Data Science

Statistical Analysis Best Practices

Admin
October 04, 2025
34 views

Explore 15+ statistical tests and learn when to use each for maximum insight.

Statistical Analysis Best Practices

Statistical Analysis in NoveraIQ

Statistical analysis is the foundation of data-driven decision making. NoveraIQ provides 15+ statistical tests to help you understand your data.

Hypothesis Testing

T-Tests

Use t-tests to compare means between two groups.

ANOVA

Analysis of Variance helps compare means across multiple groups.

Chi-Square

Test relationships between categorical variables.

Correlation Analysis

Understand relationships between variables using Pearson, Spearman, and Kendall correlations.

When to Use Each Test

  • T-test: Comparing two group means
  • ANOVA: Comparing 3+ group means
  • Chi-Square: Testing categorical associations
  • Mann-Whitney: Non-parametric alternative to t-test
  • Kruskal-Wallis: Non-parametric alternative to ANOVA
Tags:
statistics hypothesis-testing analysis
A
Admin

Author