Is It Bad to Have an Optimistic Forecast?
Just because you are optimistic overall doesn’t mean you are doing anything good or bad.
It may reduce the absolute error by guessing the median higher than the mean. For example, what’s the better guess:
Guess1 Guess2 Actual 490 575 700 490 575 675 490 575 650 490 575 625 490 575 600 490 575 550 490 575 500 490 575 400 490 575 200 490 575 0
Guess1 represents the actual average, while Guess2 represents the median.
Here is the absolute error for each pick:
Guess1 Guess2 Actual Error1 Error2 490 575 700 210 125 490 575 675 185 100 490 575 650 160 75 490 575 625 135 50 490 575 600 110 25 490 575 550 60 25 490 575 500 10 75 490 575 400 90 175 490 575 200 290 375 490 575 0 490 575
The average of Error1 is 174 and the average of Error2 is 160. So, guessing higher reduces the overall average error.
Guess1 totaled 4900 PA while Guess2 totaled 5750 PA. The actual PA was 4900. So, in this particular illustration, if it represents anything resembling reality, fans are justified in guessing PA 10% above what the group total would suggest.
Basically, fans are not only justified but are probably correct: they are not guessing on random events; they are not guessing randomness by distributing things evenly to everyone.
Indeed, in this particular illustration, the Fans could have set the forecast at anything between 550 and 600, and the average error would remain at the (minimum) of 160.
So, it is NOT a requirement that things actually add up at the league or team level. Indeed, being optimistic may very well be the right thing to do.
At the same time, you now have to be careful in trying to take things out of context. You can’t add up all the team’s forecasted WAR or forecasted HR and think that’s what is the best forecast at the team level. If we add up all the individual forecasted WAR, we’re going to get a total like 1500, when in reality, it’s going to come in at 1000. Just be careful in taking things out of context.
I’d work on making those charts a little more readable, but regardless nice premise. This is pretty much what was being discussed at THT not long ago