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All HBS Web
(3,629)
- Faculty Publications (710)
- September 2022
- Article
Human Versus Machine: A Comparison of Robo-Analyst and Traditional Research Analyst Investment Recommendations
By: Braiden Coleman, Kenneth J. Merkley and Joseph Pacelli
We provide the first comprehensive analysis of the properties of investment recommendations generated by “Robo-Analysts,” which are human analyst-assisted computer programs conducting automated research analysis. Our results indicate that Robo-Analyst recommendations...
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Keywords:
Fintech;
Analysts;
Robo-analysts;
Investment Recommendations;
Investment;
Information Technology;
Performance
Coleman, Braiden, Kenneth J. Merkley, and Joseph Pacelli. "Human Versus Machine: A Comparison of Robo-Analyst and Traditional Research Analyst Investment Recommendations." Accounting Review 97, no. 5 (September 2022): 221–244.
- 2022
- Working Paper
Slowly Varying Regression under Sparsity
By: Dimitris Bertsimas, Vassilis Digalakis Jr, Michael Lingzhi Li and Omar Skali Lami
We consider the problem of parameter estimation in slowly varying regression models with sparsity constraints. We formulate the problem as a mixed integer optimization problem and demonstrate that it can be reformulated exactly as a binary convex optimization problem...
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Keywords:
Mathematical Methods
Bertsimas, Dimitris, Vassilis Digalakis Jr, Michael Lingzhi Li, and Omar Skali Lami. "Slowly Varying Regression under Sparsity." Working Paper, September 2022.
- August 2022
- Case
In-Q-Tel: Innovation On A Mission
By: Joshua Lev Krieger and Josh Lerner
In 2022, the leaders of In-Q-Tel (IQT) considered what was next for the unique mission-driven organization. Since 1999, IQT had one mission: to be the most sophisticated source of strategic technical knowledge and capabilities to the U.S. government and its allies. IQT...
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Keywords:
Mission and Purpose;
National Security;
Technological Innovation;
Research;
Geopolitical Units;
Risk Management;
Recruitment;
Growth and Development Strategy;
Venture Capital;
Knowledge Management;
Information Industry;
Banking Industry
Krieger, Joshua Lev, and Josh Lerner. "In-Q-Tel: Innovation On A Mission." Harvard Business School Case 823-031, August 2022.
- August 2022
- Case
Negotiating Peace in Colombia
By: Deepak Malhotra and Cody Smith
This case follows the protracted armed conflict between the Colombian government and the Revolutionary Armed Forces of Colombia (FARC), tracing it from its origins over 50 years ago, through the private and public negotiations that ultimately resulted in the 2016...
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- 2022
- Article
Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations
By: Jessica Dai, Sohini Upadhyay, Ulrich Aivodji, Stephen Bach and Himabindu Lakkaraju
As post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to ensure that the quality of the resulting explanations is consistently high across all subgroups of a population. For instance, it...
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Dai, Jessica, Sohini Upadhyay, Ulrich Aivodji, Stephen Bach, and Himabindu Lakkaraju. "Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2022): 203–214.
- 2022
- Article
Towards Robust Off-Policy Evaluation via Human Inputs
By: Harvineet Singh, Shalmali Joshi, Finale Doshi-Velez and Himabindu Lakkaraju
Off-policy Evaluation (OPE) methods are crucial tools for evaluating policies in high-stakes domains such as healthcare, where direct deployment is often infeasible, unethical, or expensive. When deployment environments are expected to undergo changes (that is, dataset...
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Singh, Harvineet, Shalmali Joshi, Finale Doshi-Velez, and Himabindu Lakkaraju. "Towards Robust Off-Policy Evaluation via Human Inputs." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2022): 686–699.
- June 29, 2022
- Other Article
Strategic Complexity? Using Experiments to Understand and Overcome Obfuscation
By: Michael Luca, Ginger Zhe Jin and Daniel Martin
Credit card companies must decide what product features to disclose to consumers, such as payment schedules, penalties, and fees--and also whether to present them clearly or bury them in the fine print. Firms face similar choices in settings ranging from privacy...
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Keywords:
Obfuscation;
Credit Cards;
Strategic Incentives;
Complexity;
Agreements and Arrangements;
Customers;
Consumer Behavior;
Financial Services Industry
Luca, Michael, Ginger Zhe Jin, and Daniel Martin. "Strategic Complexity? Using Experiments to Understand and Overcome Obfuscation." Management Science Review (June 29, 2022). (Summary of "Complex Disclosure," Management Science, May 2022.)
- July 15, 2022
- Article
Does Elon Musk Have a Strategy?
By: Andy Wu and Goran Calic
Does Elon Musk have a strategy? Or is he just out there winging it? Looking at Musk’s many companies, common themes stand out across three areas: what fits into his vision for problems to solve, how he designs an organization as a solution to those problems, and why he...
