Labels:
dallas baptist,
dallas baptist baseball,
dbu
Click on the link to view the new team and player projections for the 2015 Dallas Baptist baseball season. You will have to scroll down to view the tables dedicated to Dallas Baptist.
The tables along with the estimated winning percentage will be updated periodically to reflect the most recent outlook.
2015 Dallas Baptist baseball projections
2015 Dallas Baptist Baseball Projections
Monday, December 15, 2014
Click on the link to view the new team and player projections for the 2015 Dallas Baptist baseball season. You will have to scroll down to view the tables dedicated to Dallas Baptist.
The tables along with the estimated winning percentage will be updated periodically to reflect the most recent outlook.
2015 Dallas Baptist baseball projections
Labels:
bradley baseball,
bradley baseball projections,
bradley university
2015 Bradley Baseball Projections Now Up
Friday, November 7, 2014
Click on the link to view the new team and player projections for the 2015 Bradley baseball season. You will have to scroll down to view the tables dedicated to Bradley baseball.
The tables along with the estimated winning percentage will be updated periodically to reflect the most recent outlook.
2015 Wichita State Baseball Projections Now Up
Click on the link to view the new team and player projections for the 2015 Wichita State baseball season.
The tables along with the estimated winning percentage will be updated periodically to reflect the most recent outlook.
Labels:
mlb,
mlb statcast,
statcast
StatCast Playoff Data Breakdown
Now that the baseball season is over I thought I would throw together a little data breakdown of the 2014 playoffs according to the public StatCast records available. I created a rough relational database that will allow me to run a few simple queries to give us an idea of what information the new system will be able to spit out on a daily basis (fingers crossed, next season). I built the database with the anticipation of adding to the records next year as more data is released. I hope, eventually, there will be complete statistics available for each play because in the current format there are many null values which drives me nuts, but it is what it is.
Seven tables make up the database that is designed to catch each play in it's entirety. The four main tables are BATTING, FIELDING, PITCHING, and RUNNING. This is where all of the new fancy data is stored. Now as to not get further into the weeds lets take a look at what we got.
Labels:
kansas city royals,
royals,
royals projections
The Average Royals Offense is Good Enough
Monday, September 8, 2014
With September in full swing the Royals can finally see the playoffs within reach. They are 2 games ahead of the Detroit Tigers in the AL Central and according to Clay Davenport have a 73% chance of making the playoffs.
The Royals 2014 projections only explain half of the reason of why they are where they are in the standings right now. The other half has to do with how the Tigers have not lived up to their preseason estimates and that has a lot to do with Detroit's pitching. I am not going to get into all of those details at the moment. Instead we are just tackling the Royals offense.
We know the Royals pitching has been great; we know their defense has been even better, but what we underestimate is just how average their offense has been. Yes, I said average. Kansas City's pitching and defense could have been great this year but if just two or three players underperformed their pre-season expectations by a good amount then this season could have been a bust, (still could). I can see this being argued as just another angle in which to look at the statistics, but really the most consistent part of Kansas City's team has been their pitching and defense so it makes sense to look at KC's offense to understand how they have pulled this season off.
Their farm system was known before the season to be loaded with pitching talent and we were told that the talent would finally be contributing this season, but the offense has always been a bigger question mark. You hoped guys like Hosmer and Moustakas would start putting it together, but you could not count on that. Up to this point in their careers they have not shown true signs of consistency.
The Royals front office, and most fans, banked on their hitters outperforming their projections this season in order to catapult the team into playoff contention. What no one expected was for them to play as predicted and quite arguably slightly under those predictions and still be in the hunt.
The Royals offense holds a current R/G average of 4.01. I projected at the beginning of the season that they would have a R/G of 4.12 by seasons end. For the most part, the 2014 Royals offense has played just as forecasted. Sure we all expected more power from Billy Butler and we didn't expect Moustakas to flirt with the Mendoza line all year, but as far as overall production the forecast was spot on. Below is my predictions for the Royals 2014 hitting statistics by player.
