JOURNAL ARTICLE

Trending topics and themes in environmental innovation research based on topic modeling

Zhongju LiaoXiaodie Liu

Year: 2023 Journal:   Sustainable Development Vol: 31 (4)Pages: 2967-2978   Publisher: Wiley

Abstract

Abstract In the context of carbon neutrality, environmental innovation has become an important way for companies to achieve sustainable development and gain a competitive advantage. To systematically grasp the current status of the environmental innovation literature, this study conducted a thematic modeling and coding analysis of 19,936 papers published between 2000 and 2022 using an unsupervised thematic model. The research content pertaining to environmental innovation was sorted following the logic of “influencing factors, boundary conditions, and influencing outcomes.” The results showed that previous scholars had classified the factors driving environmental innovation based primarily on five theories, including stakeholder theory, resource‐based theory, institutional theory, informal institutional theory and upper echelons theory. Green absorptive capacity, firm size, and slack resources played a moderating role in the influence of other factors on environmental innovation, but the relationship between environmental innovation and firm performance remained uncertain. Finally, combining the limitations of previous studies, we outline several directions for future research to achieve breakthroughs.

Keywords:
Thematic analysis Knowledge management Institutional theory Business Absorptive capacity Stakeholder theory Sustainable development Stakeholder Industrial organization Management science Economics Computer science Sociology Management Political science Social science Qualitative research

Metrics

6
Cited By
1.85
FWCI (Field Weighted Citation Impact)
99
Refs
0.84
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Environmental Sustainability in Business
Social Sciences →  Business, Management and Accounting →  Marketing
Sustainable Supply Chain Management
Social Sciences →  Business, Management and Accounting →  Strategy and Management
Energy, Environment, Economic Growth
Social Sciences →  Economics, Econometrics and Finance →  Economics and Econometrics

Related Documents

JOURNAL ARTICLE

Trending topics and themes in offsite construction(OSC) research

Guiwen LiuJuma Hamisi NzigeKaijian Li

Journal:   Construction Innovation Year: 2019 Vol: 19 (3)Pages: 343-366
JOURNAL ARTICLE

Modeling Scientific Influence for Research Trending Topic Prediction

Chengyao ChenZhitao WangWenjie LiXu Sun

Journal:   Proceedings of the AAAI Conference on Artificial Intelligence Year: 2018 Vol: 32 (1)
BOOK-CHAPTER

Trending Topic Aggregation by News-Based Context Modeling

Sebastian FuchsDamian BorthAdrian Ulges

Lecture notes in computer science Year: 2016 Pages: 162-168
JOURNAL ARTICLE

Mapping trending topics and leading producers in innovation policy research

Pedro López-RubioAlicia Mas‐TurNorat Roig‐Tierno

Journal:   Information Research an international electronic journal Year: 2021 Vol: 26 (3)
JOURNAL ARTICLE

Analysis on Topics in Soundscape Research based on Topic Modeling

Sou-Hwan Choe

Journal:   The Journal of the Korea Contents Association Year: 2019 Vol: 19 (7)Pages: 427-435
© 2026 ScienceGate Book Chapters — All rights reserved.