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2023
Working Paper

The Complexity of Economic Decisions

By: Xavier Gabaix and Thomas Graeber

We propose a theory of the complexity of economic decisions. Leveraging a macroeconomic framework of production functions, we conceptualize the mind as a cognitive economy, where a task’s complexity is determined by its composition of cognitive operations. Complexity... View Details

Keywords: Decisions; Complexity; Perception; Consumer Behavior; Production

June, 2023
Article

Walking the Purpose-Talk Inside a Large Company: Sustainable Product Development as an Instance of Divergent Change

By: Marissa Kimsey, Thijs Geradts and Julie Battilana

There is a growing interest in large companies pursuing a new purpose—changing their core reason for being from a singular focus on financial gain to a renewed responsibility to people and the planet alongside profit. Yet knowledge of how a large company can walk that... View Details

Keywords: Product Development; Environmental Sustainability; Mission and Purpose; Leading Change

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March 13, 2023
Article

Sales Teams Need to Stop Focusing on the Customer Funnel

By: Frank V. Cespedes

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... View Details

Keywords: Customer Experience; Customer Value and Value Chain; Customer Relationship Management; Consumer Behavior

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February 2023 (Revised March 2025)
Case

Graphic Packaging: Project Cowboy (A)

By: Benjamin C. Esty and E. Scott Mayfield

In July 2019, Graphic Packaging CEO Michael Doss was proposing a $600 million investment in a new machine to produce coated recycled board (CRB), a type of paper packaging used for consumer products (cups, cereal boxes, beverage boxes, etc.) that utilized recycled... View Details

Keywords: Capital Budgeting; Growth Management; Demand and Consumers; Duopoly and Oligopoly; Competitive Strategy; Competitive Advantage; Expansion; Value Creation; Supply and Industry; Pulp and Paper Industry; Manufacturing Industry; United States; North America

February 2023
Supplement

Graphic Packaging: Project Cowboy (A) Courseware

By: Benjamin C. Esty and Scott Mayfield

In July 2019, Graphic Packaging CEO Michael Doss was proposing a $600 million investment in a new machine to produce coated recycled board (CRB), a type of paper packaging used for consumer products (cups, cereal boxes, beverage boxes, etc.) that utilized recycled... View Details

Keywords: Capital Budgeting; Growth Management; Demand and Consumers; Duopoly and Oligopoly; Competitive Strategy; Competitive Advantage; Expansion; Value Creation; Supply and Industry; Pulp and Paper Industry; Manufacturing Industry; United States; North America

November 2022
Background Note

The Future of E-Commerce: Lessons from the Livestream Wars in China

By: Ayelet Israeli, Jeremy Yang and Billy Chan

This note explores the emerging multi-billion dollar commerce trend of livestream commerce. Livestream commerce is the sale of goods or services directly to consumers via live shows on digital platforms (such as social media or e-commerce platforms). It is a form of... View Details

October 2022
Supplement

The SAH Group: The Time is Right, Instructor Spreadsheet

By: Juan Alcacer and Alpana Thapar

In January 2021, Jalila Mezni, CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019, it expanded... View Details

Keywords: Growth Strategy; Entrepreneurship; Investment Decisions; Growth Management; Vertical Integration; Distribution; Competition; Strategy; Supply Chain; Presentations; Product Positioning; Market Entry and Exit; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Tunisia

October 2022
Supplement

The SAH Group: The Time is Right, Spreadsheet Supplement

By: Juan Alcacer and Alpana Thapar

In January 2021, Jalila Mezni, CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019, it expanded... View Details

Keywords: Growth Strategy; Entrepreneurship; Investment Decisions; Growth Management; Vertical Integration; Distribution; Competition; Strategy; Supply Chain; Presentations; Market Entry and Exit; Product Positioning; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Tunisia

September 2022 (Revised May 2024)
Case

Navya: Steering toward a Driverless Future

By: Julian De Freitas, Elie Ofek, Shaun Ingledew and Tonia Labruyere

In 2022, Sophie Desormière arrived at French roboshuttle producer Navya, tasked with charting a new course in a challenging sector. The company, which had recently listed on the Paris Stock Exchange, was burning through cash reserves and needed to transform the promise... View Details

