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-
All HBS Web
(5,796)
- People (4)
- News (1,144)
- Research (3,223)
- Events (79)
- Multimedia (163)
- Faculty Publications (2,648)
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- August 2018 (Revised September 2018)
- Supplement
LendingClub (C): Gradient Boosting & Payoff Matrix
By: Srikant M. Datar and Caitlin N. Bowler
This case builds directly on the LendingClub (A) and (B) cases. In this case students follow Emily Figel as she builds an even more sophisticated model using the gradient boosted tree method to predict, with some probability, whether a borrower would repay or default...
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Keywords:
Data Analytics;
Data Science;
Investment;
Financing and Loans;
Analytics and Data Science;
Analysis;
Forecasting and Prediction
Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (C): Gradient Boosting & Payoff Matrix." Harvard Business School Supplement 119-022, August 2018. (Revised September 2018.)
- 03 Jan 2017
- Research & Ideas
5 New Year's Resolutions You Can Keep (With the Help of Behavioral Science Research)
good.’” To learn more, see Rituals Alleviate Grieving for Lovers, Loved Ones, and Lotteries. And if you have resolved not to obsess over resolutions this year, behavioral science supports you. Are you giving yourself a break when it comes...
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Keywords:
by Carmen Nobel
- June 2022 (Revised July 2022)
- Technical Note
Causal Inference
This note provides an overview of causal inference for an introductory data science course. First, the note discusses observational studies and confounding variables. Next the note describes how randomized experiments can be used to account for the effect of...
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Keywords:
Causal Inference;
Causality;
Experiment;
Experimental Design;
Data Science;
Analytics and Data Science
Bojinov, Iavor I., Michael Parzen, and Paul Hamilton. "Causal Inference." Harvard Business School Technical Note 622-111, June 2022. (Revised July 2022.)
- August 2024
- Course Overview Note
Field Course: Life Sciences Venture Creation Fall Term 2024 - Course Outline and Syllabus
By: Satish Tadikonda and William Marks
- Article
Ensembles of Overfit and Overconfident Forecasts
By: Y. Grushka-Cockayne, V.R.R. Jose and K. C. Lichtendahl
Firms today average forecasts collected from multiple experts and models. Because of cognitive biases, strategic incentives, or the structure of machine-learning algorithms, these forecasts are often overfit to sample data and are overconfident. Little is known about...
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Grushka-Cockayne, Y., V.R.R. Jose, and K. C. Lichtendahl. "Ensembles of Overfit and Overconfident Forecasts." Management Science 63, no. 4 (April 2017): 1110–1130.
- June 1993
- Case
General Dynamics and Computer Sciences Corporation: Outsourcing the IS Function (A) and (B) (Abridged)
By: F. Warren McFarlan and Katherine N. Seger
Describes the largest information systems outsourcing agreement in the industry from the perspectives of both companies involved in the deal.
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Keywords:
Restructuring;
Transition;
Job Cuts and Outsourcing;
Contracts;
Agreements and Arrangements;
Business Strategy;
Information Technology
McFarlan, F. Warren, and Katherine N. Seger. "General Dynamics and Computer Sciences Corporation: Outsourcing the IS Function (A) and (B) (Abridged)." Harvard Business School Case 193-178, June 1993.
- October 2016
- Article
Looking Across and Looking Beyond the Knowledge Frontier: Intellectual Distance and Resource Allocation in Science
By: Kevin J. Boudreau, Eva Guinan, Karim R. Lakhani and Christoph Riedl
Selecting among alternative innovative projects is a core management task in all innovating organizations. In this paper, we focus on the evaluation of frontier scientific research projects. We argue that the "intellectual distance" between the knowledge embodied in...