And here is the current Royals hitters statistics as of 9-8-2014. This was downloaded from Baseball-Reference.com. Don't get glossy eyes, these two tables are meant for you to just browse at leisure to see for yourself how the Royals have met and only met offensive expectations. In this case, with 21 games to go in the season, average might just be good enough.
The Royals 2014 projections only explain half of the reason of why they are where they are in the standings right now. The other half has to do with how the Tigers have not lived up to their preseason estimates and that has a lot to do with Detroit's pitching. I am not going to get into all of those details at the moment. Instead we are just tackling the Royals offense.
We know the Royals pitching has been great; we know their defense has been even better, but what we underestimate is just how average their offense has been. Yes, I said average. Kansas City's pitching and defense could have been great this year but if just two or three players underperformed their pre-season expectations by a good amount then this season could have been a bust, (still could). I can see this being argued as just another angle in which to look at the statistics, but really the most consistent part of Kansas City's team has been their pitching and defense so it makes sense to look at KC's offense to understand how they have pulled this season off.
Their farm system was known before the season to be loaded with pitching talent and we were told that the talent would finally be contributing this season, but the offense has always been a bigger question mark. You hoped guys like Hosmer and Moustakas would start putting it together, but you could not count on that. Up to this point in their careers they have not shown true signs of consistency.
The Royals front office, and most fans, banked on their hitters outperforming their projections this season in order to catapult the team into playoff contention. What no one expected was for them to play as predicted and quite arguably slightly under those predictions and still be in the hunt.
The Royals offense holds a current R/G average of 4.01. I projected at the beginning of the season that they would have a R/G of 4.12 by seasons end. For the most part, the 2014 Royals offense has played just as forecasted. Sure we all expected more power from Billy Butler and we didn't expect Moustakas to flirt with the Mendoza line all year, but as far as overall production the forecast was spot on. Below is my predictions for the Royals 2014 hitting statistics by player.
And here is the current Royals hitters statistics as of 9-8-2014. This was downloaded from Baseball-Reference.com. Don't get glossy eyes, these two tables are meant for you to just browse at leisure to see for yourself how the Royals have met and only met offensive expectations. In this case, with 21 games to go in the season, average might just be good enough.
Labels:
all star salary,
mlb all star,
runs created
Batters' Salaries After an All Star Year Compared to Their Production
Thursday, August 21, 2014
This post goes along with a previous post in which I found that "...an All-Star selection can increase a player's salary significantly; on average by $1,517,550." Read the previous post here. What I did not demonstrate in the previous post, but intend to explain in this post is how that increase in a player's salary the year after an All-Star team selection relates to their statistical performance in that same year.
I used the same data that I compiled for the previous post, which included the list of All-Stars from 2002 - 2013 and their salaries before and after they were selected to the All-Star team, and added those same players core season statistics. For this post I am only going to deal with the batters, therefore I deleted the pitchers from my dataset as to not skew the calculations.
What I found was somewhat alarming, but not all that surprising. As I mentioned before, a player's salary increases by about $1.5 million on average the year after they are an All-Star. When I eliminated the pitchers from this list I found that batters ordinarily see an increase in annual salary of $1,426,104; a little less, but still a significant increase. As you look at the table, you will see that although teams tend to pay their batters more for making the All-Star team they do not necessarily see an increase or even a sustained level of production the following year from those players.
With that being said, in the grand scheme of things a drop off of an average of 18.1 Runs Created from one year to the next could be nothing more than simple regression. There will be years in which a player over performs for whatever reason. This does not mean the player is "overrated" or that he won't have another good year in the future. It simply means that if a player is a consistent .750 OPS guy and he has a year in which his OPS is .820 it's safe to say the next season he would be due to regress.
