<abstract xmlns="http://www.w3.org/1999/xhtml">

<p>With the expansion of higher vocational colleges and universities, the difficulty of employment of graduates has become an increasingly serious problem in the development of society. The reason for this phenomenon, in addition to the total pressure, lies in the difference between the knowledge, ability, and quality of college students and the needs of employers. This paper crawls the employment information data of graduates of higher vocational colleges and universities from relevant websites, combines the text classification method based on the SVM analysis model to mine the system of graduates’ employment ability, and takes it as a survey scale. Then Jiangxi Province’s higher vocational graduates were selected as the research object. After testing the reliability and validity of the scale, the scale, combined with independent samples, T-test method regression analysis, and other mathematical and statistical methods to explore the factors affecting the employment ability of graduates of higher vocational colleges and universities in Jiangxi Province. Among them, there is no significant difference in the overall employability in terms of gender and specialty category (P>0.05), while there is a significant difference in terms of having or not having work experience (P&lt;0.05). The training objectives and strategies significantly contribute to the improvement of the professional competence of higher vocational graduates, which is a key factor in the influence of employability. Accordingly, students actively improve themselves at the same time. Colleges and universities should develop training objectives and strategies with the needs of enterprises to give students the necessary career guidance in a timely manner and other countermeasure suggestions.</p>
</abstract>

With the expansion of higher vocational colleges and universities, the difficulty of employment of graduates has become an increasingly serious problem in the development of society. The reason for this phenomenon, in addition to the total pressure, lies in the difference between the knowledge, ability, and quality of college students and the needs of employers. This paper crawls the employment information data of graduates of higher vocational colleges and universities from relevant websites, combines the text classification method based on the SVM analysis model to mine the system of graduates’ employment ability, and takes it as a survey scale. Then Jiangxi Province’s higher vocational graduates were selected as the research object. After testing the reliability and validity of the scale, the scale, combined with independent samples, T-test method regression analysis, and other mathematical and statistical methods to explore the factors affecting the employment ability of graduates of higher vocational colleges and universities in Jiangxi Province. Among them, there is no significant difference in the overall employability in terms of gender and specialty category (P>0.05), while there is a significant difference in terms of having or not having work experience (P<0.05). The training objectives and strategies significantly contribute to the improvement of the professional competence of higher vocational graduates, which is a key factor in the influence of employability. Accordingly, students actively improve themselves at the same time. Colleges and universities should develop training objectives and strategies with the needs of enterprises to give students the necessary career guidance in a timely manner and other countermeasure suggestions.

Research on SVM Analysis Model of Influencing Factors of Employability of Graduates from Higher Vocational Colleges and Universities in Jiangxi Province

Applied Mathematics and Nonlinear Sciences

This work is licensed under the Creative Commons Attribution 4.0 International License.

With the expansion of higher vocational colleges and universities, the difficulty of employment of graduates has become an increasingly serious problem in the...

Research on SVM Analysis Model of Influencing Factors of Employability of Graduates from Higher Vocational Colleges and Universities in Jiangxi Province

Published Online: Aug 05, 2024

Page range: -

Received: Mar 31, 2024

Accepted: Jun 28, 2024

DOI: https://doi.org/10.2478/amns-2024-2244

Keywords
SVM analysis model, Text mining, Independent sample t-test, Regression analysis, Employability

© 2024 Kaiqiong Chen et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Research on SVM Analysis Model of Influencing Factors of Employability of Graduates from Higher Vocational Colleges and Universities in Jiangxi Province

Published Online: Aug 05, 2024

Page range: -

Received: Mar 31, 2024

Accepted: Jun 28, 2024

DOI: https://doi.org/10.2478/amns-2024-2244

KeywordsSVM analysis model, Text mining, Independent sample t-test, Regression analysis, Employability

© 2024 Kaiqiong Chen et al., published by Sciendo

This work is licensed under the Creative Commons Attribution 4.0 International License.

Keywords
SVM analysis model, Text mining, Independent sample t-test, Regression analysis, Employability