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2023
Working Paper

Avoiding Idiosyncratic Volatility: Flow Sensitivity to Individual Stock Returns

By: Marco Di Maggio, Francesco Franzoni, Shimon Kogan and Ran Xing

Despite positive and significant earnings announcement premia, we find that institutional investors reduce their exposure to stocks before earnings announcements. A novel result on the sensitivity of flows to individual stock returns provides a potential explanation.... View Details

Keywords: New Trading; Mutual Funds; Fund Flows; Limits To Arbitrage; Financial Constraints; Earnings Announcements; Institutional Investing; Stocks

winter 1996
Article

The Market Pricing of Cash Flow Forecasts: Discounted Cash Flow vs. the Method of Comparables

By: S. N. Kaplan and R. S. Ruback

Keywords: Price; Cash Flow; Forecasting and Prediction

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May 1995 (Revised October 1995)
Background Note

Introduction to Cash Flow Valuation Methods

By: Richard S. Ruback

Provides an introduction to three cash flow valuation methods. The three methods differ in their measure of cash flows and the discount rate applied to those cash flows. The names for the three methods correspond to the type of cash flow that is used in the valuation:... View Details

Keywords: Cash Flow; Valuation

February 2021 (Revised May 2021)
Case

SafeGraph: Selling Data as a Service

By: Ramana Nanda, Abhishek Nagaraj and Allison Ciechanover

Set in January 2021, the CEO of SafeGraph, a four-year-old startup that sold Data as a Service, looked to the future. His aim was to become the most trusted source for data about a physical place. The company provided points of interest (POI) and foot traffic data on... View Details

Keywords: Data As A Service; Monetization; Pricing; Business Startups; Analytics and Data Science; Consumer Behavior; Analysis; Business Model; Health Pandemics; Information Industry; United States

Article

Rethinking the Profession Formerly Known as Advertising: How Data Science Is Disrupting the Work of Agencies

By: John A. Deighton

The article discusses the notion of advertising as a profession in relation to the impact of digital analytics and data-driven marketing. Topics include the history of internet marketing, the investments of the content-driven internet firms Facebook Inc. and Google... View Details

Keywords: Data Science; Digital Marketing; Marketing; Internet and the Web; Analytics and Data Science; Disruption

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12 May 2020
Working Paper Summaries

Elusive Safety: The New Geography of Capital Flows and Risk

Keywords: by Laura Alfaro, Ester Faia, Ruth Judson, and Tim Schmidt-Eisenlohr

February 2001
Article

The Portfolio Flows of International Investors

By: K. A. Froot, P. O'Connell and M. Seasholes

Keywords: Asset Pricing; Equity Investment; Forecasting and Prediction; Behavioral Finance; Stocks; Investment Return; Market Transactions; Performance Expectations; Personal Characteristics; Financial Services Industry

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July 2005
Article

The Consequences of Labor Market Flexibility: Panel Evidence Based on Survey Data

By: Rafael Di Tella and Robert MacCulloch

We introduce a new data set on hiring and firing restrictions for 21 OECD countries for the period 1984 –1990. The data are based on surveys of business people in the countries covered, so the indices we use are subjective in nature. Controlling for country and time... View Details

Keywords: Job Security Provisions; Subjective Data; Unemployment; Employment; Labor; Markets; Data and Data Sets

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March 1985
Journal Article

The Efficiency of Equilibrium Traffic Flows

By: J. J. Rotemberg

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2025
Working Paper

Performance Capital Flows in DC Pensions

By: Bryan Gutierrez Cortez, Victoria Ivashina and Juliana Salomao

Are defined contribution (DC) pension funds' capital flows sensitive to performance? We examine pressures from individual account holders who can switch their pension managers. Using novel data on retirement accounts for nearly 10 million individuals, we analyze... View Details

Keywords: Investment Funds; Retirement; Risk and Uncertainty; Financial Management; Investment Portfolio; Financial Services Industry

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June 2018 (Revised January 2019)
Background Note

Visualizing Data & Effective Communication

By: Srikant M. Datar and Caitlin N. Bowler

This note explores three specific ways an analyst can use visualization. Section 1 considers visualization to explore data. Section 2 discusses visualization as a tool for developing a deeper understanding of trends and phenomena encoded in the data. Section 3... View Details

Keywords: Data Visualization; Graphical Guidelines; Charts; Analytics and Data Science; Communication

November 2018
Case

Sportradar (A): From Data to Storytelling

By: Ramon Casadesus-Masanell, Karen Elterman and Oliver Gassmann

In 2013, the Swiss sports data company Sportradar debated whether to expand from its core business of data provision to bookmakers into sports media products. Sports data was becoming a commodity, and in the future, sports leagues might reduce their dependence on... View Details

September 1992 (Revised September 1992)
Case

Northrop Corporation: Statement of Cash Flow

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February 2016
Exercise

Jim Sharpe: Operational Cash Flow Tool

By: Joseph B. Fuller, Shikhar Ghosh and Christopher Payton

In this exercise, you will examine the cash flow implications of different operating model assumptions and the effect that this has on financing decisions. View Details

Keywords: Cash Flow; Financing and Loans

20 Oct 2016
Working Paper Summaries

Global Talent Flows

Keywords: by Sari Pekkala Kerr, William R. Kerr, Çağllar Özden, and Christopher Parsons

January 2021 (Revised May 2021)
Case

Amazon Shopper Panel: Paying Customers for Their Data

By: Eva Ascarza and Ayelet Israeli

This case introduces a new Amazon program that has consumers upload their receipts from transactions outside of Amazon, in exchange for money. Through the discussion, the case aims to explore issues in customers’ privacy in the digital age, the value of customers’ own... View Details

2019
Working Paper

Large-Scale Demand Estimation with Search Data

By: Tomomichi Amano, Andrew Rhodes and Stephan Seiler

In many online markets, traditional methods of demand estimation are difficult to implement because assortments are very large and individual products are sold infrequently. At the same time, data on consumer search (i.e., browsing) behavior are often available and are... View Details

Keywords: High-dimensional Data; Demand Estimation; Consideration Sets; Consumer Search

June 2002
Background Note

Note on the Equivalency of Methods for Discounting Cash Flows

By: William E. Fruhan Jr.

Uses a numerical example to demonstrate that when you discount the cash flows to capital from a project at the weighted average cost of capital, you get same net present value result as you obtain when discounting the cash flows to equity at the cost of equity. Also... View Details

Keywords: Capital Structure; Cash Flow; Cost of Capital; Equity; Valuation

July 2022
Teaching Note

eGrocery and the Role of Data and E-Commerce Analytics for CPG Firms

By: Ayelet Israeli

Teaching Note for HBS Case No. 521-077. View Details

2010
Working Paper

Valuation When Cash Flow Forecasts Are Biased

By: Richard S. Ruback

This paper focuses adaptations to the discount cash flow (DCF) method when valuing forecasted cash flows that are biased measures of expected cash flows. I imagine a simple setting where the expected cash flows equal the forecasted cash flows plus an omitted downside.... View Details

Keywords: Forecasting and Prediction; Cash Flow; Cost of Capital; Performance Expectations; Prejudice and Bias; Valuation

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