The University Year 1 (Freshman) Statistics I rubric provides a clear framework for assessing student performance in foundational statistical concepts. This rubric ensures students develop essential skills in data analysis; probability; and statistical reasoning; which are critical for academic and professional success. By outlining measurable learning objectives; the rubric helps students understand expectations and track their progress throughout the course. The rubric evaluates students on key areas such as descriptive statistics; probability distributions; and hypothesis testing. Mastery of these topics enables students to summarize data effectively; interpret statistical results; and make informed decisions based on quantitative evidence. The rubric also emphasizes problem-solving and critical thinking; encouraging students to apply statistical methods to real-world scenarios. Clear performance criteria are provided for each learning outcome; allowing students to identify strengths and areas for improvement. For example; students are assessed on their ability to calculate and interpret measures of central tendency and variability; demonstrating their understanding of data variability and its implications. The rubric also evaluates students’ proficiency in using statistical software; preparing them for advanced coursework and research. By aligning assessments with course objectives; the rubric promotes consistent and fair evaluation. Students receive constructive feedback; fostering continuous learning and skill development. The structured approach of the rubric supports academic growth; ensuring students build a strong statistical foundation for future studies in fields such as social sciences; business; and health sciences. Overall; the Statistics I rubric enhances learning outcomes by providing transparency; guidance; and opportunities for self-assessment.