• Grounded in business analysts’ typical, real-world process workflows and in real-world time allocation
• Learning by Doing. Students don't study analytics—they perform analytics through hands-on activities, such as running routines in RStudio and constructing relevant ChatGPT prompts, which encourage learning by doing and are embedded throughout the narrative, starting in chapter one.
• Builds deep understanding rather than simple recall by organizing the narrative into digestible sections and avoids overwhelming students with unnecessary details
• AI is integral to the book, not simply tacked on. Students learn to orchestrate work across R and ChatGPT 
• Treats communication as a core competency and tracked as a student learning outcome
• Encourages students to become problem solvers. Students will learn how to define problems, clean data, uncover patterns, and communicate insights—the complete analytical workflow, not isolated statistical techniques
• Models how to conduct a complete analytics project from start to finish: 
  • identify and produce valid, clean data 
  • apply regression and machine-learning models responsibly and ethically
  • write clear, professional reports
  • present insights that influence decision-making
• Over 30 embedded links to streaming videos encourage student engagement, enrich online courses, and reinforce or augment many of the presented topics

Supportive learning features include:

• Chapter Overview with Learning Objectives: Prepares students to learn by concisely stating the chapter’s key themes and desired learning outcomes 
• Audit Sheets: Invite learners to track their progress through a chapter’s learning features and share those results with their instructors 
• Stretch Idea: Provides additional information and examples related to a key concept in the chapter
• Hands-on Activities: Using R Studio and ChatGPT to give students real experience with using modern analytic tools and technologies 
• Operational Idea: Develops students’ understanding about which research tools and strategies to employ in specific situations
• Communication Practice: Models effective strategies for conveying results clearly and persuasively
• Readings: Provide hyperlinks to additional online resources
• Practice: Encourages students to apply what they have learned to realistic scenarios
• Business Analysis Situation
• Critical Thinking Exercises
• Fully Customizable