[HTML][HTML] How can organizations leverage big data to innovate their business models? A systematic literature review

C Acciarini, F Cappa, P Boccardelli, R Oriani - Technovation, 2023 - Elsevier
The use of big data has garnered increasing importance in academic research and
managerial practice thanks to the benefits it can produce in terms of innovation. However …

Natural language processing (NLP) in management research: A literature review

Y Kang, Z Cai, CW Tan, Q Huang… - Journal of Management …, 2020 - Taylor & Francis
Natural language processing (NLP) is gaining momentum in management research for its
ability to automatically analyze and comprehend human language. Yet, despite its extensive …

Machine learning and AI in marketing–Connecting computing power to human insights

L Ma, B Sun - International Journal of Research in Marketing, 2020 - Elsevier
Artificial intelligence (AI) agents driven by machine learning algorithms are rapidly
transforming the business world, generating heightened interest from researchers. In this …

[HTML][HTML] A global perspective on the marketing mix across time and space

JRK Wichmann, A Uppal, A Sharma… - International Journal of …, 2022 - Elsevier
The marketing mix (MM) is an integral part of a firm's marketing strategy sitting at the nexus
between a company and the marketplace. As such, it evolves together with the marketplace …

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 …

Marketing analytics for data-rich environments

M Wedel, PK Kannan - Journal of marketing, 2016 - journals.sagepub.com
The authors provide a critical examination of marketing analytics methods by tracing their
historical development, examining their applications to structured and unstructured data …

Market segmentation and travel choice prediction in Spa hotels through TripAdvisor's online reviews

A Ahani, M Nilashi, O Ibrahim, L Sanzogni… - International Journal of …, 2019 - Elsevier
Customer segmentation via online reviews and ratings can assist different hotels, including
spa hotels, to better inform marketing strategy development and ensure optimal marketing …

Fields of gold: Scraping web data for marketing insights

J Boegershausen, H Datta, A Borah… - Journal of …, 2022 - journals.sagepub.com
Marketing scholars increasingly use web scraping and application programming interfaces
(APIs) to collect data from the internet. Yet, despite the widespread use of such web data, the …

Unstructured data in marketing

B Balducci, D Marinova - Journal of the Academy of Marketing Science, 2018 - Springer
The rise of unstructured data (UD), propelled by novel technologies, is reshaping markets
and the management of marketing activities. Yet these increased data remain mostly …

A multidisciplinary perspective of big data in management research

J Sheng, J Amankwah-Amoah, X Wang - International Journal of …, 2017 - Elsevier
In recent years, big data has emerged as one of the prominent buzzwords in business and
management. In spite of the mounting body of research on big data across the social …