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- April 18, 2022
- Article
Will mRNA Technology Companies Spawn Innovation Ecosystems?
By: Christoph Grimpe, Timo Minssen, W. Nicholson Price, II and Ariel Dora Stern
The mRNA technologies that helped rapidly create effective COVID-19 vaccines could become technology platform businesses, which has tremendous implications for players in the world of drug development. These platforms could attract other companies interested in...
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Keywords:
Health Care;
Digital Health;
Technology;
Innovation;
Health Care and Treatment;
Technological Innovation;
Digital Transformation;
Health Industry;
United States
Grimpe, Christoph, Timo Minssen, W. Nicholson Price, II, and Ariel Dora Stern. "Will mRNA Technology Companies Spawn Innovation Ecosystems?" Harvard Business Review (website) (April 18, 2022).
- March 2022
- Article
Learning to Rank an Assortment of Products
By: Kris Ferreira, Sunanda Parthasarathy and Shreyas Sekar
We consider the product ranking challenge that online retailers face when their customers typically behave as “window shoppers”: they form an impression of the assortment after browsing products ranked in the initial positions and then decide whether to continue...
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Keywords:
Online Learning;
Product Ranking;
Assortment Optimization;
E-commerce;
Learning;
Internet and the Web;
Product Marketing;
Consumer Behavior
Ferreira, Kris, Sunanda Parthasarathy, and Shreyas Sekar. "Learning to Rank an Assortment of Products." Management Science 68, no. 3 (March 2022): 1828–1848.
- December 2021
- Case
Burning Glass Technologies: From Data to Product
By: Suraj Srinivasan and Amy Klopfenstein
In May 2021, Matt Sigelman, CEO of Burning Glass Technologies, a company that provided labor market analytics for a variety of markets, navigates his company’s transition from data company to product company. Burning Glass originated as a service that used artificial...
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Keywords:
Information Technology;
Applications and Software;
Digital Platforms;
Internet and the Web;
Strategy;
Expansion;
Business Strategy;
Labor;
Employment;
Human Capital;
Jobs and Positions;
Job Design and Levels;
Job Search;
Human Resources;
Selection and Staffing;
Recruitment;
Employees;
Retention;
Competency and Skills;
Experience and Expertise;
Talent and Talent Management;
Analytics and Data Science;
Business Model;
Technology Industry;
North and Central America;
United States
Srinivasan, Suraj, and Amy Klopfenstein. "Burning Glass Technologies: From Data to Product." Harvard Business School Case 122-015, December 2021.
- Article
Counterfactual Explanations Can Be Manipulated
By: Dylan Slack, Sophie Hilgard, Himabindu Lakkaraju and Sameer Singh
Counterfactual explanations are useful for both generating recourse and auditing fairness between groups. We seek to understand whether adversaries can manipulate counterfactual explanations in an algorithmic recourse setting: if counterfactual explanations indicate...
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Slack, Dylan, Sophie Hilgard, Himabindu Lakkaraju, and Sameer Singh. "Counterfactual Explanations Can Be Manipulated." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
- November 15, 2021
- Article
What Do Black Executives Really Want?
By: Frank Cooper III and Ranjay Gulati
Recruiting and retaining Black talent is a priority for many organizations. Most are committed to and investing in diversity, equity, and inclusion (DEI). And yet, according to interviews and focus groups with Black executives working in a variety of blue-chip...
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Keywords:
Black Executives;
Selection and Staffing;
Retention;
Race;
Organizational Culture;
Change Management
Cooper, Frank, III, and Ranjay Gulati. "What Do Black Executives Really Want?" Harvard Business Review (website) (November 15, 2021).
- October 2021
- Article
Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach
By: Nicolas Padilla and Eva Ascarza
The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can...
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Keywords:
Customer Management;
Targeting;
Deep Exponential Families;
Probabilistic Machine Learning;
Cold Start Problem;
Customer Relationship Management;
Programs;
Consumer Behavior;
Analysis
Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
- September 28, 2021
- Editorial
A Guide to Implementing the 4-Day Workweek: Working Less Can Reduce Employees' Stress—Without Sacrificing Productivity
By: Ashley Whillans and Charlotte Lockhart
As organizations continue to explore a variety of flexible work options, one promising avenue is the four-day workweek: The standard 40 hours per week is reduced to 32 hours, with the same pay and the same productivity expectations. Research suggests reducing hours can...
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Keywords:
Workweek;
Stress;
Employees;
Health;
Performance Productivity;
Organizational Change and Adaptation
Whillans, Ashley, and Charlotte Lockhart. "A Guide to Implementing the 4-Day Workweek: Working Less Can Reduce Employees' Stress—Without Sacrificing Productivity." Harvard Business Review (website) (September 28, 2021).
