Unemployment Rates in Vocational Education in Indonesia Using Economic and Statistical Analysis

  • Suryadi National Research and Innovation Agency https://orcid.org/0000-0003-4001-5920
  • Mia Rahma Romadona National Research and Innovation Agency
  • Sigit Setiawan National Research and Innovation Agency
  • Fachrizal National Research and Innovation Agency
  • Andi Budiansyah National Research and Innovation Agency
  • Syahrizal Maulana National Research and Innovation Agency
  • Rahmi Lestari Helmi National Research and Innovation Agency
  • Silmi Tsurayya National Research and Innovation Agency
  • RY Kun Haribowo Universitas Gadjah Mada - Vocational School
  • Yuni Andari Universitas Gadjah Mada - Vocational School
  • Bagaskara Universitas Gadjah Mada - Vocational School
  • Ratna Sri Harjanti Politeknik LPP Yogyakarta
Keywords: Independent variable, Dependent variable, Ordinary least square,, Significant, Over supply


The linear regression model is used in this research to study the influence of the independent variable on the dependent variable. The dependent variable Y is the unemployment rate in vocational education, while the independent variables are X1 in the form of Job Opportunities, X2 in the form of Policy and X3 in the form of Area. To estimate model parameters, the Ordinary Least Square method is used. The research results show that the three independent variables have a significant effect on the dependent variable. Variable X1 has a significant positive effect on the unemployment rate, variables X2 and X3 have a significant negative effect on the unemployment rate in vocational higher education in Indonesia. From the results of this research, there has been an oversupply of labor in vocational higher education in Indonesia.


T. Blinova, S. Bylina , and V. Rusanovskiy, Vocational education in the system of determinants of reducing youth unemployment: interregional comparisons, Procedia - Social and Behavioral Sciences 214, pp. 526 – 534, 2015.

J. Y. J. Kim, E. Kim, and D. H. Lim, A meta-analysis of the effects of lifelong vocational education in South Korea, European Journal of Training and Development, 2023, DOI 10.1108/EJTD-02-2023-0026.

D. P. Dewata, D. Liu, and T. Mao, Using linear regression model to analyze the role of internship program in supporting work readiness, The 4th International Annual Meeting On Stem Education, Vol. 2685, Issue 1, 2023.

C. M. Hong, C. K. Ch’nga, and T. R. N. Roslan, Logistic regression in predicting students’ decision to enroll in technical and vocational education and training (TVET), e-Proceedings of The 3rd Young Researchers’ Quantitative Symposium, 2021.

E. I. Biktemirova, E. I. Shagiakhmetova , and O.A. Guryanova, Regression model of students subjective well-being learning at technical universities E3S Web of Conferences, 2023.

P. Khanale, and A. Vaingankar, Estimating availability of middle-level skilled manpower The Turkish Online Journal of Educational Technology – TOJET, vol. 5 Issue 2, Article 4, 2006.

T. H. Thanh, and N. T. T. Nga, Research regression function of vocational education training quality of transport sector in Vietnam, International Journal of Civil Engineering and Technology, Vol. 8, Issue 11, pp. 943-958, 2017.

F. S. N. Ramadhani, Pengaruh kondisi demografi, ketenagakerjaan,dan ekonomi terhadap pengangguran terdidik di Indonesia, Universitas Brawijaya, Malang, 2021.

E. K. Oktafianto, N. A. Achsani, and T. Irawan, The determinant of regional unemployment in Indonesia: The spatial durbin models, Signifikan: Jurnal Ilmu Ekonomi Volume 8 (2), pp. 179 – 194, 2019.

O. D. Akinyele, O. M. Oloba, and G. Mah, Drivers of unemployment intensity in sub-Saharan Africa: do government intervention and natural resources matter, Review of Economics and Political Science, Vol. 8 No. 3, pp. 166-185, 2023.

M. Choudhry, E. Marelli, and M. Signorelli, Youth and total unemployment rate: the impact of policies and institutions, Rivista Internazionale di Scienze Sociali, pp. 1 – 18, 2013.