Also, I did not include age in my query of this dataset, but it should not be ruled out. If I'm not mistaken, with exception to perennial All-Stars (i.e. Jeter), players tend to make the All-Star team during their prime year(s) meaning 25-28 year old. As a whole, this slight drop off in production might be nothing more than age taking its toll.
So back to the question I posed in the previous post on whether an increase in a player's salary for making an All-Star game is justifiable for teams based on the future production of that player. At least with regards to the All-Star batters I would have to say no. Even though the overall average decrease in Runs Created was minimal, 18.1, it was still a decrease. I'm not saying don't reward the player at all, but it seems much more suitable in this case for teams to pay one time bonuses to players instead of increasing their annual salaries. Why pay a player a higher salary and ultimately shrink your payroll that much more for a guy who performed well for 90 games or so? This allows more risk to creep back into a team's decisions. I say, leave the salary raises for current players that prove they can consistently perform at a high level for multiple seasons or save the money for free agent acquisitions.
The way the system works right now, a player can take advantage of a half seasons worth of good games or even a strong marketing campaign to elevate their annual salary by $1.5 million. Teams that have to scrape every penny to obtain and keep good players should pay close attention to these kinds of findings so they are not poorly allocating scarce resources. Its Economics 101.
(SQL query of Lahman database using the Salaries, Batting, and AllStarFull followed by data manipulation in R studio)
I used the same data that I compiled for the previous post, which included the list of All-Stars from 2002 - 2013 and their salaries before and after they were selected to the All-Star team, and added those same players core season statistics. For this post I am only going to deal with the batters, therefore I deleted the pitchers from my dataset as to not skew the calculations.
What I found was somewhat alarming, but not all that surprising. As I mentioned before, a player's salary increases by about $1.5 million on average the year after they are an All-Star. When I eliminated the pitchers from this list I found that batters ordinarily see an increase in annual salary of $1,426,104; a little less, but still a significant increase. As you look at the table, you will see that although teams tend to pay their batters more for making the All-Star team they do not necessarily see an increase or even a sustained level of production the following year from those players.
With that being said, in the grand scheme of things a drop off of an average of 18.1 Runs Created from one year to the next could be nothing more than simple regression. There will be years in which a player over performs for whatever reason. This does not mean the player is "overrated" or that he won't have another good year in the future. It simply means that if a player is a consistent .750 OPS guy and he has a year in which his OPS is .820 it's safe to say the next season he would be due to regress.
Also, I did not include age in my query of this dataset, but it should not be ruled out. If I'm not mistaken, with exception to perennial All-Stars (i.e. Jeter), players tend to make the All-Star team during their prime year(s) meaning 25-28 year old. As a whole, this slight drop off in production might be nothing more than age taking its toll.
So back to the question I posed in the previous post on whether an increase in a player's salary for making an All-Star game is justifiable for teams based on the future production of that player. At least with regards to the All-Star batters I would have to say no. Even though the overall average decrease in Runs Created was minimal, 18.1, it was still a decrease. I'm not saying don't reward the player at all, but it seems much more suitable in this case for teams to pay one time bonuses to players instead of increasing their annual salaries. Why pay a player a higher salary and ultimately shrink your payroll that much more for a guy who performed well for 90 games or so? This allows more risk to creep back into a team's decisions. I say, leave the salary raises for current players that prove they can consistently perform at a high level for multiple seasons or save the money for free agent acquisitions.
The way the system works right now, a player can take advantage of a half seasons worth of good games or even a strong marketing campaign to elevate their annual salary by $1.5 million. Teams that have to scrape every penny to obtain and keep good players should pay close attention to these kinds of findings so they are not poorly allocating scarce resources. Its Economics 101.
(SQL query of Lahman database using the Salaries, Batting, and AllStarFull followed by data manipulation in R studio)
Labels:
all star salary,
mlb all star,
mlb salary
It Pays To Be An All-Star
Sunday, August 17, 2014
I am fascinated with MLB player salaries (all sports salaries for that matter), and I wanted to know if it was worth anything to the player to be selected to an All-Star team. I know players typically have incentives built into their contract for achievements such as this, but they usually fall under the category of a one time bonus. What about their actual salary? Is it affected if the player makes an All-Star team?
