Transform and Communicate AI Insights Visually is an intermediate course designed to help learners turn raw data into clear, actionable stories that drive smarter decisions. You’ll explore how to prepare, join, and aggregate CRM and usage tables to build reliable analytical foundations using SQL and Pandas. From there, you’ll learn to evaluate findings against hypotheses, visualize funnel performance, and craft concise insight messages that stakeholders understand instantly. Through hands-on practice, real-world scenarios, and interactive exercises, you’ll strengthen both your technical transformation skills and your ability to communicate patterns with clarity and confidence. By the end of the course, you’ll know how to structure data-driven narratives that illuminate user behavior, highlight drop-off points, and support informed decision-making across teams.
Transform and Communicate AI Insights Visually is an intermediate course designed to help learners turn raw data into clear, actionable stories that drive smarter decisions. You’ll explore how to prepare, join, and aggregate CRM and usage tables to build reliable analytical foundations using SQL and Pandas. From there, you’ll learn to evaluate findings against hypotheses, visualize funnel performance, and craft concise insight messages that stakeholders understand instantly. Through hands-on practice, real-world scenarios, and interactive exercises, you’ll strengthen both your technical transformation skills and your ability to communicate patterns with clarity and confidence. By the end of the course, you’ll know how to structure data-driven narratives that illuminate user behavior, highlight drop-off points, and support informed decision-making across teams.
涵盖的内容
7个视频4篇阅读材料4个作业1个非评分实验室
显示有关单元内容的信息
7个视频•总计31分钟
Welcome and Introduction •4分钟
Joining CRM and Usage Tables: What You Need to Know First•5分钟
Pandas Walkthrough: From Raw Tables to 30-Day Aggregates•4分钟
Why Insight Communication Influences Decisions More Than Data Alone•4分钟
Evaluating Findings Against Hypotheses: A Simple Framework•5分钟
Build a Clear Funnel View and Identify Drop-Off Causes•5分钟
Congratulations and Continuous Learning Journey•3分钟
4篇阅读材料•总计27分钟
Data Cleaning and Data Transformation•7分钟
SQL vs. Pandas: Why Use SQL Over Pandas and Vice Versa•7分钟
How to Use Different Funnel Visualizations to Effectively Tell Your Data Analytics Story•7分钟
Unveiling McKinsey's Communication Secrets: the Pyramid Principle•6分钟
4个作业•总计65分钟
Hands-On Activity: Transform a Mini-Dataset Using SQL or Pandas•20分钟
Quiz: Data Joins, Aggregations, and Transformation Concepts•5分钟
Hands-On Activity: Build a Funnel Visualization and Write a Drop-Off Insight •20分钟
Graded Quiz: Visualizing and Communicating AI-Driven Insights•20分钟
1个非评分实验室•总计45分钟
Build a 30-Day Aggregated Dataset and Export Parquet•45分钟
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