A human-in-the-loop computational grounded theory framework that adds data exploration, validation, and theoretical sampling to topic-model based coding is introduced and illustrated on Reddit tutoring posts.
Combining Topic Modeling with Grounded Theory: Case Studies of Project Collaboration
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
abstract
This paper proposes an Artificial Intelligence (AI) Grounded Theory for management studies. We argue that this novel and rigorous approach that embeds topic modelling will lead to the latent knowledge to be found. We illustrate this abductive method using 51 case studies of collaborative innovation published by Project Management Institute (PMI). Initial results are presented and discussed that include 40 topics, 6 categories, 4 of which are core categories, and two new theories of project collaboration.
fields
cs.HC 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
A Novel, Human-in-the-Loop Computational Grounded Theory Framework for Big Social Data
A human-in-the-loop computational grounded theory framework that adds data exploration, validation, and theoretical sampling to topic-model based coding is introduced and illustrated on Reddit tutoring posts.