2. Emerging

•AI Knowledge: Knows basic AI concepts and simple algorithms, but has limited application experience.

•Technical Skills: Can do simple operations with Python or R, has used entry-level ML tools in small projects.

•Problem Solving: Tries to find solutions to simple problems but cannot solve complex problems.

•Data Literacy: Can perform data cleaning and simple analytics, but needs to improve in data management.

•AI Ethics: Has basic knowledge of data privacy and ethical issues but is inexperienced in implementation.

•Communication and Collaboration: Participates in teamwork at a basic level, and documentation and presentation skills are developing.

•Application and Industry Knowledge: Knows some industry applications but does not have in-depth knowledge.

•Continuous Learning: Continues development by attending courses regularly.