Publications

SSRN

April 2025
Article

Serving with a Smile on Airbnb: Analyzing the Economic Returns and Behavioral Underpinnings of the Host’s Smile

By: Shunyuan Zhang, Elizabeth Friedman, Kannan Srinivasan, Ravi Dhar and Xupin Zhang

Non-informational cues, such as facial expressions, can significantly influence judgments and interpersonal impressions. While past research has explored how smiling affects business outcomes in offline or in-store contexts, relatively less is known about how smiling... View Details

Keywords: Sharing Economy; Airbnb; Image Feature Extraction; Machine Learning; Facial Expressions; Prejudice and Bias; Nonverbal Communication; E-commerce; Consumer Behavior; Perception

13 May 2024
Research & Ideas

Picture This: Why Online Image Searches Drive Purchases

In a visual world, most online retailers still rely on consumers to define and enter their own search keywords. But using images to help shoppers sharpen their queries could push them to buy more, spend more, and feel happier about their... View Details

Keywords: by Rachel Layne; Information Technology; Technology; Consumer Products; Retail

23 May 2023
Research & Ideas

Face Value: Do Certain Physical Features Help People Get Ahead?

features are more associated with the visual aspect of charisma than others. “Our research represents the first empirical attempt to characterize the relationships between charisma and facial features,” explains Zhang. She conducted the... View Details

Keywords: by Kara Baskin

Web

Shaping the Corporate Image | Baker Library | Bloomberg Center | Harvard Business School

the Corporate Image Gary Works Photograph Album Resources Research Links Films & TV Bibliography From the Director Site Credits Special Collections Search Exhibition Introduction The Founding of U.S. Steel and the Power of Public Opinion... View Details

Working Paper

AI in Disguise—How AI-generated Ads' Visual Cues Shape Consumer Perception and Performance

By: Yannick Exner, Jochen Hartmann, Oded Netzer and Shunyuan Zhang

Generative AI’s recent advancements in creating content have offered vast potential to transform the advertising industry. This research investigates the impact of generative AI-enabled visual ad creation on real-world advertising effectiveness. For this purpose, we... View Details

Keywords: Digital Marketing; AI and Machine Learning; Advertising; Consumer Behavior; Advertising Industry

SSRN

Research Summary

Overview

By: Shunyuan Zhang

Professor Zhang uses machine learning to address marketing problems that have arisen within the nascent sharing economy. She conducts rigorous analyses of structured and unstructured data generated by new sharing economy platforms to address important issues emerging... View Details

2016
Working Paper

CEO Personality and Firm Policies

By: Ian D. Gow, Steven N. Kaplan, David F. Larcker and Anastasia A. Zakolyukina

Based on two samples of high quality personality data for chief executive officers (CEOs), we use linguistic features extracted from conferences calls and statistical learning techniques to develop a measure of CEO personality in terms of the Big Five traits:... View Details

Keywords: Interpersonal Communication; Personal Characteristics; Management Teams

June 2009 (Revised July 2009)
Case

Moods of Norway

Describes a young fashion company competing in a variety of unconventional ways, many "experience economy" related. Moods fronts their brand with the "boy band" images of its three founders and designs eccentric features into their clothes as a way of gaining mindshare... View Details

Keywords: Business Model; Brands and Branding; Fashion Industry; Norway

Educators

Purchase

21 Nov 2023
Op-Ed

The Beauty Industry: Products for a Healthy Glow or a Compact for Harm?

In my recently published book Deeply Responsible Business, I write about business leaders since the 19th century who have acted responsibly, often by putting the welfare of their communities above the idea of maximizing profits. I make a sharp distinction between... View Details

Keywords: by Geoffrey Jones; Beauty & Cosmetics

May 2024
Article

Moral Thin-Slicing: Forming Moral Impressions from a Brief Glance

By: Julian De Freitas and Alon Hafri

Despite the modern rarity with which people are visual witness to moral transgressions involving physical harm, such transgressions are more accessible than ever thanks to their availability on social media and in the news. On one hand, the literature suggests that... View Details

Keywords: Moral Judgement; Thin Slices; Social Media; Fake News; Misinformation; Moral Sensibility; News; Behavior

We investigate the role of deeply-rooted pre-colonial ethnic institutions in shaping comparative regional development within African countries. We combine information on the spatial distribution of ethnicities before colonization with regional variation in... View Details

05 Dec 2023
Research & Ideas

Are Virtual Tours Still Worth It in Real Estate? Evidence from 75,000 Home Sales

processing. They examined each home’s sale price, number of days on the market, and initial price. Then, they screened for 3D virtual tours, which combine images and interactive features to simulate the... View Details

Keywords: by Rachel Layne; Real Estate

Article

Pre-colonial Ethnic Institutions and Contemporary African Development

By: Stelios Michalopoulos and Elias Papaioannou

We investigate the role of deeply rooted pre-colonial ethnic institutions in shaping comparative regional development within African countries. We combine information on the spatial distribution of ethnicities before colonization with regional variation in contemporary... View Details

Keywords: Ethnicity; Development Economics; Local Range; Government and Politics; Africa

2024
Working Paper

Incrementality Representation Learning: Synergizing Past Experiments for Intervention Personalization

By: Ta-Wei Huang, Eva Ascarza and Ayelet Israeli

This paper introduces Incrementality Representation Learning (IRL), a novel multitask representation learning framework that predicts heterogeneous causal effects of marketing interventions. By leveraging past experiments, IRL efficiently designs and targets... View Details

Keywords: Heterogeneous Treatment Effect; Multi-task Learning; Representation Learning; Personalization; Promotion; Deep Learning; Field Experiments; Customer Focus and Relationships; Customization and Personalization

SSRN

July 2025
Article

Reputation Burning: Analyzing the Impact of Brand Sponsorship on Social Influencers

By: Mengjie Cheng and Shunyuan Zhang

The growth of the influencer marketing industry warrants an empirical examination of the effect of posting sponsored videos on influencers' reputations. We collected a novel dataset of user-generated YouTube videos created by prominent English-speaking influencers in... View Details

Keywords: Reputation; Mathematical Methods; Marketing Reference Programs; Social Media; Brands and Branding

Purchase

2010
Book

The New Science of Retailing: How Analytics Are Transforming the Supply Chain and Improving Performance

By: Marshall Fisher and Ananth Raman

Retailers today are drowning in data but lacking in insight: They have huge volumes of information at their disposal. But they're unsure of how to sort through it and use it to make smart decisions. The result? They're struggling with profit-sapping supply chain... View Details

Keywords: Profit; Knowledge Use and Leverage; Logistics; Supply Chain Management; Mathematical Methods; Retail Industry

Purchase

July 2018
Article

Does Copyright Affect Reuse? Evidence from Google Books and Wikipedia

By: Abhishek Nagaraj

While digitization has greatly increased the reuse of knowledge, this study shows how these benefits might be mitigated by copyright restrictions. I use the digitization of in-copyright and out-of-copyright issues of Baseball Digest magazine by Google Books to... View Details

Keywords: Digitization; Economics Of Innovation; Wikipedia; Intellectual Property; Copyright