====== Mathematics ====== To perform [[data science]] effectively, professionals require a combination of [[skill]]s, including [[proficiency]] in programming languages (such as [[Python]] or [[R]]), knowledge of [[statistical analysis]] and [[mathematics]], familiarity with [[database]]s and [[data]] manipulation, and expertise in machine learning [[algorithm]]s and techniques.