Keywords: Autonomous Vehicles; Market Entry and Exit; Opportunities; Governing Rules, Regulations, and Reforms; Consumer Behavior; Business Model; Auto Industry; Transportation Industry; France; United States

2022
Working Paper

Consumer Demand with Social Influences: Evidence from an E-Commerce Platform

By: El Hadi Caoui, Chiara Farronato, John J. Horton and Robert Schultz

For some kinds of goods, rarity itself is valued. "Fashionable'" goods are demanded in part because they are unique. In this paper, we explore the economics of rare goods using auctions of limited-edition shoes held by an e-commerce platform. We model endogenous entry... View Details

Keywords: Rare Goods; Scarcity; E-commerce; Consumer Behavior; Auctions

2022
Book

Purpose + Profit: How Business Can Lift Up the World

By: George Serafeim

The roadmap and best practices to reap the enormous value that can emerge when your business prioritizes social and environmental goals—such as climate change, diversity and inclusion, and sustainability—right alongside the pursuit of profit.

We not only... View Details

Keywords: ESG (Environmental, Social, Governance) Performance; Profitability; Business And Society; Organizations; Mission and Purpose; Goals and Objectives; Social Issues; Environmental Sustainability; Value Creation; Organizational Change and Adaptation

August 2022
Article

What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features

By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan

We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset... View Details

Keywords: Sharing Economy; Airbnb; Property Demand; Computer Vision; Deep Learning; Image Feature Extraction; Content Engineering; Property; Marketing; Demand and Consumers

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July 2022
Supplement

Solution for E-Commerce Analytics for CPG Firms (A): Estimating Sales

By: Ayelet Israeli

July 2022
Supplement

Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

By: Ayelet Israeli

July 2022
Supplement

Solution for E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

By: Ayelet Israeli

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

June 2022
Case

The SAH Group: The Time is Right

By: Juan Alcacer and Alpana Thapar

In January 2021, Jalila Mezni, cofounder and CEO of the SAH Group, was preparing to present the company’s future growth plans to its board of directors. The Tunisian company was a leading producer and distributor of personal care and packaged hygiene products. In 2019,... View Details

Keywords: Growth Management; Expansion; Business Divisions; Product Positioning; Brands and Branding; Competition; Presentations; Consumer Products Industry; Tunisia; Kenya

June 2022 (Revised August 2022)
Case

Dollar Tree: Breaking the Buck

By: Jill Avery and Marco Bertini

For thirty-five years, Dollar Tree, a discount retail chain selling general merchandise, had held its fixed price point steady, pricing all of its household items, food, stationery, books, seasonal items, gifts, toys, and clothing that made up its diverse and... View Details

Keywords: Retailing; Pricing; Pricing Strategy; Discount Retailing; Discount Store; Marketing; Brands and Branding; Marketing Strategy; Price; Inflation and Deflation; Consumer Behavior; Retail Industry; United States

March 2022
Case

GrowSari (A): Design for the Last Mile Customer

By: Brian Trelstad, Cam Carag and Michi Ferreol

Reymund (ER) Rollan and Shivapratim (Shiv) Choudhury, founders of the digital technology platform GrowSari, were at a crossroads. The feedback from their initial product roll-out were not what they had expected, and they needed to decide how to proceed. The pair,... View Details

Keywords: Fast Moving Consumer Goods; Product Launch; Information Technology; Analytics and Data Science; Digital Platforms; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Philippines

March 2022
Supplement

GrowSari (B)

By: Brian Trelstad, Cam Carag and Michi Ferreol

Case supplement for HBS Case No. 322-036. Reymund (ER) Rollan and Shivapratim (Shiv) Choudhury, founders of the digital technology platform GrowSari, were at a crossroads. The feedback from their initial product roll-out were not what they had expected, and they needed... View Details

Keywords: Fast Moving Consumer Goods; Product Launch; Information Technology; Analytics and Data Science; Digital Platforms; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Philippines

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