Modeling Students' Dropout in Mexican Universities

نویسندگان

  • Noel Enrique Rodríguez-Maya
  • Carlos Lara
  • Oscar May-Tzuc
  • Brian Alison Suárez-Carranza
چکیده

Nowadays, the student dropout rate in Mexican higher education institutions have increased, affecting diverse life aspects such as economic, social, academic, and among others. The students dropout prediction is a challenge because of numerous interacting factors; an accurate prediction is useful for universities to implement strategies that reduce student failure – e.g., to implement tutorial action plans. The present research work proposes a model to predict dropout based on the student self-reported information and scores on the university entrance exam. A case of study to evaluate the proposed model was performed, results show a precision of about 86%. This model can serve to support decisions on strategies to reduce students’ failure.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

The heterogeneous effect of grants on students’ performance: evidence from five Italian universities

This paper estimates the effect of receiving a need-based grant on the performance of university students in Italy. We perform both cross-sectional (between-universities) and within-universities propensity score matching analyses in order to evaluate the effect of grants on several students’ performance indicators as first year credits, dropout, and study efficiency. The findings suggest that f...

متن کامل

What Influences Students to Study Information and Communication Technology?

There is a high demand for qualified information and communication technology (ICT) practitioners in the European labor market. According to recent reports, ICT companies want to hire thousands of ICT specialists but are unable to find the talent. A problem at many universities is a high dropout rate among ICT students, especially during the first year. Therefore, educational research is needed...

متن کامل

Survival Analysis Approach For Early Prediction Of Student Dropout

SURVIVAL ANALYSIS APPROACH FOR EARLY PREDICTION OFSTUDENT DROPOUTbySATTAR AMERIDecember 2015Advisor: Dr. Chandan ReddyMajor: Computer ScienceDegree: Master of Science Retention of students at colleges and universities has long been a concern for educatorsfor many decades. The consequences of student attrition are significant for both students,academic staffs ...

متن کامل

New Dropout Prediction for Intelligent System

The main purpose of this research is to develop a dynamic dropout prediction model for universities, institutes and colleges. In this work, we first identify dependent and independent variables and dropping year to classify the successful from unsuccessful students. Then we have classify the data using Support Vector Machines(SVM). SVM helped the data set to be properly design and manipulated ....

متن کامل

Educational Future Orientation of Middle School Latino Students

EDUCATIONAL FUTURE ORIENTATION OF MIDDLE SCHOOL LATINO STUDENTS by Alonso Romero The lack of educational attainment among Latino youth, as evidenced by high school dropout rates, is a growing and costly problem that affects not only Latinos but society as a whole. Using a sample of 139 middle school Latino students, primarily of Mexican descendant, the current study used cluster analysis to ide...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:
  • Research in Computing Science

دوره 139  شماره 

صفحات  -

تاریخ انتشار 2017