Programming Languages: Proficiency in languages for data manipulation, statistical analysis, and equipment learning. SQL awareness is vital for extracting and querying data from databases.Machine Learning: Comprehension primary machine learning principles and algorithms could be advantageous, especially for roles that overlap with data science.A tr