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How to Use Lesson Transcripts to Track Your CEFR Level Over Time
A step-by-step guide to extracting CEFR progress data from lesson transcripts, including what signals to look for and tools that automate the analysis.
Fluency Lens vs Manual Tracking vs Test Scores: Which Actually Measures Language Progress?
Comparing Fluency Lens, IELTS/TOEFL tests, and manual spreadsheet tracking for measuring language learning progress. Which one works?
Why Language Learners Have No Idea If They're Actually Improving
Gut feeling isn't enough to track language progress. Here's why learners struggle to measure improvement and what actually works.