Advanced forecasting of career choices for college students based on campus big data

M Nie, L Yang, J Sun, H Su, H Xia, D Lian… - Frontiers of Computer …, 2018 - Springer
Career indecision is a difficult obstacle confronting adolescents. Traditional vocational
assessment research measures it by means of questionnaires and diagnoses the potential …

Forecasting career choice for college students based on campus big data

M Nie, L Yang, B Ding, H Xia, H Xu, D Lian - Web Technologies and …, 2016 - Springer
Career indecision is a difficult obstacle in front of adolescents. Traditional vocational
assessment research measure it by means of questionnaires and diagnose the potential …

Career choice prediction based on campus big data—mining the potential behavior of college students

M Nie, Z Xiong, R Zhong, W Deng, G Yang - Applied Sciences, 2020 - mdpi.com
Career choice has a pivotal role in college students' life planning. In the past, professional
career appraisers used questionnaires or diagnoses to quantify the factors potentially …

Mining campus big data: Prediction of career choice using interpretable machine learning method

Y Wang, L Yang, J Wu, Z Song, L Shi - Mathematics, 2022 - mdpi.com
The issue of students' career choice is the common concern of students themselves, parents,
and educators. However, students' behavioral data have not been thoroughly studied for …

[Retracted] Prediction and Influencing Factors of College Students' Career Planning Based on Big Data Mining

L Cai, X Wang - Mathematical Problems in Engineering, 2022 - Wiley Online Library
College students' career planning refers to the process of establishing their own career
development goals based on the analysis of their own subjective and objective factors …

Towards interpretable automated machine learning for STEM career prediction

R Liu, A Tan - Journal of Educational Data …, 2020 - jedm.educationaldatamining.org
In this paper, we describe our solution to predict student STEM career choices during the
2017 ASSISTments Datamining Competition. We built a machine learning system that …

Career prediction model using data mining and linear classification

RH Rangnekar, KP Suratwala… - 2018 fourth …, 2018 - ieeexplore.ieee.org
When one decides a career, this choice can shape ones life entirely. Recently, more and
more people have begun to re-evaluate their career decisions and change careers at a later …

Graduate employment prediction with bias

T Guo, F Xia, S Zhen, X Bai, D Zhang, Z Liu… - Proceedings of the AAAI …, 2020 - ojs.aaai.org
The failure of landing a job for college students could cause serious social consequences
such as drunkenness and suicide. In addition to academic performance, unconscious biases …

Predicting academic performance for college students: a campus behavior perspective

H Yao, D Lian, Y Cao, Y Wu, T Zhou - ACM Transactions on Intelligent …, 2019 - dl.acm.org
Detecting abnormal behaviors of students in time and providing personalized intervention
and guidance at the early stage is important in educational management. Academic …

Students performance modeling based on behavior pattern

X Zhang, G Sun, Y Pan, H Sun, Y He, J Tan - Journal of Ambient …, 2018 - Springer
Academic performance of college students is the main concern of educational institutions.
Effective and timely predicting performance is not only conducive to the school's Ministry to …