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Progress tracking and analytics provide quantitative assessment of learning outcomes

2025-08-20 474
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IELTS Speaking AI Coach's intelligent analytics system provides learners with a transparent trajectory of progress through multi-dimensional data tracking:

  • Core tracking indicators:
    • Historical change curves for the four scoring dimensions
    • Trends in response time to answer questions
    • Error mode classification statistics
  • Visualization reports:
    • Weekly/monthly progress radar charts
    • Pie Chart of Strengths and Weaknesses Distribution
    • Analysis of the gap between predicted scores and targets
  • Intelligent Prediction:
    • Exam attainment predictions based on current rate of progress
    • Targeted practice time recommendations

The system uses data mining techniques to identify:

  • Plateau Alert: Prompts to adjust the method when there is no significant progress in 3 consecutive practice sessions
  • Fatigue index monitoring: determining the best time to study based on voice characteristics
  • Forgetting curve application: optimizing review reminder time points

The case shows that users who use the progress tracking function set the probability of goal achievement 58% higher than non-users. the 'Re-practice Related Topics' and 'Error Book' functions provided by the system increased the efficiency of solving key problems by 70%, which The ineffective practicing time was drastically reduced.

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