Topic modeling as a strategy of inquiry in organizational research: A tutorial with an application example on organizational culture

T Schmiedel, O Müller… - Organizational Research …, 2019 - journals.sagepub.com
Research has emphasized the limitations of qualitative and quantitative approaches to
studying organizational phenomena. For example, in-depth interviews are resource …

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 …

COVID‐19 pandemic in the new era of big data analytics: Methodological innovations and future research directions

J Sheng, J Amankwah‐Amoah… - British Journal of …, 2021 - Wiley Online Library
Although scholars in management recognize the value of harnessing big data to
understand, predict and respond to future events, there remains little or very limited overview …

Identifying influencers on social media

P Harrigan, TM Daly, K Coussement, JA Lee… - International Journal of …, 2021 - Elsevier
The increased availability of social media big data has created a unique challenge for
marketing decision-makers; turning this data into useful information. One of the significant …

Wisdom of crowds: Conducting importance-performance analysis (IPA) through online reviews

JW Bi, Y Liu, ZP Fan, J Zhang - Tourism Management, 2019 - Elsevier
This paper proposes a methodology for conducting importance-performance analysis (IPA)
through online reviews. The methodology is composed of three stages:(1) mining useful …

Modelling customer satisfaction from online reviews using ensemble neural network and effect-based Kano model

JW Bi, Y Liu, ZP Fan, E Cambria - International Journal of …, 2019 - Taylor & Francis
With the rapid advances in information technology, an increasing number of online reviews
are posted daily on the Internet. Such reviews can serve as a promising data source to …

Big data analytics: A review on theoretical contributions and tools used in literature

P Grover, AK Kar - Global Journal of Flexible Systems Management, 2017 - Springer
The importance of data science and big data analytics is growing very fast as organizations
are gearing up to leverage their information assets to gain competitive advantage. The …

Mining the voice of employees: A text mining approach to identifying and analyzing job satisfaction factors from online employee reviews

Y Jung, Y Suh - Decision Support Systems, 2019 - Elsevier
Online reviews have become a significant information source for business practitioners to
know about customers' opinions of their products or services. Previous studies examined …

The role of social media in the engagement and information processes of social CRM

P Harrigan, MP Miles, Y Fang, SK Roy - International Journal of Information …, 2020 - Elsevier
This study furthers investigation into exactly how Social CRM (S-CRM) is different from
traditional CRM, and models the interrelationships between its capabilities. It is underpinned …

Assessing product competitive advantages from the perspective of customers by mining user-generated content on social media

Y Liu, C Jiang, H Zhao - Decision Support Systems, 2019 - Elsevier
User-generated content (UGC) is becoming increasingly available on social media for a
wide range of products and services. Such UGC contains rich information about customer …