Advanced Likert Scale Analysis Tool

📊 Advanced Likert Scale Analysis Tool

Professional statistical analysis for scale development and validation

📋 Quick Start Instructions

  • Data Format: CSV with headers in first row (Q1, Q2, Q3...)
  • Responses: Numeric values only (1-5, 1-7, etc.)
  • Method: Extreme groups comparison using Welch's t-test
  • Cutoff Options: 10%-50% groups (25% recommended for most studies)
  • Decision: Items with p < α are retained for final scale

📥 Data Input

⚙️ Analysis Settings

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