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Keywords:
Technology;
Strategy;
Vision;
Resources;
Organization;
Platform;
Closed Systems;
Leadership;
Complexity;
Organizational Design;
Vertical Integration;
Problems and Challenges;
Success;
Auto Industry;
Aerospace Industry;
Media and Broadcasting Industry;
Energy Industry
Wu, Andy, and Goran Calic. "Does Elon Musk Have a Strategy?" Harvard Business Review Digital Articles (July 15, 2022).
- 2022
- Working Paper
Hidden Alpha
By: Lauren Cohen, Manuel Amman, Alexander Cochardt and Stephan Heller
Using the setting of financial agents, we explore the importance of hidden connections relative
to all other network connections. We find that hidden connections are those associated with
the largest and most significant abnormal returns accruing to fund managers—on...
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- 2022
- Working Paper
Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments
By: Fanglin Chen, Xiao Liu, Davide Proserpio and Isamar Troncoso
We propose a method, Product2Vec, based on representation learning, that can automatically learn latent product attributes that drive consumer choices, to study product-level competition when the number of products is large. We demonstrate Product2Vec’s...
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Chen, Fanglin, Xiao Liu, Davide Proserpio, and Isamar Troncoso. "Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments." NYU Stern School of Business Research Paper Series, July 2022.
- Article
The C-Suite Skills That Matter Most
By: Raffaella Sadun, Joseph B. Fuller, Stephen Hansen and PJ Neal
Landing a job as a CEO today is no longer all about industry expertise and financial savvy. What companies are really seeking are leaders with strong social skills. That’s what the authors discovered after analyzing nearly 7,000 job descriptions for C-suite roles....
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Keywords:
C-Suite;
Skills;
Skills Development;
Social Skills;
Management Skills;
Interpersonal Communication;
Talent and Talent Management
Sadun, Raffaella, Joseph B. Fuller, Stephen Hansen, and PJ Neal. "The C-Suite Skills That Matter Most." Harvard Business Review 100, no. 4 (July–August 2022): 42–50.
- June 2022 (Revised November 2023)
- Case
Individual FoodService, Kelso, and Ken Sweder
By: Jo Tango and Alys Ferragamo
When and how much risk to take? In October 2020, Ken Sweder, CEO of Individual FoodService (“IFS”), contemplated this question as he evaluated a proposal to acquire Brady Industries, a distributor of janitorial and sanitation products. Sweder and his private equity...
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Keywords:
COVID-19 Pandemic;
Risk Management;
Mergers and Acquisitions;
Value Creation;
Business Divisions
Tango, Jo, and Alys Ferragamo. "Individual FoodService, Kelso, and Ken Sweder." Harvard Business School Case 822-144, June 2022. (Revised November 2023.)
- June 2022 (Revised October 2022)
- Background Note
Digital Commerce and Delivery: Preparing Food and Retail Value Chains for a 50-50 World
By: William R. Kerr, Daniel O'Connor, Paige Boehmcke and Will Ensor
Increasing digitalization of grocery retail and quick commerce reveals insights about managing complex supply chains at scale and shifting revenue streams from product sales to data monetization. How are the roles of retailers changing? What happens if marginal cost...
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Keywords:
Grocery Delivery;
Grocery;
Digitalization;
Fulfillment;
Delivery;
Supply Chain;
Disruption;
Food;
Supply Chain Management;
Market Design;
Trends;
Value Creation;
Goods and Commodities;
Customer Value and Value Chain;
Digital Transformation;
Retail Industry;
Food and Beverage Industry;
United States;
China
Kerr, William R., Daniel O'Connor, Paige Boehmcke, and Will Ensor. "Digital Commerce and Delivery: Preparing Food and Retail Value Chains for a 50-50 World." Harvard Business School Background Note 822-108, June 2022. (Revised October 2022.)
- 2022
- Conference Presentation
Towards the Unification and Robustness of Post hoc Explanation Methods
By: Sushant Agarwal, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu and Himabindu Lakkaraju
As machine learning black boxes are increasingly being deployed in critical domains such as healthcare and criminal justice, there has been a growing emphasis on developing techniques for explaining these black boxes in a post hoc manner. In this work, we analyze two...
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Keywords:
AI and Machine Learning
Agarwal, Sushant, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu, and Himabindu Lakkaraju. "Towards the Unification and Robustness of Post hoc Explanation Methods." Paper presented at the 3rd Symposium on Foundations of Responsible Computing (FORC), 2022.
- May 2022
- Article
Complex Disclosure
By: Ginger Zhe Jin, Michael Luca and Daniel Martin
We present evidence that unnecessarily complex disclosure can result from strategic incentives to shroud information. In our lab experiment, senders are required to report their private information truthfully, but can choose how complex to make their reports. We find...
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Keywords:
Disclosure;
Experiments;
Naiveté;
Overconfidence;
Corporate Disclosure;
Policy;
Information;
Complexity;
Strategy;
Consumer Behavior
Jin, Ginger Zhe, Michael Luca, and Daniel Martin. "Complex Disclosure." Management Science 68, no. 5 (May 2022): 3236–3261.
