Chapter 8: Descriptive Statistical Analysis
Chapter 8: Descriptive Statistical Analysis
1. Types of Statistics:
- Descriptive Statistics: Used to describe and summarize data.
- Inferential Statistics: Used to draw conclusions about a population from a sample of data.
2. Measures of Central Tendency:
- Mean: Represents the central value of a dataset.
- Median: The middle value when the data is arranged in ascending order.
- Mode: The value that appears most frequently in the dataset.
3. Measures of Dispersion:
- Variance: Indicates the average squared deviation of values from the mean.
- Standard Deviation: The square root of the variance, representing the spread of values.
- Error: The difference between the actual value and the predicted value.
- Range: The difference between the largest and smallest values in the dataset.
4. Coefficient of Variation:
- Formula: 100 * S / Xtb
- Representation: Accuracy of the data, also known as RSD (Relative Standard Deviation).
5. Descriptive Statistical Analysis Tools:
- In Excel:
- DATA > DATA ANALYSIS > DESCRIPTIVE STATISTICS
- If DATA ANALYSIS is not available:
- File > Options > Add-ins > Analysis Toolpak > OK
6. Common Errors:
- “Input range contains non-numeric data”: When data contains labels but labels are not marked.
- Only the Confidence column is displayed: When “Summary statistics” is not checked.
- “Please choose at least one statistical option”: When neither “Summary” nor “Confidence” is selected.
7. Important Parameters:
- Standard error: Error of the sample.
- Confidence level: Error of the batch/population.
8. Estimating Accuracy:
- Mean (Average), STDEV: Used to estimate the accuracy of data.
- Mean (Average), STDEV: Used to estimate the %RSD value.
9. Unavailable Functions:
- Standard error, Range, Confidence level: There are no direct calculation functions in Excel.
10. Estimating Confidence Interval:
- Confidence Interval of the sample for the population: Xtb +- Standard error.
- Confidence Interval of the batch for the error: Xtb +- Confidence level.
- Alpha value: Usually used as 0.05.
- Not selecting Confidence level for Mean: Does not display the error of the batch.
- Changing alpha: Does not affect other values.
Note:
- This article provides basic knowledge about descriptive statistical analysis in Excel.
- For a deeper understanding, you need to learn more about other statistical concepts and techniques.
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