The specific purpose of the study was to evaluate the factor structure of statistics assessment fairness inventory (SAFI) which was adapted for the Ghanaian context and further examine measurement invariance across gender. SAFI factor structure and construct validity were assessed with a sample of 735 Ghanaian university students through exploratory and confirmatory factor analysis. Through an exploratory factor analysis, five dimensions were obtained which include: learning materials and practices, test design, opportunity to demonstrate learning test administration and grading, and offering feedback. A confirmatory factor analysis was then conducted to examine the factor loadings of the items. Further analysis revealed a partial measurement invariance of the fairness construct with equal means and equal variances in relation to gender. This suggested that the SAFI is valid, reliable, and can equally work across gender. It is recommended that SAFI has important implications for decisions regarding the conduct of especially, high-stakes examinations.<p> </p><p><strong> Article visualizations:</strong></p><p><img src="/-counters-/edu/0758/a.php" alt="Hit counter" /></p>