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- October 2023
- Case
KOKO Networks: Bridging Energy Transition and Affordability with Carbon Financing
By: George Serafeim, Siko Sikochi and Namrata Arora
The problem was massive: two million hectares of African forests were lost annually to charcoal production for cooking, an area equivalent to 13 times Greater London, resulting in one billion tons of carbon emissions yearly. At the same time, an estimated 700,000...
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- October 2023
- Case
Loris
By: Shunyuan Zhang, Das Narayandas, Stacy Straaberg and David Lane
In December 2022, Loris’s executive team considered their go-to-market strategy. Loris was an artificial intelligence (AI) software startup for the customer service industry with two products on the market: 1) Agent Assist which provided customer service agents (CSAs)...
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- August 2023
- Case
Beamery: Using Skills and AI to Modernize HR
By: Boris Groysberg, Alexis Lefort, Susan Pinckney and Carolina Bartunek
Unicorn human relationships startup Beamery evaluates it's growth versus depth strategy as its strategic partners and customers could become future competitors in a quickly changing AI based human resources and talent management industry
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Keywords:
Acquisition;
Business Growth and Maturation;
Business Startups;
Competency and Skills;
Experience and Expertise;
Talent and Talent Management;
Customers;
Nationality;
Learning;
Entrepreneurship;
Corporate Entrepreneurship;
Social Entrepreneurship;
Human Resources;
Employee Relationship Management;
Recruitment;
Retention;
Selection and Staffing;
Values and Beliefs;
Cross-Cultural and Cross-Border Issues;
Analytics and Data Science;
Applications and Software;
Disruptive Innovation;
Technological Innovation;
Job Offer;
Job Search;
Job Design and Levels;
Employment;
Human Capital;
Europe;
United Kingdom;
United States
Groysberg, Boris, Alexis Lefort, Susan Pinckney, and Carolina Bartunek. "Beamery: Using Skills and AI to Modernize HR." Harvard Business School Case 424-004, August 2023.
- July–August 2023
- Article
What Smart Companies Know About Integrating AI
By: Silvio Palumbo and David Edelman
AI has the power to gather, analyze, and utilize enormous volumes of individual customer data to achieve precision and scale in personalization. The experiences of Mercury Financial, CVS Health, and Starbucks debunk the prevailing notion that extracting value from AI...
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Keywords:
AI and Machine Learning;
Customization and Personalization;
Integration;
Technology Adoption
Palumbo, Silvio, and David Edelman. "What Smart Companies Know About Integrating AI." Harvard Business Review 101, no. 4 (July–August 2023): 116–125.
- June 2023
- Simulation
Artea Dashboard and Targeting Policy Evaluation
By: Ayelet Israeli and Eva Ascarza
Companies deploy A/B experiments to gain valuable insights about their customers in order to answer strategic business problems. In marketing, A/B tests are often used to evaluate marketing interventions intended to generate incremental outcomes for the firm. The Artea...
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Keywords:
Algorithm Bias;
Algorithmic Data;
Race And Ethnicity;
Experimentation;
Promotion;
Marketing And Society;
Big Data;
Privacy;
Data-driven Management;
Data Analysis;
Data Analytics;
E-Commerce Strategy;
Discrimination;
Targeted Advertising;
Targeted Policies;
Pricing Algorithms;
A/B Testing;
Ethical Decision Making;
Customer Base Analysis;
Customer Heterogeneity;
Coupons;
Marketing;
Race;
Gender;
Diversity;
Customer Relationship Management;
Marketing Communications;
Advertising;
Decision Making;
Ethics;
E-commerce;
Analytics and Data Science;
Retail Industry;
Apparel and Accessories Industry;
United States
- 2023
- Working Paper
Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation
By: Dae Woong Ham, Michael Lindon, Martin Tingley and Iavor Bojinov
Randomized experiments have become the standard method for companies to evaluate the performance of new products or services. In addition to augmenting managers’ decision-making, experimentation mitigates risk by limiting the proportion of customers exposed to...
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Keywords:
Performance Evaluation;
Research and Development;
Analytics and Data Science;
Consumer Behavior
Ham, Dae Woong, Michael Lindon, Martin Tingley, and Iavor Bojinov. "Design-Based Confidence Sequences: A General Approach to Risk Mitigation in Online Experimentation." Harvard Business School Working Paper, No. 23-070, May 2023.
- May 2023
- Technical Note
Dynamic Pricing: Timing is Everything
By: Elie Ofek
This note provides a comprehensive exposition to the topic of dynamic pricing (whereby the fee customers are charged is time-dependent). It covers the motivation for firms to engage in dynamic pricing, provides a typology of the main formats dynamic pricing can take,...