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Keywords:
Knowledge;
Innovation;
Novelty;
Evaluation;
Resource Allocation;
Decision Choices and Conditions;
Innovation and Management;
Science-Based Business;
Experience and Expertise
Boudreau, Kevin J., Eva Guinan, Karim R. Lakhani, and Christoph Riedl. "Looking Across and Looking Beyond the Knowledge Frontier: Intellectual Distance and Resource Allocation in Science." Management Science 62, no. 10 (October 2016).
- 1984
- Book
Negotiating the Law of the Sea: Lessons in the Art and Science of Reaching Agreement
Sebenius, James K. Negotiating the Law of the Sea: Lessons in the Art and Science of Reaching Agreement. Harvard Economic Studies. Harvard University Press, 1984. (Winner of Harold and Margaret Sprout Award For the best book in the study of international environmental problems presented by International Studies Association.)
- August 2021
- Case
Precision Paint Co.
Describes a marketing director about to launch a new process for demand forecasting. Provides data that allow students to do a multivariable regression analysis. A rewritten version of an earlier case.
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Bojinov, Iavor I., Chiara Farronato, Janice H. Hammond, Michael Parzen, and Paul Hamilton. "Precision Paint Co." Harvard Business School Case 622-055, August 2021.
- 1995
- Article
Technology Development and Integration: An Empirical Study of the Interaction between Applied Science and Product Development
By: Marco Iansiti
Keywords:
Information Technology;
Research and Development;
Integration;
Information;
Science;
Product
Iansiti, Marco. "Technology Development and Integration: An Empirical Study of the Interaction between Applied Science and Product Development." IEEE Transactions on Engineering Management 42 (1995): 259–269.
- Article
Truth Tests and Utility Tests: Private Sector Decision Makers' Frames of Reference for Social Science Research
By: Rohit Deshpandé
Deshpandé, Rohit. "Truth Tests and Utility Tests: Private Sector Decision Makers' Frames of Reference for Social Science Research." Social Science Quarterly 67, no. 1 (March 1986): 39–52.
- July 1990
- Case
Food Science Corp. (FSC)--Cholesterol Extraction and Other Technology Applied to Health Hazards in the Food Chain
By: Ray A. Goldberg
Goldberg, Ray A. "Food Science Corp. (FSC)--Cholesterol Extraction and Other Technology Applied to Health Hazards in the Food Chain." Harvard Business School Case 591-018, July 1990.
- 2021
- Article
Nudging the Commute: Using Behaviorally-Informed Interventions to Promote Sustainable Transportation
By: Ashley Whillans, Joseph Sherlock, Jessica Roberts, Shibeal O'Flaherty, Lyndsay Gavin, Holly Dykstra and Michael Daly
Dramatic reductions in carbon emissions must take place immediately. A human-centric method of reducing environmental impacts is to “nudge” employees away from single-occupancy vehicles (SOVs) toward more sustainable commuting options. While an abundance of research...
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Keywords:
Behavioral Science;
Transportation Demand Management;
Commuting;
Single-occupancy Vehicle Commutes;
Transportation;
Behavior;
Change;
Environmental Sustainability
Whillans, Ashley, Joseph Sherlock, Jessica Roberts, Shibeal O'Flaherty, Lyndsay Gavin, Holly Dykstra, and Michael Daly. "Nudging the Commute: Using Behaviorally-Informed Interventions to Promote Sustainable Transportation." Behavioral Science & Policy 7, no. 2 (2021): 27–49.
- 1999
- Article
The Conspicuous Absence of Examination Questions Concerning the Great Irish Famine: Political Economy as Science and Ideology
By: Nien-he Hsieh
Hsieh, Nien-he. "The Conspicuous Absence of Examination Questions Concerning the Great Irish Famine: Political Economy as Science and Ideology." European Journal of the History of Economic Thought 6, no. 2 (1999): 169–199.
- January 2017 (Revised December 2017)
- Case
Carmichael Roberts: To Create a Private Equity Firm?
