Undergraduate Program Learning Outcomes in Data Science and Analytics
(Learning Achievements)

These are the statements that identify the knowledge, skills, and competencies students are expected to acquire by the time of graduation.

1. 1. Understands the fundamental mathematical and statistical knowledge required for data science and analytics, and is able to apply them effectively to solve complex data science problems.
2. 2. Gains proficiency in widely-used and contemporary programming languages in the field of data science, and develops competence in algorithm development, data structures, and programming fundamentals.
3. 3. Differentiates between various data types, possesses knowledge of database management systems, and can effectively carry out data collection, storage, querying, and management processes.
4. 4. Applies fundamental machine learning and deep learning algorithms to appropriate problems in order to extract meaningful patterns and insights from large datasets, and can interpret the results.
5. 5. Approaches real-world problems with analytical and critical thinking skills, producing data-driven, creative, and effective solutions through the use of appropriate statistical models and analytical techniques.
6. 6. Possesses knowledge of big data platforms and technologies, and is capable of processing and analyzing large-scale datasets.
7. 7. Communicates analytical results and complex data insights clearly, understandably, and effectively in both written and oral form, using appropriate data visualization techniques.
8. 8. Plans, executes, and manages data science projects; works efficiently within multidisciplinary teams across various sectors and demonstrates strong collaboration skills.
9. 9. Is aware of ethical principles, legal regulations, and social responsibilities in the field of data science and analytics — including data privacy, security, bias, and fairness — and conducts studies in accordance with these values.
10. 10. Has the ability to generate new data-oriented ideas and solutions, develop innovative approaches, and evaluate entrepreneurial potential in this scope.