Topic modeling in marketing: recent advances and research opportunities

M Reisenbichler, T Reutterer - Journal of Business Economics, 2019 - Springer
Using a probabilistic approach for exploring latent patterns in high-dimensional co-
occurrence data, topic models offer researchers a flexible and open framework for soft …

Machine learning in marketing: Overview, learning strategies, applications, and future developments

VA Brei - Foundations and Trends® in Marketing, 2020 - nowpublishers.com
The widespread impacts of artificial intelligence (AI) and machine learning (ML) in many
segments of society have not yet been felt strongly in the marketing field. Despite such …

Topic modeling in management research: Rendering new theory from textual data

TR Hannigan, RFJ Haans, K Vakili… - Academy of …, 2019 - journals.aom.org
Increasingly, management researchers are using topic modeling, a new method borrowed
from computer science, to reveal phenomenon-based constructs and grounded conceptual …

Virtual reality, real reactions?: Comparing consumers' perceptions and shopping orientation across physical and virtual-reality retail stores

G Pizzi, D Scarpi, M Pichierri, V Vannucci - Computers in Human Behavior, 2019 - Elsevier
Virtual Reality (VR) is largely associated with a positive potential in terms of both higher
efficiency and higher escapism for the consumer. Whereas previous research demonstrated …

A consumer-based taxonomy of digital customer engagement practices

AW Eigenraam, J Eelen, A Van Lin… - Journal of Interactive …, 2018 - journals.sagepub.com
Consumers can engage with brands online in a variety of ways, ranging from playing a
branded game to writing a review or viewing branded content. This work presents a …

Artificial intelligence and empirical consumer research: A topic modeling analysis

S Vaid, S Puntoni, AR Khodr - Journal of Business Research, 2023 - Elsevier
Artificial Intelligence (AI) techniques are reshaping academic and managerial practice and
providing an array of opportunities to leverage data for insights into consumer behavior …

[HTML][HTML] Universal dimensions of individuals' perception: Revisiting the operationalization of warmth and competence with a mixed-method approach

G Halkias, A Diamantopoulos - International Journal of Research in …, 2020 - Elsevier
A dynamic and growing body of marketing literature draws from the Stereotype Content
Model's (SCM) dimensions, warmth and competence, to describe individuals' perception of …

Harvesting brand information from social tags

H Nam, YV Joshi, PK Kannan - Journal of Marketing, 2017 - journals.sagepub.com
Social tags are user-defined keywords associated with online content that reflect consumers'
perceptions of various objects, including products and brands. This research presents a new …

Aiming for legitimacy but perpetuating clichés–Social evaluations of the entrepreneurial identity

A Prochotta, ESC Berger, A Kuckertz - … & Regional Development, 2022 - Taylor & Francis
The positive evaluation by society of entrepreneurs as a social group is hugely important
because it determines that group's legitimacy. However, researchers have tended to neglect …

Incorporating consumer product categorizations into shelf layout design

RP Rooderkerk, DR Lehmann - Journal of Marketing …, 2021 - journals.sagepub.com
Using one field and two online lab experiments, this article shows that congruency between
shelf layout and a consumer's internal product categorization increases the perceived …