How to Calculate Z-Score with a 95 Confidence Interval in Excel

 

 

The manual calculation process of the Z score:

Steps:

  • Choose a dataset. Here, we use a simple dataset with five values: 82, 77, 85, 78, and 80.
  • Estimate the simple Mean of this dataset.

Calculating mean value of the dataset manually

  • Evaluate the Standard Deviation of our data.
  • The standard deviation is 2.87, which indicates that the dataset is normally distributed.

  • Choose your desired confidence level interval. For our data, we set it at 95%.
  • In the Z-Score chart, we must find the value of 0.975 (e.g., 0.95+(0.05/2)=0.975).
  • You may notice that the Vertical Axis value for 0.975 is 1.9 and the Horizontal Axis value is 0.06.

Evaluating Z-score value manually

  • Our 95% confidence interval Z-score value will be 1.9+0.06 = 1.96.

We can estimate the Z score with a 95 confidence interval manually.


Step-by-Step Procedure

Step 1: Calculate the Mean of the Dataset

  • Select cell F5.
  • Enter the following formula in the cell:

=AVERAGE(C5:C14)

  • Press Enter.

Calculate Mean of Dataset to Calculate Z-Score with 95 Confidence Interval

  • You will get the mean value of our dataset.

Step 2: Estimate Standard Deviation

  • Select cell F6.
  • Enter the following formula in the cell:

=STDEV.P(C5:C14)

  • Press Enter.

Estimate Standard Deviation to Calculate Z-Score with 95 Confidence Interval

  • You will get the value of the Standard Deviation.
  • You may notice that the Standard Deviation is 2.914. We can decide whether our dataset will be normally distributed.

Step 3: Define the Confidence Interval Level

  • Title cells E7 and E8 as Confidence level and Alpha.

  • In cell F7, define the Confidence level. Here, we define our confidence interval as 95%.

  • Enter the following formula to get the Alpha value in cell F7:

=1-F7

  • Press Enter.

Defining Confidence Interval Level


Step 4: Estimate the Z Score for the Desired Confidence Interval

  • Select cell F10.
  • Enter the following formula in the cell:

=ABS(NORM.S.INV((F8)/2))

  • Press Enter.

Z-Score for Desired Confidence Interval

  • You will get the Z score value with a 95 confidence interval level, equal to the manual procedure.

Breakdown of the Formula

We are breaking down the formula for cell F10.

NORM.S.INV((F8)/2): The NORM.S.INV function gives us the Z-score value of 0.025. The value will show a negative sign as this interval level is at the right side of the mean position. Here, the function returns -1.960.

ABS(NORM.S.INV((F8)/2)): The ABS function will show the absolute value of the result of the NORM.S.INV function. For this cell, the function returns 1.960.

Read More: How to Calculate Critical Z Score in Excel


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Soumik Dutta
Soumik Dutta

Soumik Dutta, having earned a BSc in Naval Architecture & Engineering from Bangladesh University of Engineering and Technology, plays a key role as an Excel & VBA Content Developer at ExcelDemy. Driven by a profound passion for research and innovation, he actively immerses himself in Excel. In his role, Soumik not only skillfully addresses complex challenges but also demonstrates enthusiasm and expertise in gracefully navigating tough situations, underscoring his unwavering commitment to consistently deliver exceptional, high-quality content that... Read Full Bio

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