The Logic
To bring this question to light, I first compiled a list of every player that has been selected to an All-Star team from 2002 - 2013. I chose to use this time frame to keep the salaries at a somewhat comparable level to today's. Go back to far in history and player salaries are significantly lower. Once I had my list of players, I found the average player salary for each of those years as well as an average for all years combined. I then gathered those same players' salaries for the year after they were an All-Star. A quick subtraction formula gave me the difference for each players' salary before and after they were an All-Star. I calculated the mean of those values to understand if player salaries increase or decrease the year after an All-Star team selection and by how much.
The Numbers
The total average salary of pre-All-Star players from 2002-2013 was $6,811,333. The total average salary of those same players for the year after they were an All-Star was $8,436,326. That's a difference of +1,624,993. The average difference was calculated to be $1,517,550. Below is a bar chart breaking down the difference in player salaries from year to year.
It seems that an All-Star selection can increase a player's salary significantly; on average by $1,517,550. What does this mean for MLB players and teams? For players, it means do everything you can to get on the All-Star team. This includes those goofy campaign videos players use to gain publicity and in turn get votes.
Lucory's campaign video: http://m.mlb.com/video/topic/8879232/v33770085
For teams, a player achieving All-Star status seems to be a catch 22. Or is it? Of course the team wants all of their players to play like All-Stars, but it will cost them in elevated salaries if they actually make the team. I don't think this bothers clubs though. For one, I am guessing (since I do not have the hard data) that teams gain some cheap branding from a player's involvement in the All-Star game and two, the increase in the players production on the field elevates his market value which would most likely demand an increase in salary.
For a future post I might look deeper into the average increase (or decrease) in WAR or RC by a player who makes the All-Star game compared to their increase in salary. This will help teams realize whether an increase in a players salary in truly warranted. It would also help teams determine how much to increase a players salary if it was found to be a worth while investment.
The Logic
To bring this question to light, I first compiled a list of every player that has been selected to an All-Star team from 2002 - 2013. I chose to use this time frame to keep the salaries at a somewhat comparable level to today's. Go back to far in history and player salaries are significantly lower. Once I had my list of players, I found the average player salary for each of those years as well as an average for all years combined. I then gathered those same players' salaries for the year after they were an All-Star. A quick subtraction formula gave me the difference for each players' salary before and after they were an All-Star. I calculated the mean of those values to understand if player salaries increase or decrease the year after an All-Star team selection and by how much.
The Numbers
The total average salary of pre-All-Star players from 2002-2013 was $6,811,333. The total average salary of those same players for the year after they were an All-Star was $8,436,326. That's a difference of +1,624,993. The average difference was calculated to be $1,517,550. Below is a bar chart breaking down the difference in player salaries from year to year.
It seems that an All-Star selection can increase a player's salary significantly; on average by $1,517,550. What does this mean for MLB players and teams? For players, it means do everything you can to get on the All-Star team. This includes those goofy campaign videos players use to gain publicity and in turn get votes.
Lucory's campaign video: http://m.mlb.com/video/topic/8879232/v33770085
For teams, a player achieving All-Star status seems to be a catch 22. Or is it? Of course the team wants all of their players to play like All-Stars, but it will cost them in elevated salaries if they actually make the team. I don't think this bothers clubs though. For one, I am guessing (since I do not have the hard data) that teams gain some cheap branding from a player's involvement in the All-Star game and two, the increase in the players production on the field elevates his market value which would most likely demand an increase in salary.
For a future post I might look deeper into the average increase (or decrease) in WAR or RC by a player who makes the All-Star game compared to their increase in salary. This will help teams realize whether an increase in a players salary in truly warranted. It would also help teams determine how much to increase a players salary if it was found to be a worth while investment.
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