Learn: Analyzing and Growing From Your Test Results


Hey there, Edunin problem solvers! 👋 You've made it to the "Learn" stage, where we'll dive into the crucial step of analyzing your test results and turning them into valuable learning experiences. Are you ready? Let's go!

First off, let's take a moment to appreciate your hard work. You've put effort into defining a clear and measurable problem, crafting a well-thought-out hypothesis, and designing an MVP for testing. Give yourself a pat on the back! 🎉

Now, it's time to reap the benefits of that labor. Analyzing the results of your testing and learning from them is the final piece of the puzzle. The insights you gain here will help you iterate and improve upon your solution, ultimately bringing you closer to achieving your goal.

The importance of clear problem definition and hypothesis, which we've discussed before, comes into play once again. The clearer and more measurable your problem and hypothesis are, the easier it will be to analyze the results and determine what you've learned from the testing process. So, kudos to you for laying the groundwork earlier on!

1. Step-by-Step Guide to Analyzing and Learning 📊

  1. Collect data: Gather all the data you've collected during your testing phase. This could include survey responses, user feedback, or any other quantitative or qualitative data you've collected.
  2. Review your hypothesis: Revisit your initial hypothesis and remind yourself of your expectations. This will help you stay grounded and focused on what you set out to learn.
  3. Analyze the data: Examine the data you've collected and compare it with your hypothesis. Look for trends, patterns, and outliers that can give you insights into the success or failure of your MVP. Don't be afraid to get technical here – charts, graphs, and spreadsheets can be your best friends!
  4. Draw conclusions: Based on your data analysis, determine whether your hypothesis was supported or refuted. Be honest with yourself – it's okay if things didn't go as planned. This is a learning opportunity!
  5. Identify lessons: Reflect on the testing process and identify what you've learned. What worked well? What didn't? What could be improved? Remember, even "failed" tests can provide valuable lessons.
  6. Iterate: Take the lessons you've learned and apply them to your next steps. Update your problem definition, refine your hypothesis, or tweak your MVP as needed. Then, get ready to test again!

2. Examples 📝

Example 1 (Startup Product): You hypothesized that offering a 24-hour customer support chatbot on your e-commerce website would increase customer satisfaction by 20%. After testing, you found that satisfaction only increased by 10%. Analyzing the data, you discovered that the chatbot struggled to answer more complex questions, leading to customer frustration. In this case, you've learned that the chatbot needs improvement to meet your goal. You could invest in enhancing its capabilities or consider other solutions, like human support agents.

Example 2 (College Project): You believed that using a new study technique would improve your test scores by 15%. After testing, you saw an 18% improvement. Analyzing your study habits, you noticed that the new technique helped you retain information more effectively than your previous approach. In this case, you've learned that the new technique is indeed beneficial, and you might consider sharing it with your classmates or implementing it in other areas of your academic life.

3. Expanding Your Problem-Solving Skills 🚀

As you continue your journey as a problem solver, it's important to remember that there are many other skills and techniques out there that can help you level up your abilities. Now that you have a solid foundation in problem definition, hypothesis, MVP testing, and learning from your results, you're well-equipped to explore these additional skills on your own.

4. Other Skills Worth Exploring 📚

  1. User personas