- Article
What Evolution Can Teach Us About Innovation
By: Noubar Afeyan and Gary P. Pisano
Many people believe that the process for achieving breakthrough innovations is chaotic, random, and unmanageable. But that view is flawed, the authors argue. Breakthroughs can be systematically generated using a process modeled on the principles that drive evolution in...
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Keywords:
Breakthrough Innovation;
Variance Generation;
Selection Pressure;
Emergent Discovery;
Innovation and Invention;
Value Creation;
Innovation Leadership
Afeyan, Noubar, and Gary P. Pisano. "What Evolution Can Teach Us About Innovation." Harvard Business Review 99, no. 5 (September–October 2021): 62–72.
- 2021
- Working Paper
The Value of Data and Its Impact on Competition
By: Marco Iansiti
Common regulatory perspective on the relationship between data, value, and competition in online platforms has increasingly centered on the volume of data accumulated by incumbent firms. This view posits the existence of "data network effects," where more data leads to...
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Iansiti, Marco. "The Value of Data and Its Impact on Competition." Harvard Business School Working Paper, No. 22-002, July 2021.
- July 2021
- Article
Information Transparency, Multihoming, and Platform Competition: A Natural Experiment in the Daily Deals Market
By: Hui Li and Feng Zhu
Platform competition is shaped by the likelihood of multi-homing (i.e., complementors or consumers adopt more than one platform). To take advantage of multi-homing, platform firms often attempt to motivate their rivals’ high-performing complementors to adopt their own...
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Keywords:
Platform Competition;
Multi-homing;
Information Transparency;
Daily Deals;
Groupon;
LivingSocial;
Digital Platforms;
Information;
Competition
Li, Hui, and Feng Zhu. "Information Transparency, Multihoming, and Platform Competition: A Natural Experiment in the Daily Deals Market." Management Science 67, no. 7 (July 2021): 4384–4407.
- 2021
- Chapter
Multinationals' Need for State Protection: The Creation of the Swiss Investment Risk Guarantee in the 1960s
By: Sabine Pitteloud
This chapter focuses on the role of Industrie-Holding, the Federation of Swiss Industrial Multinational Companies, in the introduction of an investment risk guarantee during the 1960s. The chapter therefore contributes to a) the growing body of literature on how...
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Keywords:
Investments;
Multinational Companies;
Political Risk;
Business & Government Relations;
Investment;
Multinational Firms and Management;
Risk and Uncertainty;
Business and Government Relations;
Switzerland
Pitteloud, Sabine. "Multinationals' Need for State Protection: The Creation of the Swiss Investment Risk Guarantee in the 1960s." In Security and Insecurity in Business History: Case Studies in the Perception and Negotiation of Threats, edited by Mark Jakob, Nina Kleinöder, and Christian Kleinschmidt, 111–134. Baden-Baden: Nomos Verlagsgesellschaft, 2021.
- 2021
- Working Paper
Equilibrium Effects of Pay Transparency
By: Zoë B. Cullen and Bobak Pakzad-Hurson
The public discourse around pay transparency has focused on the direct effect: how workers seek
to rectify newly-disclosed pay inequities through renegotiations. The question of how wage-setting
and hiring practices of the firm respond in equilibrium has received...
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Keywords:
Pay Transparency;
Online Labor Market;
Privacy;
Wage Gap;
Negotiation;
Corporate Disclosure;
Compensation and Benefits;
Gender
Cullen, Zoë B., and Bobak Pakzad-Hurson. "Equilibrium Effects of Pay Transparency." NBER Working Paper Series, No. 28903, June 2021. (Revise and Resubmit at Econometrica.)
- 2022
- Working Paper
Data Architecture, Machine Learning and Firm Productivity
By: Sam (Ruiqing) Cao and Marco Iansiti
As enterprise IT systems increasingly incorporate machine learning technology, it is crucial to
understand complementary organizational practices that allow firms to unleash productivity benefits from
adoption. This study examines the relationship between machine...
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Keywords:
Organizations;
Information Technology;
Performance Productivity;
Growth and Development;
Transformation
Cao, Sam (Ruiqing), and Marco Iansiti. "Data Architecture, Machine Learning and Firm Productivity." Harvard Business School Working Paper, No. 21-122, May 2021. (Revised May 2022.)
- 2021
- Article
Does Fair Ranking Improve Minority Outcomes? Understanding the Interplay of Human and Algorithmic Biases in Online Hiring
By: Tom Sühr, Sophie Hilgard and Himabindu Lakkaraju
Ranking algorithms are being widely employed in various online hiring platforms including LinkedIn, TaskRabbit, and Fiverr. Prior research has demonstrated that ranking algorithms employed by these platforms are prone to a variety of undesirable biases, leading to the...
