For IT leaders
What IT leaders need to know before assigning this course
Organizations that rely on spreadsheets or one-off scripts often get inconsistent reporting, slow analysis, and higher risk from unclean or misunderstood data. This intermediate PCAD™ course gives IT Directors and Training Managers a structured way to build a shared Python data analysis baseline across analysts, data-focused IT Practitioners, and Team Leads who support reporting or analytics workflows.
The course is a substantial assignment: 61 skills and about 48.9 hours per learner. Plan it as a multi-week enablement path rather than a quick certification cram. Teams should already have some Python exposure before starting, then progress through Jupyter Notebooks, NumPy, Pandas, data cleaning, grouping, visualization, web scraping, SQL basics, OOP, descriptive statistics, and introductory machine learning evaluation.
For change management, assign by role or sprint: data preparation first, visualization second, then SQL, scraping, and model evaluation as needed. CBT Nuggets Playlists and Team Reporting can help Team Leads sequence the rollout and track completion across the full path.