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Ofek, Elie. "Dynamic Pricing: Timing is Everything." Harvard Business School Technical Note 523-110, May 2023.
- May 2023
- Teaching Note
Away: Scaling a DTC Travel Brand
By: Joseph B. Fuller and Jill Avery
Teaching Note for HBS Case No. 520-051. Away, a direct-to-consumer, digital native e-commerce seller of travel luggage, is debating how to invest its latest round of venture funding. How quickly could and should Away scale and what were the most promising growth...
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- May–June 2023
- Article
Which Firms Gain from Digital Advertising? Evidence from a Field Experiment
By: Weijia Dai, Hyunjin Kim and Michael Luca
Measuring the returns of advertising opportunities continues to be a challenge for many
businesses. We design and run a field experiment in collaboration with Yelp across 18,294
firms in the restaurant industry to understand which types of businesses gain more from...
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Dai, Weijia, Hyunjin Kim, and Michael Luca. "Which Firms Gain from Digital Advertising? Evidence from a Field Experiment." Marketing Science 42, no. 3 (May–June 2023): 429–439.
- April 12, 2023
- Article
Using AI to Adjust Your Marketing and Sales in a Volatile World
By: Das Narayandas and Arijit Sengupta
Why are some firms better and faster than others at adapting their use of customer data to respond to changing or uncertain marketing conditions? A common thread across faster-acting firms is the use of AI models to predict outcomes at various stages of the customer...
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Keywords:
Forecasting and Prediction;
AI and Machine Learning;
Consumer Behavior;
Technology Adoption;
Competitive Advantage
Narayandas, Das, and Arijit Sengupta. "Using AI to Adjust Your Marketing and Sales in a Volatile World." Harvard Business Review Digital Articles (April 12, 2023).
- April, 2023
- Article
Reducing Information Barriers to Solar Adoption: Experimental Evidence from India
By: Meera Mahadevan, Robyn C. Meeks and Takashi Yamano
Off-grid solar technologies hold promise for unelectrified and low-quality electricity settings; however, their adoption remains low. Important barriers to adoption, such as incomplete information remain relatively unexplored in developing countries. In collaboration...
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Keywords:
Technology Adoption;
Renewable Energy;
Knowledge Sharing;
Developing Countries and Economies;
India
Mahadevan, Meera, Robyn C. Meeks, and Takashi Yamano. "Reducing Information Barriers to Solar Adoption: Experimental Evidence from India." Energy Economics 120 (April, 2023).
- March 31, 2023
- Article
What Is the Optimal Pattern of a Customer Journey?
Even though customer experience (CX) leaders are becoming increasingly focused on optimizing their firms’ customer journeys, they face a clear challenge: Which touchpoints along the journey should they invest in? That is, which moments when the customer interacts with...
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De Freitas, Julian. "What Is the Optimal Pattern of a Customer Journey?" Harvard Business Review (website) (March 31, 2023).
- March 13, 2023
- Article
Sales Teams Need to Stop Focusing on the Customer Funnel
Understanding where customers are, how they navigate streams in your market, and how to interact with them in a given stream is now central to crafting a good customer experience, and that has implications. Among other things, companies need to shift from thinking...
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Keywords:
Customer Experience;
Customer Value and Value Chain;
Customer Relationship Management;
Consumer Behavior
Cespedes, Frank V. "Sales Teams Need to Stop Focusing on the Customer Funnel." Harvard Business Review (website) (March 13, 2023).
- February 2023
- Supplement
Astyanax Kanakakis at norbloc: A Founder's Experience with the DIFC Fintech Hive
By: Linda A. Hill and Lydia Begag
norbloc was founded in 2016 in Stockholm, Sweden, by Astyanax Kanakakis and his co-founders, Vitalii Demianets and Sam Saatchi. Kanakakis and Demianets got to work to address a key gap in the industry: Know Your Customer (KYC) data sharing. As the first distributed KYC...
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Keywords:
Organizational Change and Adaptation;
Organizational Design;
Organizational Culture;
Organizational Structure;
Organizations;
Leadership;
Leadership Development;
Leadership Style;
Collaborative Innovation and Invention;
Digital Transformation;
Digital Strategy;
Digital Platforms;
Technology Adoption;
Technological Innovation;
Corporate Entrepreneurship;
Business and Government Relations;
Business Startups;
Financial Services Industry;
Technology Industry;
Banking Industry;
Information Technology Industry;
Sweden;
Europe;
Singapore;
London;
United Arab Emirates;
Dubai;
Middle East;
Athens;
Greece
Hill, Linda A., and Lydia Begag. "Astyanax Kanakakis at norbloc: A Founder's Experience with the DIFC Fintech Hive." Harvard Business School Supplement 423-066, February 2023.