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Sühr, Tom, Sophie Hilgard, and Himabindu Lakkaraju. "Does Fair Ranking Improve Minority Outcomes? Understanding the Interplay of Human and Algorithmic Biases in Online Hiring." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society 4th (2021).
- March 2021 (Revised January 2022)
- Case
Philips: Redefining Telehealth
By: Regina E. Herzlinger, Alec Petersen, Natalie Kindred and Sara M. McKinley
As one of the world’s largest healthcare companies, Philips sought to reach beyond the walls of the hospital and expand its hospital-to-home program to gain future competitive advantage through technology solutions combining predictive analytics with care delivery. By...
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Keywords:
Health Care;
Philips;
Visicu;
Telemedicine;
eICU;
Accountable Care Organization;
ACO;
Bundled Payment;
Hospital To Home;
Patient Monitoring Devices;
Home Health Care;
Health Care and Treatment;
Communication Technology;
Quality;
Safety;
Performance Productivity;
Performance Capacity;
Performance Efficiency;
Consumer Behavior;
Emerging Markets;
Health Industry;
Telecommunications Industry;
Netherlands
Herzlinger, Regina E., Alec Petersen, Natalie Kindred, and Sara M. McKinley. "Philips: Redefining Telehealth." Harvard Business School Case 321-135, March 2021. (Revised January 2022.) (As companion reading for this case, see: Regina E. Herzlinger and Charles Huang. "Note on Bundled Payment in Health Care," HBS Background Note 312-032.)
- March 2021 (Revised May 2021)
- Case
ALDDN: Advancing Local Dairy Development in Nigeria
By: Meg Rithmire and Debora L. Spar
In 2020, Ndidi Nwuneli, founder and CEO of Sahel Consulting in Nigeria, faced a thorny set of problems. Her firm partnered with the Bill and Melinda Gates Foundation in a large project to develop the local dairy industry as a way to facilitate equitable growth and...
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Keywords:
Animal-Based Agribusiness;
Food;
Rural Scope;
Growth and Development;
Nonprofit Organizations;
Globalized Markets and Industries;
Business and Government Relations;
Equality and Inequality;
Food and Beverage Industry;
Consulting Industry;
Nigeria
Rithmire, Meg, and Debora L. Spar. "ALDDN: Advancing Local Dairy Development in Nigeria." Harvard Business School Case 721-026, March 2021. (Revised May 2021.)
- March 2021
- Article
Targeted Price Controls on Supermarket Products
By: Alberto Cavallo and Diego Aparicio
We study the impact of targeted price controls for supermarket products in Argentina from 2007 to 2015. Using web scraping, we collected daily prices for controlled and non-controlled goods and measured the differential effects on inflation, product availability, and...
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Keywords:
Prices;
Controls;
Price Dispersion;
Economics;
Price;
Cost Management;
Goods and Commodities;
Retail Industry;
Argentina
Cavallo, Alberto, and Diego Aparicio. "Targeted Price Controls on Supermarket Products." Review of Economics and Statistics 103, no. 1 (March 2021): 60–71.
- 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...
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Keywords:
Data As A Service;
Monetization;
Pricing;
Business Startups;
Analytics and Data Science;
Consumer Behavior;
Analysis;
Business Model;
Health Pandemics;
Information Industry;
United States
Nanda, Ramana, Abhishek Nagaraj, and Allison Ciechanover. "SafeGraph: Selling Data as a Service." Harvard Business School Case 821-082, February 2021. (Revised May 2021.)
- February 2021
- Tutorial
What is AI?
By: Tsedal Neeley
This video explores the elements that constitute artificial intelligence (AI). From its mathematical basis to current advances in AI, this video introduces students to data, tools, and statistical models that make a computer 'intelligent.' Through an explanation of...
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- February 2021
- Article
Assessment of Electronic Health Record Use Between U.S. and Non-U.S. Health Systems
By: A Jay Holmgren, Lance Downing, David W. Bates, Tait D. Shanafelt, Arnold Milstein, Christopher Sharp, David Cutler, Robert S. Huckman and Kevin A. Schulman
Importance: Understanding how the electronic health record (EHR) system changes clinician work, productivity, and well-being is critical. Little is known regarding global variation in patterns of use.
Objective: To provide insights into which EHR... View Details
Objective: To provide insights into which EHR... View Details
Keywords:
Electronic Health Records;
Health Care and Treatment;
Online Technology;
Health Industry;
Information Technology Industry
Holmgren, A Jay, Lance Downing, David W. Bates, Tait D. Shanafelt, Arnold Milstein, Christopher Sharp, David Cutler, Robert S. Huckman, and Kevin A. Schulman. "Assessment of Electronic Health Record Use Between U.S. and Non-U.S. Health Systems." JAMA Internal Medicine 181, no. 2 (February 2021): 251–259.