Chapter 8: Descriptive Statistical Analysis


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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