS Online

material and learned a lot from my peers. Kaushal Khodifad Senior Systems Engineer at Infosys Alternative Investments provided more substantial coverage than what I previously had from school versus on the job. Emily Stebbins External... View Details

16 Jan 2024
Video

Hypothesis Testing in Business: Null vs. Alternative

17 May 2007
Working Paper Summaries

The Price of Capital: Evidence from Trade Data

Keywords: by Laura Alfaro & Faisal Z. Ahmed

May 2009 (Revised October 2009)
Case

Verne Global: Building a Green Data Center in Iceland

Verne Global, a pioneering startup created to build the first large-scale data center in Iceland, faces critical challenges regarding its green strategy. Verne Co-Founder Isaac Kato is tasked with evaluating how the company can most successfully market and sell the... View Details

Keywords: Buildings and Facilities; Business Startups; Marketing Strategy; Product Marketing; Sales; Environmental Sustainability; Pollutants; Green Technology Industry; Service Industry; Iceland

Educators

2023
Working Paper

Distributionally Robust Causal Inference with Observational Data

By: Dimitris Bertsimas, Kosuke Imai and Michael Lingzhi Li

We consider the estimation of average treatment effects in observational studies and propose a new framework of robust causal inference with unobserved confounders. Our approach is based on distributionally robust optimization and proceeds in two steps. We first... View Details

Keywords: AI and Machine Learning; Mathematical Methods

Web

Historical Data & Sources - Business History

Historical Data Visualization Historical Data & Sources All Records Data & Sources Adult Literacy Rates World Bank, World Development Indicators database Central Intelligence... View Details

October 2022
Case

Single.Earth

By: Rembrand Koning and Emer Moloney

Estonian greentech company Single.Earth is launching a nature-backed token that is linked to and funds the protection of a specific plot fo land. The first landowners had been onboarded to the company's Digital Twin, a virtual representation of the planet's natural... View Details

Keywords: Alternative Assets; Business Startups; Entrepreneurship; Climate Change; Environmental Sustainability; Green Technology; Natural Resources; Pollution; Analytics and Data Science; Marketing; Product Marketing; Product Launch; Product Positioning; Markets; Market Timing; Strategy; Green Technology Industry; Estonia

Educators

1998
Working Paper

Some Evidence on the Optimal Welfare State Based on Subjective Data

By: Rafael Di Tella and Robert MacCulloch

It is often difficult to evaluate all the costs and benefits of the welfare state. This paper suggests an alternative approach based on surveys of citizen satisfaction with welfare programs. In the first part of the paper we estimate the level of unemployment benefits... View Details

Keywords: Personal Characteristics; Employment; Surveys; Programs; Government and Politics; Age; Income; Residency; Welfare; Governing Rules, Regulations, and Reforms; Cost vs Benefits; Satisfaction; United Kingdom

May 2021
Article

The Firm Next Door: Using Satellite Images to Study Local Information Advantage

By: Jung Koo Kang, Lorien Stice-Lawrence and Forester Wong

We use novel satellite data that track the number of cars in the parking lots of 92,668 stores for 71 publicly listed U.S. retailers to study the local information advantage of institutional investors. We establish car counts as a timely measure of store-level... View Details

Keywords: Satellite Images; Store-level Performance; Institutional Investors; Local Advantage; Overweighting; Processing Costs; Alternative Data; Big Data; Emerging Technologies; Information; Quality; Institutional Investing; Decision Making; Behavioral Finance; Analytics and Data Science

August 2021
Article

Multiple Imputation Using Gaussian Copulas

By: F.M. Hollenbach, I. Bojinov, S. Minhas, N.W. Metternich, M.D. Ward and A. Volfovsky

Missing observations are pervasive throughout empirical research, especially in the social sciences. Despite multiple approaches to dealing adequately with missing data, many scholars still fail to address this vital issue. In this paper, we present a simple-to-use... View Details

Keywords: Missing Data; Bayesian Statistics; Imputation; Categorical Data; Estimation

November 2021
Article

Panel Experiments and Dynamic Causal Effects: A Finite Population Perspective

By: Iavor Bojinov, Ashesh Rambachan and Neil Shephard

In panel experiments, we randomly assign units to different interventions, measuring their outcomes, and repeating the procedure in several periods. Using the potential outcomes framework, we define finite population dynamic causal effects that capture the relative... View Details

Keywords: Panel Data; Dynamic Causal Effects; Potential Outcomes; Finite Population; Nonparametric; Mathematical Methods

October 2016 (Revised February 2019)
Module Note

Strategy Execution Module 5: Building a Profit Plan

By: Robert Simons

This module reading describes how to build a profit plan to reflect the strategy of a business in economic terms. After introducing the profit wheel, cash wheel, and ROE wheel, the module illustrates how to use a profit plan to assess the viability of different... View Details

Keywords: Management Control Systems; Implementing Strategy; Execution; Profit Planning; Cash Flow Analysis; Asset Utilization; Return On Equity; Business Planning; Testing Strategy; Analyzing Strategic Alternative; Strategy; Asset Management; Cash Flow; Investment Return; Management Systems; Profit

May 2015 (Revised September 2015)
Case

AIP Healthcare Japan: Investing in Japan's Retirement Home Market

By: John A. Quelch and Qing Xia

The CEO of a health care-based REIT is considering alternative nursing home investment strategies. Students must consider macro-industry trends, scale and scope issues and consumer segmentation data in making their recommendations. View Details

Keywords: Health Care; Health Care Services; REIT; Marketing; Investment; Health Care and Treatment; Segmentation; Accommodations Industry; Health Industry; Real Estate Industry; Japan

Educators

May 29, 2019
Article

A Study of More Than 250 Platforms Reveals Why Most Fail

By: David B. Yoffie, Annabelle Gawer and Michael A. Cusumano

This piece explores why digital platforms fail. We collected data on 250 failures over the last 20 years, analyzed the most common causes for a platform to disappear or morph into an alternative business. View Details

Keywords: Platform; Digital Platforms; Strategy; Failure; Analysis