Generating sum of rolling data using the Lag function

Rolling Data, known as Moving average, is a time-based calculation to get an insight into trends for a defined period.

If the time frame for the moving average is 12 months, the data that is 13 months old be dropped, and the new month’s data will be added.

In the below example, we will be calculating rolling three months of sales data.

data raw_Data;
	a="01JAN2019"d;
	b="30NOV2019"d;
do i=1 to 100;
    sales=rand("Integer",100,10000);
    transaction_Date=a+floor((b-a)* rand("uniform"));
    month=month(transaction_Date);
    output;
end;

format transaction_Date mmddyy10.;
drop a b i;
run;

We have prepared the data by generating random dates (between 01JAN2019 to 30NOV2019) and numbers between 1 to 100, which represent sales amount.

proc Summary data=raw_Data nway;
	class month;
	var sales;
	output out=trends(drop=_TYPE_ _FREQ_) sum=sales;
run;

The sum of the sales amount is grouped so that we get the total sales data for each month.

Lag Function Example
data Rolling_data;
	set trends;
	rolling_total + sales - coalesce(lag3(sales),0);
run;

Output:

Generating sum of rolling data using the Lag function
  • Lag of Sales is calculated by looking back at three observations.
  • The running total is calculated by adding the current sales and subtracting the first sales of the window period. In this case, the window period is 3.
  • Once the 4th sale is added to the running total, the 1st sale is subtracted.
  • Coalesce function computes the first non-missing values and assigns 0. This is required as the 1st three sales will have missing values.

Every week we'll send you SAS tips and in-depth tutorials

JOIN OUR COMMUNITY OF SAS Programmers!

Subhro Kar is an Analyst with over five years of experience. As a programmer specializing in SAS (Statistical Analysis System), Subhro also offers tutorials and guides on how to approach the coding language. His website, 9to5sas, offers students and new programmers useful easy-to-grasp resources to help them understand the fundamentals of SAS. Through this website, he shares his passion for programming while giving back to up-and-coming programmers in the field. Subhro’s mission is to offer quality tips, tricks, and lessons that give SAS beginners the skills they need to succeed.