Chuck Rak
chuckrak.bsky.social
Chuck Rak
@chuckrak.bsky.social
Math enjoyer
😃
a woman is asking what is good .
ALT: a woman is asking what is good .
media.tenor.com
April 1, 2025 at 1:27 AM
Did they change projections? I couldn’t see anything that stood out
March 28, 2025 at 4:25 PM
Does the recent reporting from Olney re: deferrals and present value (closer to 3/90) change your opinion here?
February 13, 2025 at 3:55 PM
@mikepetriello.bsky.social, Lance mentioned that he had seen some statcast wind data that was more descriptive/specific, is this publicly available? I don't seen anything for wind on statcast, currently using retrosheet's wind data.
January 3, 2025 at 5:21 AM
Got it. Going to try and incorporate some interaction with headwinds expected positive for IVB and tailwinds expected negative and see if there is anything there.
January 3, 2025 at 4:06 AM
The model aims to predict an individual pitchers' z-scores, so using league average is a bit of a shortcut evaluation, but it doesn't seem far off from the 2% you are suggesting?
January 3, 2025 at 4:04 AM
Expanding on this, league avg 4SFB IVB Std deviation is 2.97", so 10 degree change is roughly a 0.55" change in IVB, which is a 3.5% change from the league average IVB of 15.71", but not sure if that should be the denominator?
January 3, 2025 at 4:02 AM
I am not entirely sure how to go about finding a "fraction" here because I'm not quite sure what the denominator should be.
For the univariate OLS model of iVB_Z-Score ~ Temperature, the Z-Score decreases by 0.0186 for a 1 degree increase in temperature.
January 3, 2025 at 3:59 AM
@redsoxstats.bsky.social not sure where you primarily reside now but thought this might be of interest to you.
January 2, 2025 at 6:54 PM
The initial goal of this was to see if Walker Buehler was substantially weather/season-average predicted 4SFB iVB, suggesting regained life on the pitch. More work needed here, but seeing 3 outperformances to end the year is mildly encouraging.
January 2, 2025 at 6:53 PM
Contrasting two games of similar pitchers / weather. We see that the Z-Scores are far crazier in Citi Field than Yankee Stadium. The next step here would be to try and model iVB for an individual ballpark, based on weather.
January 2, 2025 at 6:53 PM
Curious if you have further thoughts on what to look for here re:wind data, or what aspects of you think play the biggest role in iVB variance @pobguy.bsky.social ? @elibenporat.bsky.social mentioned that you might have some insight here.
January 2, 2025 at 5:25 PM
Continuing the discussion from twitter, both @tjstats.nesti.co and @lancebroz.bsky.social mentioned that it is likely the wind data is not descriptive enough, including the possibility of wind bouncing off wall behind home plate having an amplified effect.
January 2, 2025 at 5:23 PM
Attempts to include wind direction in the linear model did not improve the models performance.
January 2, 2025 at 5:18 PM
This suggests that either a) the weather(specifically wind) data is not descriptive enough (and thus is not being appropriately accounted for by the model) or b) there are other factors at play that have not been taken into consideration
January 2, 2025 at 5:18 PM
The model predicts a 4SFB iVB Z-Score of 0.41 for this game; though the actual Z-Scores were all much higher than this
bsky.app/profile/chuc...
Walker Buehler had a strong outing in G3 of the NLCS. His 4S Fastball averaged 20.2" of iVB, outperforming his season average of 16.6". Other pitchers in this game saw similar outperformances.
January 2, 2025 at 5:16 PM
This model is trained using data from the 2024 MLB Regular Season.

We can then use this to predict what we would expect 4SFB iVB Z-Score for pitchers to be in G3 of the NLCS, based on the weather (51 degrees Fahrenheit, 8MPH wind speed).
January 2, 2025 at 5:16 PM
Our model will look like the following:
(Predicted 4SFB iVB Z-Score for game) = B_0 + B_1 * (Wind Speed) + B_2 * (Temperature)

We find both temperature and windspeed have a significant effect on 4SFB iVB Z-Score, and that they account for ~22% of the variance in this Z-Score.
January 2, 2025 at 5:15 PM
Do you mean this as in they’ll be priced out or you don’t think Vlad is worth that contract?
December 25, 2024 at 3:51 AM