⚠️ Educational Use Disclaimer
This tool generates synthetic (fake) data for educational purposes only. The generated data is meant for:
- Learning statistical analysis methods
- Practicing research methodology
- Teaching data analysis techniques
- Testing statistical software
Do NOT use synthetic data in actual research publications or reports.
📝 Survey Variables (Constructs)
Define your survey constructs/variables. Each construct can have multiple items (questions).
💡 Tips for Realistic Data
- Mean: For Likert scales, use values between 2.5-4.5 for realistic distributions
- Std Dev: Typical values are 0.8-1.2 for Likert scales
- Items: Most constructs have 3-6 items for good reliability
- Correlation: Items within the same construct typically correlate 0.4-0.7
👥 Demographics (Optional)
📈 Generated Data
Data Preview (First 20 rows)