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Statistical Significance Calculator Sample Size

Sample Size Formula:

\[ n = (Z \times SD / \text{Effect Size})^2 \times 2 \]

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1. What is the Sample Size Calculation?

The sample size calculation determines the number of participants needed in a study to detect a statistically significant effect. This formula is commonly used in research design to ensure studies have adequate power to detect meaningful differences.

2. How Does the Calculator Work?

The calculator uses the sample size formula:

\[ n = (Z \times SD / \text{Effect Size})^2 \times 2 \]

Where:

Explanation: The formula calculates the required sample size per group to achieve statistical significance with a given confidence level and effect size.

3. Importance of Sample Size Calculation

Details: Proper sample size calculation is crucial for research validity. It ensures studies have sufficient power to detect true effects while minimizing the risk of false positives or negatives.

4. Using the Calculator

Tips: Enter the Z-score corresponding to your desired confidence level (e.g., 1.96 for 95% confidence), the estimated standard deviation, and the minimum effect size you want to detect. All values must be positive numbers.

5. Frequently Asked Questions (FAQ)

Q1: What Z-score should I use?
A: Common Z-scores are 1.645 (90% confidence), 1.96 (95% confidence), and 2.576 (99% confidence).

Q2: How do I estimate standard deviation?
A: Use data from previous studies, pilot studies, or published literature in your field.

Q3: What is a good effect size?
A: This depends on your field of study and what constitutes a clinically or practically meaningful difference.

Q4: Why multiply by 2?
A: The multiplication by 2 accounts for having two comparison groups in the study design.

Q5: Should I adjust for expected dropout rates?
A: Yes, it's recommended to increase your calculated sample size by 10-20% to account for potential participant dropouts.

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