Text preprocessing for text mining in organizational research: Review and recommendations
Recent advances in text mining have provided new methods for capitalizing on the
voluminous natural language text data created by organizations, their employees, and their …
voluminous natural language text data created by organizations, their employees, and their …
How can Blockchain technology support patent management? A systematic literature review
NM Denter, F Seeger, MG Moehrle - International Journal of Information …, 2023 - Elsevier
Patent management tasks involve many stakeholders from diverse disciplines and
hierarchies as well as from inside and outside the organization. By drawing on the …
hierarchies as well as from inside and outside the organization. By drawing on the …
Guidelines for advancing theory and practice through bibliometric research
Bibliometric research presents unique opportunities to contribute to theory and practice. Top
journals and scholars from various disciplines have published numerous highly impactful …
journals and scholars from various disciplines have published numerous highly impactful …
Topic modeling in management research: Rendering new theory from textual data
Increasingly, management researchers are using topic modeling, a new method borrowed
from computer science, to reveal phenomenon-based constructs and grounded conceptual …
from computer science, to reveal phenomenon-based constructs and grounded conceptual …
The application of text mining methods in innovation research: current state, evolution patterns, and development priorities
Unstructured data in the form of digitized text is rapidly increasing in volume, accessibility,
and relevance for research on innovation and beyond. While traditional attempts to analyze …
and relevance for research on innovation and beyond. While traditional attempts to analyze …
Computational literature reviews: Method, algorithms, and roadmap
The substantial volume, continued growth, and resulting complexity of the scientific literature
not only increases the need for systematic, replicable, and rigorous literature reviews, but …
not only increases the need for systematic, replicable, and rigorous literature reviews, but …
Topic modeling revisited: New evidence on algorithm performance and quality metrics
Topic modeling is a popular technique for exploring large document collections. It has
proven useful for this task, but its application poses a number of challenges. First, the …
proven useful for this task, but its application poses a number of challenges. First, the …
Ghost in the machine: On organizational theory in the age of machine learning
K Leavitt, K Schabram, P Hariharan… - … of Management Review, 2021 - journals.aom.org
With rapid advancements in machine learning, we consider the epistemological
opportunities presented by this novel tool for promoting organizational theory. Our paper …
opportunities presented by this novel tool for promoting organizational theory. Our paper …
Tracking tourism and hospitality employees' real-time perceptions and emotions in an online community during the COVID-19 pandemic
Online communities are playing a critical role in social communication during the COVID-19
pandemic. We reviewed 25,795 online comments from Reddit, a popular social-media …
pandemic. We reviewed 25,795 online comments from Reddit, a popular social-media …
How new ideas diffuse in science
What conditions enable novel intellectual contributions to diffuse and become integrated into
later scientific work? Prior work tends to focus on whole cultural products, such as patents …
later scientific work? Prior work tends to focus on whole cultural products, such as patents …