Exploring academics’ perceptions of GenAI usage in research: a netnographic analysis of YouTube comments

Purpose Using Diffusion of Innovation theory as the theoretical lens, this study aims to explore how academics perceive about the uses of Generative Artificial Intelligence in academic research. Design/methodology/approach A netnographic qualitative content analytic approach was used, using public comments on YouTube tutorial videos instructing using artificial intelligence (AI) tools as the source of insight. Findings The findings revealed themes and subthemes based on key concepts of Diffusion of Innovation theory. Besides, perceived risk and perceived price value are two emerged themes, which are crucial for AI adoption in academic research. Research limitations/implications This study enriches the technology adoption literature by exploring the adoption of AI tools as more disruptive technologies in academic research. Originality/value This study provides empirical evidence and establishes a clearer view of how global academic community truly perceive and integrate AI into their daily research practices.

Authors

Institutions

Publication Details

Journal
International Journal of Innovation Science
Published
2025-03-26
DOI
https://doi.org/10.1108/ijis-08-2024-0219
Citations
1
Primary Topic
Social Media in Health Education
Type
article
Field-Weighted Citation Impact
2.17
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Exploring academics’ perceptions of GenAI usage in research: a netnographic analysis of YouTube comments

Ngọc Minh Nguyễn
1 citations
International Journal of Innovation Science
Social Media in Health Education
2.17
article

Exploring academics’ perceptions of GenAI usage in research: a netnographic analysis of YouTube comments

Ngọc Minh Nguyễn
article en
1 citations

Abstract

Purpose Using Diffusion of Innovation theory as the theoretical lens, this study aims to explore how academics perceive about the uses of Generative Artificial Intelligence in academic research. Design/methodology/approach A netnographic qualitative content analytic approach was used, using public comments on YouTube tutorial videos instructing using artificial intelligence (AI) tools as the source of insight. Findings The findings revealed themes and subthemes based on key concepts of Diffusion of Innovation theory. Besides, perceived risk and perceived price value are two emerged themes, which are crucial for AI adoption in academic research. Research limitations/implications This study enriches the technology adoption literature by exploring the adoption of AI tools as more disruptive technologies in academic research. Originality/value This study provides empirical evidence and establishes a clearer view of how global academic community truly perceive and integrate AI into their daily research practices.

International Journal of Innovation Science
National Economics University (VN)
Openalex Percentile: Top 17%
Social Media in Health Education
2.17
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Exploring academics’ perceptions of GenAI usage in research: a netnographic analysis of YouTube comments — Ngọc Minh Nguyễn · International Journal of Innovation Science (2025) | TGRS Research Map | TGRS