QUARTILE Function

The QUARTILE function returns the quartile value of a dataset, helping you analyze data distribution and identify outliers. Perfect for statistical analysis...

ExcelExcel
Google SheetsGoogle Sheets
statistical
intermediate
Syntax Preview
ExcelExcelGoogle SheetsGoogle Sheets
=QUARTILE(array, quart)
What is the QUARTILE Function?

Practical Examples

Basic Sales Performance Analysis

Find the median sales value across all sales representatives

Result: $48,500

Student Test Score Analysis

Identify the score that marks the top 25% of students

Result: 87

Salary Range Determination

Calculate the interquartile range (IQR) for salary analysis

Result: $28,000

Dynamic Quartile Analysis

Create a flexible quartile calculator using cell references

Result: Variable based on E2 value

Quality Control - Manufacturing Tolerances

Identify products outside acceptable quality range

Result: Within Range

Customer Satisfaction Scoring

Segment customers by satisfaction quartiles

Result: Satisfied

Financial Portfolio Risk Analysis

Calculate Value at Risk (VaR) using quartile method

Result: $15,750

Common Errors and Solutions

#NUM!

QUARTILE returns #NUM! error

Cause:

The quart argument is not between 0 and 4, or the array contains fewer than 2 data points

Solution:

1. Verify the quartile number is between 0 and 4 (inclusive) 2. Check that your data range contains at least 2 numeric values 3. Ensure you haven't accidentally typed a number outside the valid range 4. For cell references as the quart argument, verify the cell contains a valid number (0, 1, 2, 3, or 4)

Prevention:

Always validate your quartile number before using the formula. Use data validation in cells that contain quartile numbers to restrict input to 0-4. For larger datasets, use COUNTA() to verify you have sufficient data points before applying QUARTILE.

Frequency: 35%

Example:

#VALUE!

Formula returns #VALUE! error instead of a number

Cause:

The array contains non-numeric values (text, blank cells, or errors) that cannot be processed, or the quart argument is not a number

Solution:

1. Clean your data range by removing or converting text values to numbers 2. Use the VALUE() function to convert text that looks like numbers 3. Filter out blank cells or use IFERROR() to handle them 4. Check for hidden characters or spaces in cells that appear numeric 5. Ensure the quartile argument is a number, not text ("2" should be 2)

Prevention:

Before using QUARTILE, scan your data for non-numeric entries. Use Excel's "Text to Columns" feature or Google Sheets' "TRIM" function to clean data. Implement data validation rules that only allow numeric entries in your data range. Consider using ISNUMBER() to verify data quality before calculation.

Frequency: 40%

Example:

#REF!

QUARTILE shows #REF! error

Cause:

The cell range reference has been deleted, moved, or is invalid. This commonly occurs when rows or columns containing the data range are deleted after the formula was created

Solution:

1. Recreate the formula with a valid cell range reference 2. Use named ranges instead of cell references for better stability 3. Check if the worksheet containing the referenced cells still exists 4. Verify you haven't accidentally deleted rows or columns in the data range 5. Update the formula to point to the correct current location of your data

Prevention:

Use named ranges (e.g., "SalesData") instead of cell references (e.g., A2:A50). Named ranges automatically adjust when data is moved. Use Table references in Excel (=QUARTILE(Table1[Sales], 2)) which are more resilient to structural changes. Always use absolute references ($A$2:$A$50) to prevent reference errors when copying formulas.

Frequency: 15%

Example:

Incorrect Result

QUARTILE returns a number but it seems wrong

Cause:

Common causes include: hidden rows/columns in the range being excluded, data not being sorted (though QUARTILE handles this internally), using QUARTILE.EXC vs QUARTILE.INC in Excel causing different results, or misunderstanding what the quartile number represents

Solution:

1. Unhide all rows and columns in your data range to ensure all values are included 2. Verify you're using the correct quartile number: 0=min, 1=25th percentile, 2=median, 3=75th percentile, 4=max 3. In Excel, understand that QUARTILE uses the inclusive method; compare with QUARTILE.INC and QUARTILE.EXC if results seem off 4. Double-check your data range doesn't include header rows or totals 5. Use the MEDIAN() function to verify Q2 matches (it should)

Prevention:

Always review your data range visually before applying QUARTILE. Use Excel's "Go To Special" > "Visible cells only" if you have filtered data. Document which quartile method you're using (inclusive vs exclusive) for consistency. Create a validation check: =QUARTILE(range, 2) = MEDIAN(range) should return TRUE.

