IDEAS home Printed from https://ideas.repec.org/a/bcp/journl/v9y2025issue-3sp6851-6857.html
   My bibliography  Save this article

Predicting Awareness and Misconceptions on Sexual Education among Pre-Service Teachers Using Naive Bayes Classification

Author

Listed:
  • Kyza L. Quimpan

    (Southern Leyte State University-Tomas Oppus Campus, Bontoc, Southern Leyte, Philippines)

  • Romulo L. Lanugan

    (Southern Leyte State University-Tomas Oppus Campus, Bontoc, Southern Leyte, Philippines)

Abstract

This study seeks to fill that gap by evaluating the awareness and misconceptions of student teachers regarding sexual education. This employed a quantitative descriptive research design integrated with a machine learning approach to examine the awareness and misconceptions of pre-service teachers regarding sexual education. A Naive Bayes classifier—specifically the BayesNet implementation in Weka with the K2 search strategy and Simple Estimator—was used to predict awareness levels based on participant responses and demographic profiles. The Naive Bayes classifier achieved a strong overall performance in predicting the awareness levels of pre-service teachers on sexual education, These findings have direct implications for teacher education institutions. By integrating predictive analytics into assessment processes, programs can accurately map awareness levels among their students, enabling more strategic allocation of training resources.

Suggested Citation

  • Kyza L. Quimpan & Romulo L. Lanugan, 2025. "Predicting Awareness and Misconceptions on Sexual Education among Pre-Service Teachers Using Naive Bayes Classification," International Journal of Research and Innovation in Social Science, International Journal of Research and Innovation in Social Science (IJRISS), vol. 9(3s), pages 6851-6857, August.
    • Handle: RePEc:bcp:journl:v:9:y:2025:issue-3s:p:6851-6857
    as

    Download full text from publisher

    File URL: https://www.rsisinternational.org/journals/ijriss/Digital-Library/volume-9-issue-3s/6851-6857.pdf
    Download Restriction: no
    File URL: https://rsisinternational.org/journals/ijriss/articles/predicting-awareness-and-misconceptions-on-sexual-education-among-pre-service-teachers-using-naive-bayes-classification/
    Download Restriction: no
    ---><---

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bcp:journl:v:9:y:2025:issue-3s:p:6851-6857. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Dr. Pawan Verma (email available below). General contact details of provider: https://rsisinternational.org/journals/ijriss/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.