About this resource

    Type of resources
    Activity/Lab, Homework/Assignment
    Education level(s)
    College / Upper Division (Undergraduates), Adult Education
    Primary user(s)
    Student, Teacher
    Subject area(s)
    Math & Statistics, Social Science
    Language(s)
    English
    Last updated
    2 November 2026
    Activity/LabHomework/Assignment

    Express Entry Invited Candidates: Reproducibility Lab (2026)

    By Usman Khalil, MAK Canadian Immigration Services

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    Level College / Upper Division (Undergraduates), Adult Education · For Student, Teacher · Language English

    Abstract

    A free, self-guided spreadsheet exercise using an archived, official IRCC invited-candidate data release (2015 to July 31, 2026). Ten calculation questions and three interpretation prompts teach reproducible aggregation, rounded and suppressed data handling, and responsible statements about what invitation counts cannot show. Links to the official dataset, methodology and the archived research record are provided. This is an educational exercise, not an academic peer-reviewed study or immigration advice.

    Keywords Reproducibility · Spreadsheet Data Literacy · Suppressed Data · IRCC Official Data · Evidence Interpretation