By: Steven Rogers and Kenneth J. Cooper
Carmichael Roberts, a rare African-American venture capitalist, considered leaving his general partnership in a private equity firm near Boston and setting up his own in 2015. He weighed whether the timing was right, with the economy still not fully recovered from the...
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Keywords:
Venture Capital;
Equity;
Innovation And Invention;
Investment;
Ownership;
Science;
Science Bassed Business;
Markets;
Relationships;
Capital;
Private Equity;
Technological Innovation;
Investment Return;
Going Public;
Ownership Stake;
Science-Based Business;
Market Timing;
Marketplace Matching;
Partners and Partnerships;
Financial Services Industry;
Technology Industry;
Manufacturing Industry;
United States;
Massachusetts;
Boston;
California;
San Francisco;
New York (city, NY)
Rogers, Steven, and Kenneth J. Cooper. "Carmichael Roberts: To Create a Private Equity Firm?" Harvard Business School Case 317-079, January 2017. (Revised December 2017.)
- August 2018 (Revised September 2018)
- Supplement
LendingClub (B): Decision Trees & Random Forests
By: Srikant M. Datar and Caitlin N. Bowler
This case builds directly on the LendingClub (A) case. In this case students follow Emily Figel as she builds two tree-based models using historical LendingClub data to predict, with some probability, whether borrower will repay or default on his loan.
... View Details
... View Details
Keywords:
Data Science;
Data Analytics;
Decision Trees;
Investment;
Financing and Loans;
Analytics and Data Science;
Analysis;
Forecasting and Prediction
Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (B): Decision Trees & Random Forests." Harvard Business School Supplement 119-021, August 2018. (Revised September 2018.)
- Winter 2017
- Article
Why Big Data Isn't Enough
By: Sen Chai and Willy C. Shih
There is a growing belief that sophisticated algorithms can explore huge databases and find relationships independent of any preconceived hypotheses. But in businesses that involve scientific research and technological innovation, this approach is misguided and...
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Keywords:
Big Data;
Science-based;
Science;
Scientific Research;
Data Analytics;
Data Science;
Data-driven Management;
Data Scientists;
Technological Innovation;
Analytics and Data Science;
Mathematical Methods;
Theory
Chai, Sen, and Willy C. Shih. "Why Big Data Isn't Enough." Art. 58227. MIT Sloan Management Review 58, no. 2 (Winter 2017): 57–61.
- March 2022 (Revised July 2022)
- Technical Note
Exploratory Data Analysis
This module note provides an overview of exploratory data analysis for an introduction to data science course. It begins by defining the term "data", and then describes the different types of data that companies work with (structured v. unstructured, categorical v....
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Keywords:
Data Analysis;
Data Science;
Statistics;
Data Visualization;
Exploratory Data Analysis;
Analytics and Data Science;
Analysis
Bojinov, Iavor I., Michael Parzen, and Paul Hamilton. "Exploratory Data Analysis." Harvard Business School Technical Note 622-098, March 2022. (Revised July 2022.)
- Teaching Interest
Overview
By: Leemore S. Dafny
U.S. Healthcare Strategy
The U.S. healthcare sector accounts for 17 percent of GDP, and encompasses a diverse set of industries with public, nonprofit, and for-profit buyers and sellers. There are significant concerns about high and rising spending, and...
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- August 2018 (Revised September 2018)
- Case
LendingClub (A): Data Analytic Thinking (Abridged)
By: Srikant M. Datar and Caitlin N. Bowler
LendingClub was founded in 2006 as an alternative, peer-to-peer lending model to connect individual borrowers to individual investor-lenders through an online platform. Since 2014 the company has worked with institutional investors at scale. While the company assigns...
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Keywords:
Data Science;
Data Analytics;
Investing;
Loans;
Investment;
Financing and Loans;
Analytics and Data Science;
Analysis;
Forecasting and Prediction;
Business Model
Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (A): Data Analytic Thinking (Abridged)." Harvard Business School Case 119-020, August 2018. (Revised September 2018.)