Spending Smart: MLS Payroll Efficiency

Does spending more money translate to earning more points in Major League Soccer?

Dataset

Rank Team Points Payroll PPM (Core)
1Philadelphia Union66$13,365,5494.94
2Minnesota United58$13,804,4724.20
3Vancouver Whitecaps63$15,809,2243.99
4New York City FC56$14,963,9733.74
5Charlotte FC59$17,133,9853.44
6Columbus Crew54$16,355,8693.30
7Orlando City53$16,440,7853.22
8San Diego FC63$20,033,0293.14
9Austin FC47$15,331,9473.07
10Real Salt Lake41$13,413,8863.06

Charts & Analysis

Chart 1
PPM Ranking
PPM Ranking bar chart

Philadelphia Union had the best PPM at 4.94, which means they got the most points out of every million dollars they spent. The rest of the teams are pretty close together, which shows that spending more does not automatically mean earning more points.

Chart 2
Points Earned vs. Payroll Spent by Team
Grouped bar chart of points vs payroll

Philadelphia had a low payroll and still earned the most points. San Diego FC spent the most money of any team but only finished in the middle of the pack. This chart makes it easy to see which teams got good value and which ones did not.

Chart 3
Payroll vs. Points (Scatter)
Scatter plot of payroll vs points

This chart shows that there is no clear pattern between payroll and points. San Diego spent $20 million and got 63 points, while Vancouver spent about $5 million less and got the same result. Higher spending does not mean more points.