- March–April 2022
- Article
Uncovering the Mitigating Psychological Response to Monitoring Technologies: Police Body Cameras Not Only Constrain but Also Depolarize
By: Shefali V. Patil and Ethan Bernstein
Despite organizational psychologists’ long-standing caution against monitoring (citing its reduction in employee autonomy and thus effectiveness), many organizations continue to use it, often with no detriment to performance and with strong support, not protest, from...
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Keywords:
Monitoring;
Transparency;
Polarization;
Body Worn Cameras;
Quasi Field Experiment;
Analytics and Data Science;
Employees;
Perception;
Law Enforcement
Patil, Shefali V., and Ethan Bernstein. "Uncovering the Mitigating Psychological Response to Monitoring Technologies: Police Body Cameras Not Only Constrain but Also Depolarize." Organization Science 33, no. 2 (March–April 2022): 541–570. (*The authors contributed equally to this manuscript.)
- 2023
- Working Paper
Can Evidence-Based Information Shift Preferences Towards Trade Policy?
By: Laura Alfaro, Maggie X. Chen and Davin Chor
We investigate the role of evidence-based information in shaping individuals' preferences for trade policies through a series of survey experiments that contain randomized information treatments. Each treatment provides a concise statement of economics research...
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Alfaro, Laura, Maggie X. Chen, and Davin Chor. "Can Evidence-Based Information Shift Preferences Towards Trade Policy?" Harvard Business School Working Paper, No. 22-062, March 2022. (Revised May 2023. NBER Working Paper Series, No. 31240, May 2023)
- March 2022 (Revised September 2022)
- Case
Can Papaya Global Keep Scaling Fast?
By: Daniel Isenberg and William R. Kerr
Companies that employ people all around the world also need to pay those people. That can be an exceedingly complex task, though - defining terms of employment, complying with global regulations, and working with huge quantities of data, among other obstacles,...
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Keywords:
Entrepreneurship;
Scaling And Growth;
Job Design and Levels;
Compensation and Benefits;
Governing Rules, Regulations, and Reforms;
Global Range
Isenberg, Daniel, and William R. Kerr. "Can Papaya Global Keep Scaling Fast?" Harvard Business School Case 222-072, March 2022. (Revised September 2022.)
- March 2022
- Case
DealShare: Social E-Commerce for the Indian Mass Market
By: Krishna G. Palepu and Malini Sen
Launched in September 2018, e-retail startup DealShare has created a tech-enabled model for the Indian mass market that allows customers to buy together, save money on good quality goods, and at the same time have fun. It targets customers who are still getting used to...
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Keywords:
Business Model;
Disruption;
Trends;
Talent and Talent Management;
Customer Focus and Relationships;
Value;
Cost vs Benefits;
Value Creation;
Internet and the Web;
India
Palepu, Krishna G., and Malini Sen. "DealShare: Social E-Commerce for the Indian Mass Market." Harvard Business School Case 322-099, March 2022.
- March 2022 (Revised April 2023)
- Case
Pittsburgh: A Successful City?
Pittsburgh, PA, was once the crown jewel of American heavy industry. During the 19th and 20th centuries, the city was an undisputed leader in steel production, boasting some of the largest companies and wealthiest individuals in the world. Its abundance of...
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Keywords:
Economic And Social Disparities;
Economic Development;
Local Economic Development;
Contextual Intelligence;
Contextual Knowledge;
Context;
City Growth;
City Innovation;
City Leadership;
Pittsburgh;
Local Government;
Local Stakeholders;
Business And Community;
Business And Community Relations;
Community Engagement;
Community Relations;
Cross-sector Collaboration;
Innovation;
Innovation Economy;
Innovation Clusters;
Innovation Ecosystems;
Shared Prosperity;
Equality Of Opportunity;
Equity;
Inclusion;
Business And Government;
Business & Government Relations;
Business And Government Relations;
Business And Society;
Neighborhoods;
Race And Ethnicity;
Innovation & Entrepreneurship;
Diversity;
Ethnicity;
Race;
Household;
Income;
Economic Growth;
Economic Sectors;
Economics;
Local Range;
Urban Development;
Urban Scope;
City;
Cross-Cultural and Cross-Border Issues;
Government and Politics;
Government Administration;
Growth and Development;
History;
Leadership;
Goals and Objectives;
Philanthropy and Charitable Giving;
Society;
Civil Society or Community;
Culture;
Human Needs;
Public Opinion;
Public Sector;
Social Issues;
Poverty;
Equality and Inequality;
Manufacturing Industry;
Steel Industry;
Education Industry;
Medical Devices and Supplies Industry;
Technology Industry;
United States;
Pittsburgh;
Pennsylvania
Mills, Karen, Caroline Elkins, Vikram Gandhi, Gabriella Elanbeck, and Zeke Gillman. "Pittsburgh: A Successful City?" Harvard Business School Case 322-080, March 2022. (Revised April 2023.)