/schoolpred

school drop out predictor project at Le Wagon

Primary LanguageJupyter Notebook

School Dropout Prediction 🎓

This tool has been built in order to prevent primary school dropout in high-risk rural regions of Morocco. Student drop out can be identified as a pattern related to socio-economic backgrounds. It is a pressing issue in developing countries and it can be prevented when tackled early. Our analysis focus only on regios whre level of school dropout is high.

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Why do we care?

  • Higher unemployment rate;
  • increased poverty;
  • out-of-school students;
  • increased violence

Rural environment are often neglected by the government, the tool we created allows to raise awareness and easily identify at-risk students.

Link to the app on Streamlit

DB Schema

Screenshot 2023-05-29 at 10 48 38

Key columns

baseline_household

  • work_activity - Work status of the parents
  • individual_water_net - Individual water network connection
  • electrical_net - Electric connection
  • mobile_phones - If the family have a mobile phone or not
  • type_housing - The architectural structure of the house

child_math_test_result

  • digit_recognition_res - Digit recognition test results
  • number_recognition - Number recognition test results
  • subtraction_res - Subtraction test results
  • division_res - Division test resuls
  • average_math_score - Average score of the 4 math test sections mentioned above

Reference Key

Variable Name Encoded Numbers Description
mother_alive 1 Yes
2 No
father_alive 1 Yes
2 No
parents_age - Age in Years
marital_status 1 Married
2 Single
3 Divorced
4 Widowed
parents_level_ed 1 No education
2 Religious education
3 Primary School
4 Middle School
5 High School
6 Higher Education
7 Professional Training
work_activity 1 Full Time
2 Part Time
3 Unemployed
type_housing 1 Adobe/Clay house
2 Permanent House
3 Dry Stone
4 Modern/Concrete house
5 Other

Dataset

Our prediction model has been trained on the following research dataset: Data for Development Initiative. (2019). Morocco CCT Education (Version 1.0) Data set