This protocol standardizes the classroom administration, scoring, and data management of the Spatial Thinking Ability Test (STAT-24), a category-balanced instrument for secondary geography education. It details preparation (ethics, consent, anonymized IDs), delivery in paper, a verbatim instruction script, 45-minute timing (60 minutes with approved accommodations), incident logging, and secure collection of materials. Scoring converts A–E responses to 1–5, with quality control via double entry or automated checks, and versioned separation of raw versus derived datasets. Data management emphasizes privacy (no PII in analysis files, encrypted ID crosswalk) and documentation (README, data dictionary, checksums). Optional analyses outline CTT, CFA (WLSMV), IRT (NRM), and DIF procedures to support validity and fairness evidence. Expected outputs include an anonymized UTF-8 CSV with item responses and category subscores suitable for research use and formative feedback. This protocol was applied in 2024–2025 with N=923 Grade-11 students across 7 schools in Mongolia.