Table 2 Dataset feature analysis.

From: A multi-factor data mining and transformer-based predictive modeling approach for career success using educational and behavioral traits

Educational Traits

Behavioral Traits

These represent formal academic performance and institutional prestige.

These reflect soft skills, initiative, social capital, and career progression behaviors.

Student ID

Internships Completed

Gender

Soft_Skills_Score

University Ranking

Networking Score

University GPA

Job Offers

Field_of_Study

Career Satisfaction

Projects Completed

Years_to_Promotion

Certifications

Current_Job_Level

High_School_GPA

Work_Life_Balance

SAT Score

Entrepreneurship