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The influence of technological innovation and human capital on environmental efficiency among different regions in Asia-Pacific
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This study employs super-efficiency DEA model with desirable inputs and an undesirable output in calculating environmental efficiency values in different regions in Asia-Pacific from 1990 to 2018. The study compares environmental efficiency index in South East Asia, South Asia and East Asia. The study also evaluates the determinants of environmental efficiency using truncated regression. The mean environmental efficiency score demonstrates that East Asia region is highly efficient whereas South East Asia is the least efficient. Results from the truncated regression established an inverted U-shape relationship between environmental efficiency and Technological Innovation (TI) in the main panel, and the three regions. Also, economic growth shows an inverted "U" shape link with environmental efficiency in the panels except in South East Asia. Human capital promotes environmental efficiency in the main panel and the rest of the regions. Moreover, while FDI promotes environmental efficiency in the main panel and East Asia, it reduces environmental efficiency in both South East and South Asia regions within the Asia-Pacific. In addition, an interaction effect between technological innovation and renewable energy use, advances environmental efficiency within the entire study countries. Based on the findings the study proposes several policy recommendations.
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Government support positively impacts Fintech adoption.
“Various studies demonstrate that government support positively impacts Fintech adoption [24,39,40].”
From Fintech Adoption Drivers for Innovation for SMEs in Indonesia (2022) · cites this paper as [39]
The passages on technology innovation and environmental efficiency and on policy implications discuss environmental outcomes, not Fintech adoption. Searches for government support and Fintech adoption found no passage in our copy addressing their relationship. (LLM, conf=0.76)
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Metadata
- Authors
- Twum, F. A., Long, X., Salman, M., Mensah, C. N., Kankam, W. A., & Tachie, A. K.
- Affiliations
- Jiangsu University (CN)
- Corresponding author
- Salman, Muhammad
- Venue
- Environmental Science and Pollution Research
- Published
- 2021-01-04
- Volume
- 28
- Issue
- 14
- Pages
- 17119-17131
- ISSN
- 0944-1344 (ISSN-L)
- 1614-7499
- PMC
- PMC7780903
- OpenAlex
- W3118860958
- Cited by
- 83
- References
- 64
- Citations by year
- 2026: 6 · 2025: 19 · 2024: 12 · 2023: 17 · 2022: 22 · 2021: 7
- FWCI
- 8.82
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Environmental Science and Pollution Research (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Natural Science Foundation of China (Nos. 71603105)
- Natural Science Foundation of Jiangsu (No. SBK2016042936)
- Science Foundation of Ministry of Education of China (No.16YJC790067)
- China Postdoctoral Science Foundation (No.2017M610051, 2018T110054)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Efficiency Analysis Using DEA
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Energy, Environment, Economic Growth
- Physical Sciences › Energy › Renewable Energy, Sustainability and the Environment › Energy and Environmental Sustainability
- Keywords
- eco-efficiency, technological innovation, human capital, economic growth, foreign direct investment, renewable energy consumption, inverted U-shaped relationship, Asia-Pacific region, East Asia, Southeast Asia, South Asia, regional comparison
- MeSH terms
- Asia, Asia, Southeastern, Asia, Eastern, Humans, Economic Development, Inventions
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