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placement

2.Exploratory Data Analysis

5&6.Baseline Prediction Models & Model Evaluation

3.Single-Factor Analysis

7&8.Feature Engineering & Model Comparison

10.Feature Group Validation

12.Interaction Effects

13.Student Segmentation

11.Feature Group Comparison

PCA
Normalizer
Column Filter
Scatter Plot
Scorer
Logistic Regression Predictor
Table Partitioner
academic_score
Column Filter
Scorer
Random Forest Predictor
Logistic Regression Learner
Scorer
Logistic Regression Predictor
Random Forest Learner
technical_score
Column Filter
Random Forest Predictor
Logistic Regression Learner
Scorer
CSV Reader
Value Counter
Table Partitioner
Number to String
Scorer
Random Forest Predictor
Table Partitioner
Logistic Regression Learner
Table Partitioner
k-Means
Column Filter
Scorer
Logistic Regression Learner
Table Partitioner
Logistic Regression Learner
Logistic Regression Predictor
Scorer
Normalizer
Variable importance (first 3 levels average)
Math Formula
Column Filter
k-Means
Silhouette Coefficient
k-Means
Silhouette Coefficient
k-Means
Silhouette Coefficient
Linear Correlation
Bar Chart
Data Explorer
Sorter
k-Means
Silhouette Coefficient
String to Number
Equal Size Sampling
Normalizer
Logistic Regression Predictor
Logistic Regression Learner
Scorer
H2O
Scorer
Column Filter
Table Transposer
Random Forest Predictor
Scatter Plot
Random Forest Learner
PCA
Normalizer
technical_score
Math Formula
ROC Curve
Equal Size Sampling
Equal Size Sampling
Equal Size Sampling
academic_score
Math Formula
softskill_score
Math Formula
experience_score
Math Formula
Math Formula
Silhouette Coefficient
Sorter
Random Forest Learner
String to Number
Scorer
k-Means
Logistic Regression Predictor
Silhouette Coefficient
Bar Chart
Bar Chart
String to Number
RowID
k-Means
Scorer
Random Forest Predictor
Random Forest Learner
Column Filter
Bar Chart
Scorer
Random Forest Learner
Equal Size Sampling
Silhouette Coefficient
with hyperparameter optimization
Gradient Boosted Trees
RowID
Bar Chart
Logistic Regression Predictor
Silhouette Coefficient
Logistic Regression Learner
Table Row to Variable Loop Start
Loop End
k-Means
Logistic Regression Learner
Random Forest Learner
behavioral_score
Column Filter
Scorer
Random Forest Predictor
Column Filter
One-way ANOVA
Math Formula (Multi Column)
Table Creator
Scorer
Logistic Regression Predictor
Box Plot
GroupBy
Statistics
Logistic Regression Predictor
Number to String
Bar Chart
Violin Plot (Plotly)

Nodes

Extensions

Links

Download

To use this workflow in KNIME, download it from the below URL and open it in KNIME:

Download Workflow
Created by: 57
Created at: 2026-04-13
On NodePit since: 2026-04-15
Last update: 2026-05-05
Created with KNIME version: v5.11.0

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