LLM Masterclass (Pt 3): How To Analyze Data With ChatGPT

When you get clean data, do you immediately look for the trends you already expect to find? Or worse—do you upload it to ChatGPT, Gemini, or Claude and ask, "What insights do you see?" That's how you go from poor analysis to wrong analysis. An LLM cannot find insights; it will produce a hallucination. Your LLM's role in Exploratory Data Analysis (EDA) is not to give you answers—it's to broaden, deepen, and strengthen your questions. You need to use it as a world-class sparring partner to destroy your own confirmation bias. This is Part 3 of the Data Analyst LLM Masterclass. We reveal the exact, repeatable process you can use to force your AI to find your analytical blind spots before your stakeholders do. ____________________________________________ Chapters: 01:13 Introduction 02:19 The LLM As Your Sparring Partner 02:48 The "Clash-Code-Confirm" Cycle 04:05 The "Sparring Partner" Prompt 05:19 From Counter-Argument To Code 06:26 Your New Trajectory 07:10 Subscribe, Like, and Share! ____________________________________________ What You'll Learn: • The 3-Step "Clash Code Confirm" Loop: (1) Clash: Command the LLM (using the Command Framework from Part 1) to act as a skeptical statistician and actively disprove your primary hypothesis. (2) Code: Once the LLM throws a counter-argument (like confounding variables), demand the specific Python code or spreadsheet formula to test the claim yourself. (3) Confirm: This is the most crucial step the AI cannot do. You run the code and use your human judgment to distinguish between a breakthrough signal and a data error. • An analyst who stops digging when the data confirms their bias is a liability. Your value is in your ability to protect stakeholders from false confidence. Learn how to use the LLM to run the tests you didn't think to run. ____________________________________________ Join the Community: 👉 Subscribe to our channel for weekly videos on data analytics and storytelling. 👉 Sign up for our e-newsletter (https://www.artscience.school/sign-up) for deeper dives into analytics topics. 👉 Follow Kevin on LinkedIn (  / iamkevinhartman  ) for weekday posts and insights. 👉 Follow us on LinkedIn (  / artscience-analytics  ) for updates and news. 👉 Visit our blog (https://artscience.ai/blog) for more resources and updates. ____________________________________________ Connect with Us: Website: https://artscience.ai/ Newsletter: Sign up at https://www.artscience.school/sign-up Blog: https://artscience.ai/blog Become a better data analyst with Art+Science. We're excited to take this journey together and help you become a data storytelling expert! ____________________________________________ Keywords: LLM, ChatGPT, Gemini, Data Analyst, Exploratory Data Analysis, EDA, Confirmation Bias, Data Analysis Framework, Prompting, Statistical Fallacy, Python Code, Pivot Table, ArtScience Hashtags: #llm #dataanalyst #exploratorydataanalysis #ai #chatgpt #datasciencejob #ClashCodeConfirm #artscience