Data-driven meets theory-driven research in the era of big data: Opportunities and challenges for information systems research

W Maass, J Parsons, S Purao, VC Storey… - Journal of the …, 2018 - aisel.aisnet.org
The era of big data provides many opportunities for conducting impactful research from both
data-driven and theory-driven perspectives. However, data-driven and theory-driven …

Uniting the tribes: Using text for marketing insight

J Berger, A Humphreys, S Ludwig… - Journal of …, 2020 - journals.sagepub.com
Words are part of almost every marketplace interaction. Online reviews, customer service
calls, press releases, marketing communications, and other interactions create a wealth of …

Technology in the 21st century: New challenges and opportunities

J Sheng, J Amankwah-Amoah, X Wang - Technological Forecasting and …, 2019 - Elsevier
Although big data, big data analytics (BDA) and business intelligence have attracted
growing attention of both academics and practitioners, a lack of clarity persists about how …

A thematic exploration of digital, social media, and mobile marketing: Research evolution from 2000 to 2015 and an agenda for future inquiry

C Lamberton, AT Stephen - Journal of marketing, 2016 - journals.sagepub.com
Over the past 15 years, digital media platforms have revolutionized marketing, offering new
ways to reach, inform, engage, sell to, learn about, and provide service to customers. As a …

The effect of online reviews on product sales: A joint sentiment-topic analysis

X Li, C Wu, F Mai - Information & Management, 2019 - Elsevier
This research examines the business impact of online reviews. It empirically investigates the
influence of numerical and textual reviews on product sales performance. We use a Joint …

The effects of credible online reviews on brand equity dimensions and its consequence on consumer behavior

U Chakraborty, S Bhat - Journal of promotion management, 2018 - Taylor & Francis
Consumers are using social media platform to gain and share knowledge on brands. In the
virtual environment, consumers are exposed to various online reviews on brands that leave …

Elaboration likelihood model, endogenous quality indicators, and online review helpfulness

YC Chou, HHC Chuang, TP Liang - Decision Support Systems, 2022 - Elsevier
Given strong influences of online customer reviews on consumer purchase decisions,
identifying helpful reviews has received broad attention from practitioners and researchers …

Using neutral sentiment reviews to improve customer requirement identification and product design strategies

M Zhang, L Sun, GA Wang, Y Li, S He - International Journal of Production …, 2022 - Elsevier
A clear understanding of customer needs is key to the success of product design strategies.
Traditional methods of understanding customer needs rely on costly marketing surveys and …

Attribute embedding: Learning hierarchical representations of product attributes from consumer reviews

X Wang, J He, DJ Curry, JH Ryoo - Journal of Marketing, 2022 - journals.sagepub.com
Sales, product design, and engineering teams benefit immensely from better understanding
customer perspectives. How do customers combine a product's technical specifications (ie …

Forecasting sales of new and existing products using consumer reviews: A random projections approach

MJ Schneider, S Gupta - International Journal of Forecasting, 2016 - Elsevier
We consider the problem of predicting sales of new and existing products using both the
numeric and textual data contained in consumer reviews. Many of the extant approaches …