Analysis of factors affecting the transformation of scientific and technological achievements in universities based on structural equation modeling
Based on structural equation modeling, this paper measures and evaluates the transformation of scientific and technological achievements of colleges and universities in terms of implicit and explicit variables. The PLS algorithm is used to measure the intrinsic factor, which is designed to follow th...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Sciendo
2024-01-01
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| Series: | Applied Mathematics and Nonlinear Sciences |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/amns.2023.2.01092 |
| _version_ | 1797340617346383872 |
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| author | Wang Weiman Wang Shifeng |
| author_facet | Wang Weiman Wang Shifeng |
| author_sort | Wang Weiman |
| collection | DOAJ |
| description | Based on structural equation modeling, this paper measures and evaluates the transformation of scientific and technological achievements of colleges and universities in terms of implicit and explicit variables. The PLS algorithm is used to measure the intrinsic factor, which is designed to follow the Gaussian distribution and reach the expected value through iterative loops. The indicators and parameters of the explicit variables are evaluated by combining the principal component analysis and the great likelihood method. According to the results, the factors that are influenced by the policy environment account for 16.5%, while the problem of capital investment accounts for 36.3%. The number of invention patents increased by 8.93% after measuring and assessing them using the method presented in this paper. It demonstrates that universities can explore their technological achievements in depth and enhance their scientific research level. |
| first_indexed | 2024-03-08T10:05:42Z |
| format | Article |
| id | doaj.art-6ba2e26e0d3842f1a5f35a7d8733d3d6 |
| institution | Directory Open Access Journal |
| issn | 2444-8656 |
| language | English |
| last_indexed | 2024-03-08T10:05:42Z |
| publishDate | 2024-01-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Applied Mathematics and Nonlinear Sciences |
| spelling | doaj.art-6ba2e26e0d3842f1a5f35a7d8733d3d62024-01-29T08:52:39ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562024-01-019110.2478/amns.2023.2.01092Analysis of factors affecting the transformation of scientific and technological achievements in universities based on structural equation modelingWang Weiman0Wang Shifeng11China Jiliang University, Hangzhou, Zhejiang, 310018, China.2Hangzhou Vocational & Technical College, Hangzhou, Zhejiang, 310018, China.Based on structural equation modeling, this paper measures and evaluates the transformation of scientific and technological achievements of colleges and universities in terms of implicit and explicit variables. The PLS algorithm is used to measure the intrinsic factor, which is designed to follow the Gaussian distribution and reach the expected value through iterative loops. The indicators and parameters of the explicit variables are evaluated by combining the principal component analysis and the great likelihood method. According to the results, the factors that are influenced by the policy environment account for 16.5%, while the problem of capital investment accounts for 36.3%. The number of invention patents increased by 8.93% after measuring and assessing them using the method presented in this paper. It demonstrates that universities can explore their technological achievements in depth and enhance their scientific research level.https://doi.org/10.2478/amns.2023.2.01092structural equation modelingscientific and technological transformationpls algorithmprincipal component analysisgreat likelihood approach97d60 |
| spellingShingle | Wang Weiman Wang Shifeng Analysis of factors affecting the transformation of scientific and technological achievements in universities based on structural equation modeling Applied Mathematics and Nonlinear Sciences structural equation modeling scientific and technological transformation pls algorithm principal component analysis great likelihood approach 97d60 |
| title | Analysis of factors affecting the transformation of scientific and technological achievements in universities based on structural equation modeling |
| title_full | Analysis of factors affecting the transformation of scientific and technological achievements in universities based on structural equation modeling |
| title_fullStr | Analysis of factors affecting the transformation of scientific and technological achievements in universities based on structural equation modeling |
| title_full_unstemmed | Analysis of factors affecting the transformation of scientific and technological achievements in universities based on structural equation modeling |
| title_short | Analysis of factors affecting the transformation of scientific and technological achievements in universities based on structural equation modeling |
| title_sort | analysis of factors affecting the transformation of scientific and technological achievements in universities based on structural equation modeling |
| topic | structural equation modeling scientific and technological transformation pls algorithm principal component analysis great likelihood approach 97d60 |
| url | https://doi.org/10.2478/amns.2023.2.01092 |
| work_keys_str_mv | AT wangweiman analysisoffactorsaffectingthetransformationofscientificandtechnologicalachievementsinuniversitiesbasedonstructuralequationmodeling AT wangshifeng analysisoffactorsaffectingthetransformationofscientificandtechnologicalachievementsinuniversitiesbasedonstructuralequationmodeling |