Everybody wants to be a certified professional in the field they have. Thus, passing the board exams is essential, and thanks to review centers for guiding us to achieve this. But enrolling in a data-driven review center that can help you in areas you really need is smarter. Team Shiftees use the data from students' review exams performance and created a web application to predict the probability of a student in passing the board exams. Through this application, it can help the review center provide early interventions to students who needed them most.

1. BOARD
EXAM
PREDICTORS
DETERMINING THE KEY PREDICTORS IN
PASSING A BOARD EXAM
TEAM SHIFTEES

2. A review program for Chemists, by Chemists.
PRC
BOARD EXAM
POST-REVIEW
EXAMS
PRE-REVIEW
EXAMS
“Data-driven studying is studying smart.”
COMPREHENSIVE
EXAMS

3. How to improve the passing rate of SRC to 80% in
the PRC Chemboard exams?
SRC vs National Chemboard Passing Rate

4. PROVIDE EARLY
INTERVENTION
INCREASE PASSING
RATE
ATTRACT MORE
ENROLLEES

5. SCOPE OF THE STUDY
 Use Chemboard Students’ Data from school year 2016-2019.
 Create Dashboards for Students Performance Monitoring and
Review Center’s Performance.
 Predict the probability of a student in passing the board exams
upon enrollment and after every major exams.

6. What is the probability of
a student passing the
board exams?

7. What types of students do
we attract?

8. BUSINESS
UNDERSTANDING
EXPLORATORY
DATA
ANALYSIS
MODELLING
MODEL
DEPLOYMENT
HOW WE DID IT
• CLUSTERING
• LOGISTICS REGRESSION
• FEATURE ENGINEERING
• DATA CLEANING
• VISUALIZATION
• APP DEVELOPMENT
• DASHBOARDS

9. DASHBOARD

10. APP

11. RESULTS & INSIGHTS

12. THE CLUSTERS
POTENTIAL
TOPNOTCHER TYPICAL
BOARD PASSER NEEDS
SUPPORT NEEDS THE
MOST SUPPORT
9% 20% 32% 39%

13. Most of the PASSERS
are 21 years old,
studied in UP, and
from Metro Manila.
PASSED FAILED NON-TAKER

14. The passing rate of students who
COMPLETED all the exams
during the review program is
HIGHER than their peers.
61%
44%
COMPLETE INCOMPLETE NO EXAM

15. The Degree of a student is the most significant profile
predictor in the board exams results.
FEATURE IMPORTANCE ON STUDENTS PROFILE

16. FEATURE IMPORTANCE ON REVIEW EXAMS
Post Review Exam of a student is the most significant
exam predictor in the board exams results.

17. Physical and Organic Chemistry subjects are the
most significant subject predictor in the board exams results.
FEATURE IMPORTANCE ON REVIEW EXAMS PER SUBJECT

18. RECOMMENDATIONS
Gather more student
data
Class Attendance, Gender, and
Work Status of a student can
help improve the model
Encourage students
to complete the
review exams.
Students who completed the
board exams got 17% higher
passing rate than others.
Physical & Organic
Chemistry
Needs the most support from
Pre-Review to Post-Exams

19. CHALLENGES
 Data change from time to time
 Inconsistent data per year
 Numerous categorical features
 Lack of Data
 Completeness of Data Features

20. “Data-driven studying is studying smart.”

21. TEAM SHIFTEES
Jela Nalica
DATA STORYTELLER
Raki Rockwell
MODEL BUILDER
Dothy Gumamela
STATS EXPERT
Mae Morano
APP DEVELOPER