Vibe Coding for Data Analysts: Using Natural Language Prompts to Build Custom Automation and Rapid Prototyping Tools
English | October 7, 2026 | ASIN: B0HM6PRWK4 | 328 pages | Epub | 3.02 MB
Are you a data analyst who spends more time cleaning spreadsheets, fixing repetitive reports, and wrestling with annoying data tasks than actually analyzing data?What if you could simply describe what you want in plain English and turn that idea into a working automation, prototype, or custom analytical tool?Welcome to vibe coding.In Vibe Coding for Data Analysts, Joren Thalvik takes a practical, humorous, and refreshingly approachable look at how data analysts can use natural language prompts and AI-assisted development to build useful tools without first becoming professional software engineers.This book is not about memorizing endless lines of code or surviving another programming tutorial that makes you question every career decision you've ever made. It's about learning how to think, communicate, experiment, test, and build with AI.Inside, you'll discover how to:• Turn everyday business problems into clear, effective natural language prompts• Automate repetitive data analysis and reporting tasks• Clean, transform, validate, and prepare messy datasets• Work more efficiently with spreadsheets and structured data• Rapidly prototype custom analytical tools• Build calculators, utilities, dashboards, and other analyst-focused applications• Create automated reports and data visualization workflows• Develop personal productivity tools for everyday analyst work• Connect data sources and design multi-step automation workflows• Debug and improve AI-generated solutions when things inevitably go sideways• Test, document, maintain, and improve your vibe-coded tools• Combine human analytical judgment with AI-powered automationMore importantly, you'll learn a new way of approaching technical problems.Instead of starting with, "What programming language do I need to learn?", you'll start with, "What problem am I trying to solve?"That small shift can change everything.Throughout the book, I focus on practical thinking rather than programming perfection. You'll learn how to break big ideas into manageable steps, communicate requirements clearly, iterate with AI, spot mistakes, and turn rough ideas into useful working prototypes.You'll also learn an important lesson: AI-generated code isn't magic. Sometimes it will misunderstand you. Sometimes it will confidently produce something that makes absolutely no sense. And occasionally, it will give you code that looks impressive until you actually try to use it.That's why this book puts just as much emphasis on validation, debugging, testing, security, and human judgment as it does on building.Whether you're a beginner curious about AI-assisted development, an experienced data analyst looking to automate repetitive work, or a business professional who wants to build small custom tools without waiting six months for an engineering team, this book gives you a practical starting point.You don't need to become a software engineer.You need to become better at describing problems, asking better questions, experimenting intelligently, and knowing whether the result actually works.The goal isn't to replace your analytical skills with AI.It's to give those skills a turbocharger.If you're ready to spend less time doing repetitive work and more time solving interesting problems, Vibe Coding for Data Analysts will show you how to get started.
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