Excel Statistical Formulas
SkillFiles & storageUse Excel statistical functions for descriptive analysis including percentiles, weighted calculations, and data summaries.
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The instructions your AI receives, as published by cxcscmu/skilllearnbench in skills/b1-one-shot-claude-haiku-4-5/weighted-gdp-calculation/excel-statistical-formulas/SKILL.md and read by ahel’s review.
Overview
Statistical functions in Excel calculate measures like mean, median, percentiles, and enable weighted calculations for economic data analysis.
Core Statistical Functions
Basic Descriptive Statistics
MIN - Returns the smallest value
=MIN(range)
=MIN(H35:L40)
MAX - Returns the largest value
=MAX(range)
=MAX(H35:L40)
MEDIAN - Returns the middle value
=MEDIAN(range)
=MEDIAN(H35:L40)
AVERAGE - Returns the arithmetic mean
=AVERAGE(range)
=AVERAGE(H35:L40)
Percentile Functions
PERCENTILE - Returns the kth percentile of a dataset
=PERCENTILE(range, k)
Where k is a decimal (0.25 for 25th percentile, 0.75 for 75th percentile)
Examples:
25th Percentile: =PERCENTILE(H35:L40, 0.25)
75th Percentile: =PERCENTILE(H35:L40, 0.75)
PERCENTILE.INC vs PERCENTILE.EXC:
- PERCENTILE.INC: Inclusive method (older PERCENTILE function)
- PERCENTILE.EXC: Exclusive method (newer, statistical best practice)
Weighted Mean Calculation
SUMPRODUCT for Weighted Mean
The SUMPRODUCT function multiplies corresponding elements in arrays and returns the sum of products.
Syntax:
=SUMPRODUCT(array1, array2, ...)
Weighted Mean Formula:
=SUMPRODUCT(values_array, weights_array) / SUM(weights_array)
Example: Weighted Mean of Net Exports by GDP Weight
=SUMPRODUCT(G35:G40, GDP_weights) / SUM(GDP_weights)
How it works:
- Multiply each value by its corresponding weight
- Sum all products
- Divide by sum of weights
Handling Multiple Columns
For data across multiple columns (like multiple years), you may need to:
- Flatten the data into single rows/columns, or
- Use array formulas with SUMPRODUCT
Example with multiple criteria:
=SUMPRODUCT((range1=criteria1)*(range2=criteria2)*values) / SUMPRODUCT((range1=criteria1)*(range2=criteria2)*weights)
Percentage Calculations
Converting to Percentage Display
Excel stores percentages as decimals (0.123 = 12.3%).
To display as percentage (12.3 instead of 0.123):
=formula_result * 100
To round to one decimal place:
=ROUND(formula_result * 100, 1)
Combined example:
=ROUND(SUMPRODUCT(values, weights) / SUM(weights) * 100, 1)
Practical Example: GCC Net Exports Analysis
Step 1: Calculate Net Exports Percentage
=Net_Exports / GDP * 100
Step 2: Calculate Statistics
Min: =MIN(values) * 100
Max: =MAX(values) * 100
Median: =MEDIAN(values) * 100
Mean: =AVERAGE(values) * 100
25th %ile: =PERCENTILE(values, 0.25) * 100
75th %ile: =PERCENTILE(values, 0.75) * 100
Step 3: Weighted Mean
=SUMPRODUCT(values, weights) / SUM(weights) * 100
Where:
- values: Net exports as % of GDP
- weights: GDP figures (or country weights)
Rounding Best Practices
ROUND function:
=ROUND(number, num_digits)
- num_digits = 1 for one decimal place
- num_digits = 0 for whole numbers
- num_digits = -1 for tens place
Example:
=ROUND(12.345 * 100, 1) → 1234.5
=ROUND(0.12345 * 100, 1) → 12.3
Performance Considerations
- SUMPRODUCT with conditions: More flexible than SUMIFS, but slower on large datasets
- Array formulas: Use where needed but consider calculation time
- Volatile functions: MIN, MAX, PERCENTILE may recalculate frequently
Tips for Economic Data
-
Handling missing data: Use IFERROR with statistical functions
=IFERROR(PERCENTILE(range, 0.25), "N/A") -
Weighted by GDP: When calculating regional averages, weight by GDP size
=SUMPRODUCT(country_values, country_gdp) / SUM(country_gdp) -
Multi-year analysis: Calculate across years while maintaining criteria
-
Sensitivity: Test with subsets to validate formula logic
Signals
- GitHub stars
- 83
- Forks
- 5
- Last commit
- Jul 2026
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excel-statistical-formulas- Source
- github.com/cxcscmu/skilllearnbench