[HTML][HTML] A systematic literature review: Recent techniques of predicting STEM stream students

N Ismail, UK Yusof - Computers and Education: Artificial Intelligence, 2023 - Elsevier
Nowadays, fewer students are choosing to enroll in STEM (science, technology,
engineering, and mathematics) fields. STEM students in schools and in higher educational …

Predicting STEM major choice: A machine learning classification and regression tree approach

CN Chang, S Lin, OM Kwok, GK Saw - Journal for STEM Education …, 2023 - Springer
Despite the increasing demand for professionals in science, technology, engineering, and
mathematics (STEM), only a small portion of young people in the USA pursue a …

How to shape attitudes toward STEM careers: The search for the most impactful extracurricular clubs

F Ozis, AO Pektas, M Akca… - Journal of Pre-College …, 2018 - docs.lib.purdue.edu
It is well known that strong extracurricular STEM programs provide multiple arenas for
students to expand on classroom curriculum, complementing STEM skills with creative …

Why are students choosing STEM and when do they make their choice?

L Dawes, S Long, C Whiteford… - Proceedings of the 26th …, 2015 - eprints.qut.edu.au
BACKGROUND OR CONTEXT The higher education sector plays an important role in
encouraging students into the STEM pipeline through fostering partnerships with schools …

A Systematic Literature Review on the roles of Interest and Motivation in STEM Education

S Saleh, ZM Ashari, AM Kosnin… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
The decreasing number of students opting for STEM subjects and careers has led to the
implementation of various strategies to get them interested in STEM. Despite such efforts …

Learners' career choices in STEM education: A review of empirical studies

TI Shulga, ZF Zaripova, RG Sakhieva… - Eurasia Journal of …, 2023 - ejmste.com
The purpose of this study was to systematically review articles on the career choices of
learners and STEM. The first goal was to classify research on career choice and STEM to …

Predicting STEM degree outcomes based on eighth grade data and standard test scores

GM Nicholls, H Wolfe… - Journal of …, 2010 - Wiley Online Library
Background Early identification of students who are potential candidates for achieving a
degree in a Science, Technology, Engineering, or Mathematics (STEM) major would enable …

[PDF][PDF] Understanding STEM career choices: A systematic mapping

P López, P Simó, J Marco - Heliyon, 2023 - cell.com
STEM disciplines are considered essential for human development, and they are associated
with low unemployment rates and good economic prospects. However, many countries are …

Exploring the factors that influence the career decision of STEM students at a university in South Africa

EN Abe, V Chikoko - International Journal of STEM Education, 2020 - Springer
Abstract Background Science, Technology, Engineering, and Mathematics (STEM)
educators and stakeholders in South Africa are interested in the ways STEM students make …

[HTML][HTML] Student factors influencing STEM subject choice in year 12: A structural equation model using PISA/LSAY data

D Jeffries, DD Curtis, LN Conner - International Journal of Science and …, 2020 - Springer
This study investigates factors that influenced the science, technology, engineering and
mathematics (STEM) subject enrolment decisions of Year 12 students in Australia. Structural …