Adjusting for seasonality
A seasonal index is a multiplier that describes how a season compares with the average season. Remove that multiplier by division and restore it by multiplication
- Remove the seasonal effect Divide an actual value A by its seasonal index I \(\displaystyle D=\frac{A}{I}\)
- Restore the seasonal effect Multiply a deseasonalised value D by the applicable seasonal index \(\displaystyle A=D\times I\)
- Compare the index with one An index above one is above the average season; an index below one is below the average season \(\displaystyle I=1.20>1\Rightarrow20\%\text{ above average}\)
- Find a correction percentage Use the removal multiplier 1 divided by I, then compare it with one \(\displaystyle I=0.80\Rightarrow\frac{1}{I}=1.25\Rightarrow25\%\text{ increase}\)
Worked example
A community pool records 720 visits in a quarter with seasonal index 1.20. Find the deseasonalised value, then reseasonalise it for a quarter with index 0.80
- \(\displaystyle D=\frac{720}{1.20}=600\)Divide the actual value by its index to remove the first seasonal effect
- \(\displaystyle A_2=600\times0.80=480\)Multiply the deseasonalised value by the second index to restore seasonality
- \(\displaystyle \text{final actual value}=480\text{ visits}\)The reseasonalised value is 480 visits
Common mistakes
Difficulty levels
Questions about this topic
What does a seasonal index of 1.20 mean?+
The season is typically 1.20 times the average season, which is 20% above the average
Why is division used to deseasonalise?+
The actual value is the deseasonalised value multiplied by its seasonal index, so division by the index reverses that multiplication
How is the percentage correction found?+
Subtract one from the removal multiplier, then multiply by 100. The sign gives the direction and the absolute value gives the percentage magnitude
Can I use a calculator?+
A calculator is allowed unless a question is marked no calculator
Which year level and chapter is this?+
Year 12, VCE Units 3 & 4, General Mathematics, chapter 5: Time series