# Data Analysis: Making Insights

Data analysis goes beyond just counting responses. We focused on statistical significance, evaluating factors like sample size, confidence intervals, and margin of error to ensure the accuracy of our findings.&#x20;

A key aspect of analysis is determining the statistical significance of the results. This involves assessing whether the observed patterns in the data are likely to be genuine or if they could have occurred by chance. Confidence intervals and margin of error are commonly used metrics to evaluate the reliability of the survey findings.&#x20;

When conducting a survey, it's also crucial to understand the significance of your sample size in relation to your total audience.

### Important Data Definitions

* The **confidence level** indicates the likelihood that the survey results represent the true opinions of the entire audience. For example, a 90% confidence means that if the survey were conducted ten times, similar results would be expected nine times out of ten.
* The **margin of error**, which is plus or minus six percentage points, reflects the range within which the true values are likely to fall. This is calculated based on the sample size relative to the total audience; even with a small sample size, the law of large numbers allows us to estimate population parameters with a known degree of accuracy.


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