COMPUTER SCIENCE · DESIGN, ANALYSIS, & ALGORITHM

Student Placement
Analytics Dashboard

Dataset: Live DB · API Driven · Academic Term 2025

branch: main
production backend api
Student 1 · Repo Owner
GARCIA, Aahron Jamez

Data Engine & API Integration

branch: feature/data-engine
Student 2 · Collaborator
CARVAJAL, Chrstian Ezekiel L.

Model Inference & Prediction

branch: feature/ml-predict
01

Dataset Explorer

Student 1 · Repo Owner
Total Students
0000
dataset records
Placement Rate
00%
% placed overall
Mean CGPA
0.00
out of 10.0
Avg Internships
0.0
per student
Total: --
Age CGPA Internships Branch Placement Status
⏳ Initializing engine...
02

Placement Prediction

Student 1 · REPO OWNER

03

Visual Analytics

Student 2 · Collaborator

Placement Distribution

Placed vs Not Placed across the full student dataset

⏳ Fetching data...

Branch Distribution

Top branch buckets computed from the full parquet-backed dataset profile

⏳ Fetching data...

Correlation Heatmap

Pearson r between numeric dataset features - computed by the live API against the full parquet dataset

⏳ Fetching data...

Top Predictive Features

SHAP-based feature importance ranked by absolute contribution magnitude — derived from a representative student profile via live /predict API

⏳ Fetching data...