Frequency: 10%

Example:

Best Practices and Pro Tips

Use Named Ranges for Better Formula Management

Instead of using cell references like A2:A100, create a named range called "SalesData" and use =QUARTILE(SalesData, 2). This makes formulas more readable, prevents #REF! errors when rows/columns are added or deleted, and makes it easier to update the data range in one place. In Excel, create named ranges via Formulas > Define Name. In Google Sheets, use Data > Named ranges.

Combine with PERCENTILE for More Granular Analysis

While QUARTILE gives you fixed 25% intervals (quartiles), PERCENTILE lets you specify any percentage. For example, QUARTILE(range, 3) returns the 75th percentile, which is the same as PERCENTILE(range, 0.75). Use QUARTILE for standard statistical analysis and box plots, but switch to PERCENTILE when you need specific percentages like 90th or 95th percentile for performance evaluation or risk analysis.

Always Validate Your Data Range First

Before applying QUARTILE, verify your data is clean and complete. Use COUNTA() to check you have enough values (minimum 2), ISNUMBER() to verify numeric data, and consider using conditional formatting to highlight non-numeric entries. This prevents errors and ensures accurate results. Create a pre-check formula: =IF(AND(COUNTA(A2:A100)>=2, SUMPRODUCT(--ISNUMBER(A2:A100))=COUNTA(A2:A100)), "Ready", "Clean data first")

Beware of Excel's Different Quartile Methods

Excel offers three QUARTILE functions: QUARTILE (legacy), QUARTILE.INC (inclusive), and QUARTILE.EXC (exclusive). They can return different results, especially with small datasets. QUARTILE and QUARTILE.INC are identical and include the dataset's min/max in calculations. QUARTILE.EXC excludes them, which some statisticians prefer. Google Sheets only has QUARTILE (equivalent to Excel's QUARTILE.INC). For consistency across platforms, document which method you're using and stick with it.

Create Dynamic Quartile Dashboards

Build interactive dashboards by combining QUARTILE with data validation dropdowns. Create a cell with a dropdown containing {0,1,2,3,4} or {"Minimum","Q1","Median","Q3","Maximum"}. Use MATCH or CHOOSE to convert labels to numbers, then reference that cell in your QUARTILE formula. This lets users select which quartile to view without editing formulas. Add conditional formatting to highlight values above Q3 (top performers) or below Q1 (needs attention).

Use Interquartile Range (IQR) to Detect Outliers

The IQR (Q3 - Q1) is a robust measure of spread that's resistant to outliers. Calculate it as =QUARTILE(range,3)-QUARTILE(range,1). Then identify outliers as values below Q1-1.5×IQR or above Q3+1.5×IQR. This is the method used in box plots and is more reliable than standard deviation for skewed data. Create a helper column with: =IF(OR(A2<(Q1-1.5*IQR), A2>(Q3+1.5*IQR)), "Outlier", "Normal") to automatically flag unusual values.

Performance Optimization for Large Datasets

For datasets with 10,000+ rows, QUARTILE can slow down your spreadsheet if used in many cells. Optimize by: (1) Calculate quartiles once in helper cells and reference those cells instead of recalculating; (2) Use absolute references ($A$2:$A$10000) so Excel doesn't recalculate for each row; (3) Consider array formulas or pivot tables for summary statistics; (4) In Google Sheets, use ARRAYFORMULA for batch calculations. A single QUARTILE calculation is fast, but 1000 identical calculations will bog down your sheet.

Understand the Difference from MEDIAN

QUARTILE(range, 2) and MEDIAN(range) should return the same value—the middle of your dataset. If they don't match, you have a data range problem. Use this as a validation check. However, remember that quartiles divide data into four parts, while MEDIAN only finds the center. For complete distribution analysis, you need Q1, Q2 (median), and Q3. Think of MEDIAN as a special case of QUARTILE, useful when you only need the center point.

QUARTILE vs Similar Functions

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