Only 3% of the benefits budget goes to people seeking work. Half the benefits budget goes on pensions. I had a look at the DWP source stats. You'll find a summary of those stats here.
Here's the pie chart I've drawn up from the data.
Click to enlarge.
Tip of the hat to Jon Leighton - his blog post was shared by thousands on Facebook. His chart is slightly different to mine.