How do I interpret the results of my data analysis?

How do I interpret the results of my data analysis?

Interpreting data results involves understanding the context, identifying trends, and drawing conclusions. What specific results are you looking at?

I have a regression analysis output. What should I focus on?

You should focus on the coefficients, p-values, and R-squared value. The coefficients tell you the relationship strength, p-values indicate significance, and R-squared shows how well the model fits the data.

What does a p-value of less than 0.05 mean?

A p-value less than 0.05 typically indicates that the results are statistically significant, meaning there's a low probability that the observed effect is due to chance.

How can I visualize these results effectively?

You can use scatter plots for regression results, bar charts for categorical data, or heatmaps for correlation matrices. Visualization helps in understanding patterns better.