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 …

Privacy at work: A review and a research agenda for a contested terrain

DP Bhave, LH Teo, RS Dalal - Journal of Management, 2020 - journals.sagepub.com
Privacy in the workplace is a pivotal concern for employees and employers. Employees
expect to be in control of the personal information and access they provide to the …

[HTML][HTML] Leakage and the reproducibility crisis in machine-learning-based science

S Kapoor, A Narayanan - Patterns, 2023 - cell.com
Machine-learning (ML) methods have gained prominence in the quantitative sciences.
However, there are many known methodological pitfalls, including data leakage, in ML …

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 …

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 …

Who do you trust? The digital destruction of shared situational awareness and the COVID-19 infodemic

D Bunker - International Journal of Information Management, 2020 - Elsevier
Developments in centrally managed communications (eg Twitter, Facebook) and service (eg
Uber, airbnb) platforms, search engines and data aggregation (eg Google) as well as data …

On doing better science: From thrill of discovery to policy implications

J Antonakis - The Leadership Quarterly, 2017 - Elsevier
In this position paper, I argue that the main purpose of research is to discover and report on
phenomena in a truthful manner. Once uncovered, these phenomena can have important …

What translates big data into business value? A meta-analysis of the impacts of business analytics on firm performance

TD Oesterreich, E Anton, F Teuteberg - Information & Management, 2022 - Elsevier
The main purpose of this study is to examine the factors that are critical to create business
value from business analytics (BA). Therefore, we conduct a meta-analysis of 125 firm-level …

Best-practice recommendations for producers, evaluators, and users of methodological literature reviews

H Aguinis, RS Ramani… - Organizational research …, 2023 - journals.sagepub.com
We categorized and content-analyzed 168 methodological literature reviews published in 42
management and applied psychology journals. First, our categorization uncovered that the …

“I feel your pain”: A critical review of organizational research on empathy

MA Clark, MM Robertson… - Journal of Organizational …, 2019 - Wiley Online Library
Empathy, a multidimensional construct comprised of cognitive, affective, and behavioral
dimensions, has been advanced as a critical predictor of prosocial behavior and …