Anonymized Dataset for Canada Visa Decision Prediction and Comprehensive Express Entry CRS Score Analysis

This comprehensive tabular dataset comprises 4,751 individual applicant records derived from official data structures utilized by Immigration, Refugees and Citizenship Canada (IRCC). The primary utility of this repository is to facilitate advanced predictive modeling, algorithmic auditing, and policy evaluation of Canada’s points-based immigration frameworks—specifically the Comprehensive Ranking System (CRS) governing the Express Entry pool. The dataset captures a multi-dimensional array of 34 distinct structural features mapping out the deterministic and discretionary criteria used in real-world administrative determinations. By evaluating variables spanning socio-demographic indicators, synchronized multi-lingual proficiency assessments (CLB/NCLC), educational credential validations (ECA), National Occupational Classification parameters (TEER categories), labor market integration indicators, and statutory admissibility thresholds, this repository allows for high-fidelity binary classification tasks targeting administrative adjudication outcomes ("Accepted" vs. "Refused"). Provenance, Compliance, and Data Governance- Source Institution: Derived from structural statistics and official application parameters established by Immigration, Refugees and Citizenship Canada (IRCC).- Anonymization Standard: In strict compliance with the Privacy Act of Canada and global data protection regulations (GDPR), all microdata has undergone a rigorous de-identification pipeline. All Personally Identifiable Information (PII)—including but not limited to unique client identifiers (UCIs), legal names, biometric data, passport numbers, exact birthdates, and granular geographic addresses—has been permanently omitted or aggregated.- Data Integrity: Consists of exactly 4,751 fully populated rows, representing a verified cross-section of economic immigration streams, including the Federal Skilled Worker Program (FSWP), Canadian Experience Class (CEC), and Federal Skilled Trades Program (FSTP).