- 2023
- Working Paper
Summarizing the Mental Customer Journey
By: Julian De Freitas, Ahmet Uğuralp, Zeliha Uğuralp, Pechthida Kim and Tomer Ullman
How do consumers summarize and act on their experiences, as when deciding whether an interaction with a firm was satisfying and whether to buy from it? Previous work on the summary of continuous experiences has tended to focus on a handful of experience patterns and...
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Keywords:
Customer Experience;
Customer Journey;
Natural Language Processing;
Summarization;
Customer Satisfaction;
Outcome or Result;
Decision Choices and Conditions
De Freitas, Julian, Ahmet Uğuralp, Zeliha Uğuralp, Pechthida Kim, and Tomer Ullman. "Summarizing the Mental Customer Journey." Harvard Business School Working Paper, No. 23-038, January 2023.
- January–February 2023
- Article
The Overlooked Key to a Successful Scale-Up
By: Jeffrey F. Rayport, Davide Sola and Martin Kupp
Many start-ups experience enormous popularity and runaway growth, but only a few go on to become stable giants. What separates them from the pack? They all go through a developmental stage called extrapolation, say three business school professors.
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Keywords:
Entrepreneurship And Strategy;
Scalability;
Business Startups;
Growth and Development Strategy;
Entrepreneurship
Rayport, Jeffrey F., Davide Sola, and Martin Kupp. "The Overlooked Key to a Successful Scale-Up." Harvard Business Review (January–February 2023): 56–65.
- 2022
- Working Paper
Getting on the Map: The Impact of Online Listings on Business Performance
By: Michael Luca, Abhishek Nagaraj and Gauri Subramani
We evaluate the extent to which small businesses maintain an online presence, looking at restaurant listings on a major online review platform. While the majority of restaurants have an online presence, we find that roughly 18 percent in our sample have no presence as...
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Keywords:
Small Business;
Internet and the Web;
Revenue;
Digital Marketing;
Food and Beverage Industry
Luca, Michael, Abhishek Nagaraj, and Gauri Subramani. "Getting on the Map: The Impact of Online Listings on Business Performance." Harvard Business School Working Paper, No. 23-031, December 2022.
- 2023
- Working Paper
Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals
By: Ta-Wei Huang and Eva Ascarza
Firms are increasingly interested in developing targeted interventions for customers with the best response,
which requires identifying differences in customer sensitivity, typically through the conditional average treatment
effect (CATE) estimation. In theory, to...
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Keywords:
Long-run Targeting;
Heterogeneous Treatment Effect;
Statistical Surrogacy;
Customer Churn;
Field Experiments;
Consumer Behavior;
Customer Focus and Relationships;
AI and Machine Learning;
Marketing
Huang, Ta-Wei, and Eva Ascarza. "Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals." Harvard Business School Working Paper, No. 23-023, October 2022. (Revised April 2023.)
- October 2022 (Revised November 2023)
- Case
Framebridge (A): Reimagining Custom Framing
By: Rembrand Koning and Alicia Dadlani
In December 2018, Susan Tynan, founder and CEO of Framebridge, a four-year-old venture-backed startup that sold online custom framing, formulated plans for the future. Her vision was to revolutionize the $4 billion industry by making custom framing easy, transparent,...
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Keywords:
Business Startups;
Business Strategy;
Entrepreneurship;
Operations;
Consumer Products Industry;
United States;
District of Columbia;
Kentucky
Koning, Rembrand, and Alicia Dadlani. "Framebridge (A): Reimagining Custom Framing." Harvard Business School Case 723-352, October 2022. (Revised November 2023.)
- September 2022
- Case
Proactive for Her
By: Rembrand Koning and Kairavi Dey
Proactive for Her began amid the COVID-19 pandemic, in August 2020 as a digital platform to provide accessible, evidence-based, primary, preventive non-judgmental healthcare services for Indian women, who were often dissuaded from seeking help as premarital sex and...
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Keywords:
Women's Health;
Healthcare;
India;
Start-up;
Telehealth;
Digital Platforms;
Health Care and Treatment;
Customer Focus and Relationships;
Business Startups;
Health Industry;
Asia;
South Asia;
India
Koning, Rembrand, and Kairavi Dey. "Proactive for Her." Harvard Business School Case 723-351, September 2022.