SQL Aggregate Function over partitions - sql

Question

I'm relatively new to SQL but have learned some cool stuff. I'm getting results that don't make sense. I've got a query with several subqueries and what-not but I have a windowed function that isn't working like I'm expecting.
The part that isn't working is this (simplified from the 300 line query):
SELECT AVG(table.sales_amount)
OVER (PARTITION BY table.month, table.sales_rep, table.department)
FROM table
The problem is that when I pull the data non aggregated I get a value different (107) than the above returns (95).
I've used windowed functions for COUNT and SUM and they work fine, but AVG is acting strangely. Am I missing something about how this works with AVG?
The subquery that table is a standin for looks like:
sales_rep, month, department, sales_amount
1, 2017-1, abc, 125.20
1, 2017-2, abc, 120.00
2, 2017-1, def, 100.00
...etc
Working out of Sql Server Management studio
SOLVED: I did finally figure it out, the results i was joining this subquery to had the sales rep multiple times in a month selling objects A&B which caused whoever sold both to be counted twice. whoops, my bad.

Answer 1

The results that you get should be the same values as in:
SELECT AVG(table.sales_amount)
FROM table
GROUP BY table.month, table.sales_rep, table.department;
Of course, the rows will be different. You need to match up the three key columns.
Based on your sample data, it looks like the partitioning keys uniquely define each row. Perhaps you really intend:
SELECT AVG(table.sales_amount) OVER () as overall_average
FROM table;
EDIT:
For the departmental average:
SELECT AVG(table.sales_amount) OVER (partition by table.department) as department_average
FROM table;

Answer 2

After some bruteforcing of potential errors I finally figured out the issue. I was joining that subquery to the another which had multiple instances of a sales_rep in a given month (selling objects a & b) which caused the average of those with sales of both objects to be counted twice instead of once.
so sales rep 1 sold objects a & b which made his avg count as 66% of the dept avg instead of 50%, and sales rep 2 count only 33%.