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Analysis Of The Effect Of Knowledge On Entrepreneurship Readiness Using Random Forest Classification Machine Learning

Author

Listed:
  • Ariyono Setiawan

    (Vocational Education, Universitas Negeri Surabaya, Surabaya Indonesia)

  • Munoto Munoto

    (Vocational Education, Universitas Negeri Surabaya, Surabaya Indonesia)

  • Luthfiyah Nurlaela

    (Vocational Education, Universitas Negeri Surabaya, Surabaya Indonesia)

  • Ekohariadi Ekohariadi

    (Vocational Education, Universitas Negeri Surabaya, Surabaya Indonesia)

Abstract

Entrepreneurship is a phenomenon that has an important influence on the progress and welfare of the world, so that entrepreneurship is used as the base of economic development. Psychologically, entrepreneurs are people who have a strong internal drive as an effort to achieve certain goals so that they have a tendency to experiment in showing a character that is free from the control of others. Entrepreneurship can be seen from various points of view. The angle and context in question are views from several fields, namely according to economists, management, business people, psychologists and investors. The main requirement that an entrepreneur must have is entrepreneurial knowledge. entrepreneurial readiness is determined by the knowledge possessed and experience in conducting a business (Kurniawati, 2019). In the midst of the rapid development of artificial intelligence (AI) technology today. Not many people know that artificial intelligence consists of several branches, one of which is machine learning. This machine learning (ML) technology is one of the branches of AI that is very interesting. The sample population in this study was obtained from the air transportation school consisting of 7 populations. Data analysis is done by using . The research location is an air transportation school with Machine Learning Random Forest Classification with a population of cadets, lecturers and the general public

Suggested Citation

  • Ariyono Setiawan & Munoto Munoto & Luthfiyah Nurlaela & Ekohariadi Ekohariadi, 2021. "Analysis Of The Effect Of Knowledge On Entrepreneurship Readiness Using Random Forest Classification Machine Learning," Technium Social Sciences Journal, Technium Science, vol. 23(1), pages 134-149, September.
    • Handle: RePEc:tec:journl:v:23:y:2021:i:1:p:134-149
    DOI: 10.47577/tssj.v23i1.4500
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    References listed on IDEAS

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    1. Norris Krueger, 1993. "The Impact of Prior Entrepreneurial Exposure on Perceptions of New Venture Feasibility and Desirability," Entrepreneurship Theory and Practice, , vol. 18(1), pages 5-21, October.
    2. Lee, Soo Hoon & Wong, Poh Kam, 2004. "An exploratory study of technopreneurial intentions: a career anchor perspective," Journal of Business Venturing, Elsevier, vol. 19(1), pages 7-28, January.
    3. Katz, Jerome A., 2003. "The chronology and intellectual trajectory of American entrepreneurship education: 1876-1999," Journal of Business Venturing, Elsevier, vol. 18(2), pages 283-300, March.
    4. Gabriela Boldureanu & Alina Măriuca Ionescu & Ana-Maria Bercu & Maria Viorica Bedrule-Grigoruță & Daniel Boldureanu, 2020. "Entrepreneurship Education through Successful Entrepreneurial Models in Higher Education Institutions," Sustainability, MDPI, vol. 12(3), pages 1-33, February.
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    Cited by:

    1. Prasetiyo, Prasetiyo, 2022. "Educational Communication in Learning Batik as Preservation of Local Wisdom Products for the Young Generation," Technium Education and Humanities, Technium Science, vol. 2(3), pages 1-15.
    2. Wiwid Suryono & Ariyono Setiawan & Yuyun Suprapto & Kustori Kustori, 2021. "Test of VAK Learning Style on Student Learning Outcomes Using Single-Test Reliability," Technium Social Sciences Journal, Technium Science, vol. 24(1), pages 165-172, October.

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    More about this item

    Keywords

    Knowledge; Readiness; Entrepreneurship; Machine Learning; Random Forest Classification;
    All these keywords.

    JEL classification:

    • R00 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General - - - General
    • Z0 - Other Special Topics - - General

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