D. S. Pratomo, The phenomenon of educated unemployment in Indonesia [Fenomena pengangguran terdidik di Indonesia], Sustainable Competitive Advantage-7, UNSOED, Purwokerto, 2017.

A. Sumanto , M. H. I. Abbas, F. Rahmawati, and S. Merlinda Do technological developments reduce unemployment in Indonesia, Advances in Economics, Business and Management Research, Vol. 124, pp. 345 – 350, 2019.

Suharno , N. A. Pambudi, B. Harjanto, Vocational education in Indonesia: History, development, opportunities, and challenges. Children and Youth Services Review, 115, pp. 1 – 8, 2020.

Soekartawi, Economic theory of production,An analysis of the Cobb-Douglas function [Teori ekonomi produksi , analisis fungsi cobb-douglas], PT Raja Grafindo Persada, Jakarta, 1994.

Z. Erdinc¸, and G. Suhail, using ordinary least squares to measure the impact of the factors affecting underground economy: a comparison between Pakistan and turkey, Journal of Business & Economic Policy, Vol. 4, No. 3, pp. 61 – 68, 2017.

M. S. Peprah, and I. O. Mensah, Performance evaluation of the ordinary least square (OLS) and total least square (TLS) in adjusting field data: an empirical study on a DGPS data, South African Journal of Geomatics, Vol. 6. No. 1, pp. 73 – 89, 2017.

S. L. Baier, and J. H. Bergstrand, Bonus vetus OLS: A simple method for approximating international trade-cost effects using the gravity equation, Journal of International Economics 77, pp. 77–85, 2009.

G. Khalaf, Improving the ordinary least squares estimator by ridge regression, Open Access Library Journal, Vol. 9, pp. 1 – 8, 2022.

A. Stirati, Interpretations of the classics: the theory of wages, Working Paper, No. 116, pp. 1 – 14, 2010.

R. A. Saibon, A. Kamis, Z. Zainol, Entrepreneurship education: unemployment issues, people’s well being and entrepreneurial intentions among the graduates in Malaysia, International Journal of Psychosocial Rehabilitation, Vol. 23, No.4, pp. 953 – 965, 2019.

E. E. Inyiagu, Challenges facing technical and vocational education in Nigeria, Journal of Educational Policy and Entrepreneurial Research, Vol.1, No.1, pp. 40 – 45, 2014.

Asian Development Bank, Indonesia: Vocational education strengthening project, 2020.

O. Ohagwu, P. K. Nwanesi, Z. Hassan, Skill acquisition (TVET) and entrepreneurship, International Journal of Academic Research in Business and Social Sciences, Vol. 1 3, No. 8, pp. 1858 – 1878, 2023.

Directorate General of Vocational Education, Report on the Performance of the Directorate General of Vocational Education [Direktorat Jenderal Pendidikan Vokasi, Laporan Kinerja], 2022.

Y. Octifany, The history of urbanization in Java island: path to contemporary urbanization, Tata Loka, Vol. 22, No. 4, pp. 474 –485, 2020.

N. A. Susanto, Misdawita, D. Nuryadin, D. Hartono, I. B. P. C. P. Surayuda, N. K. Saputri, S. Azzahrah, Education and Energy Consumption: A Provincial Analysis in Indonesia, Economics Development Analysis Journal, Vol. 12, No.4, pp. 458 – 471, 2023.

How to Cite
Suryadi, Romadona, M. R., Setiawan, S., Fachrizal, Budiansyah, A., Maulana, S., Helmi, R. L., Tsurayya, S., Haribowo, R. K., Andari, Y., Bagaskara, & Harjanti, R. S. (2024). Unemployment Rates in Vocational Education in Indonesia Using Economic and Statistical Analysis. Statistics, Optimization & Information Computing, 12(2), 498-509. https://doi.org/10.19139/soic-2310-5070-1887
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