Monday, July 28, 2014

PED Use in the NFL

In the 21st century players using PED's has become so common that even players and coaches rarely bat an eye when it happens.  Fans on the other hand are a different story.

As fans we tend to over-react and often focus on the negative side of things.  The reason is that we don't have the whole story.  The well kept secret is that many coaches and teams turn a blind eye to players using PED's.  This is done because in 2011 during the Lockout the NFL Players Union won the right to not only have the nature of their PED use (what type) kept hidden from the public but also that the first instance of PED abuse can be at max a 4 game suspension.

www.westernjournalism.com

Since 2011 the amount of PED related suspensions has skyrocketed due to the low penalty.  In 2010 there where 5 suspensions for PED use, one year later there were 20 suspensions.  In 2010 there were several 8 game suspensions and even 1 indefinite suspension, all of these instances were first time offenders.  That means that there was a 4 times increase in PED use among players due to the lowered penalty for first time abusers.  This number is only on the rise as this year there have already been 15 suspensions and games have not even been played yet.

(www.nfl.com)




Below is a list of notable players from 2007 to 2010 suspended by the NFL for PED use:
Rodney Harrison
Marcus Stroud
Dwayne Bowe
Santonio Holmes
Brian Cushing
LenDale White

Now here is a list from 2011 to 2014 (the same time frame):
Kevin Williams
Will Smith
Fred Davis
Trent Williams
Tamba Hali
Joe Haden
Aqib Talib
Brandon Browner
Daryl Washington
Justin Blackmon
Bruce Irvin
Josh Gordon
Von Miller
Walter Thurmond
Robert Mathis
Dion Jordan
Lane Johnson

These are just the quality "Star" players, there are countless others who have either appealed (Richard Sherman) or are not very significant players.


So you tell me, coincidence or clearly just a tactic used by players and coaches.

Saturday, July 26, 2014

Mistakes Have Been Made?

The Dolphins camp opened up Friday and I already have a bone to pick with the brain trust down in Miami.

Training Camp is under way! (MiamiDolphins.com)

During OTA's the Dolphins looked to be fielding a majorly improved Offensive Line from last years abomination, but with the injury to Pro Bowler Mike Pouncy things have drastically changed.  Not only do the Dolphins have to find a replacement Center but they also must be smart in how they shuffle the line all together.

During OTA's this was the Dolphins line:

ALBERT   THOMAS   POUNCY   SMITH   JAMES

RED=Rookie
BLUE=Unproven
GREEN=Pro Bowler
PURPLE=Couldn't crack the starting line up on the worst Offensive Line in the league last year?!?!?!?
ORANGE=Yet another potentially washed up Offensive Lineman being brought in right before camp...

Of these 5 men only 2 have any real NFL experience, luckily for us those 2 are also Pro Bowl caliber players.  I had no problem with the Offensive Line configuration due to the fact that James and Thomas are surrounded by Veterans, who will at least have some clue of what is going on.

Sadly to open up camp my worst fears have been realized, this is the current setup as of Day 2 of Training Camp:

ALBERT   COLLEDGE   SMITH   THOMAS   JAMES 


The biggest problem with this line is that you have Thomas and James next to each other and the next closest Veteran is Shelly Smith who is essentially an unknown.

 James and Thomas during Day 1 of Training Camp (MiamiDolphins.com)

The Offensive Line could make or break a team that could be thrown into yet another rebuilding process if this year isn't a success, and none of the fans want that.

Thursday, July 3, 2014

The Statistics (and Physics) of Wide Receivers in the NFL: (Part III)

F= MA: Secret Ingredient for Exceptional Wide Receivers?

My apologies for the time it has taken me to compose the important conclusion to this series on what characteristics might make for exceptional NFL wide receivers.       

In today’s pass-happy league, these are extremely important positions on one’s roster.

We continue with our analysis of 495 NFL wide receivers from 1999-2012 as composed by Dr. Peter-Lawrence Smith and kindly shared by Armando Salguero from the Miami Herald.

Dolphins Wide Receiver Jarvis Landry: Wilfredo Lee/AP
 That data includes both the pre-career Scouting Combine or Pro-Day performance of each man and their eventual performance in the NFL.

We covered many of the details in the preceding column.  We also concluded in the last column, based on the numbers, that evaluating Dr. Smith’s designation of elite wide receivers that we could find no definitive correlation of those players with their 40 yard dash times from the combine.  This flies in the face of conventional wisdom which holds that speed is extremely important.

That’s one reason that Sammy Watkins was so sought-after in this year’s draft (he’s very fast at 4.34 seconds). That’s also a reason why receiver Jarvis Landry, which such reliable hands and good production for LSU fell to a point where the Dolphins could draft him. He was timed at a pedestrian 4.77 seconds in the 40 yard dash (However, in fairness, it is important to note that Landry ran it in 4.58 seconds at LSU’s pro day after his injured hamstring had healed).



Does that doom Landry in the pros? And how important is speed to NFL production form a wide receiver anyway?  If speed was everything, then wouldn’t all elite wide receivers be track stars?

First, let’s start with the premise that the single most important measure of production from a wide receiver is touch downs per game played. Sure, yards per game is important as are catches, yards per reception and other characteristics. While there are many metrics,  let’s assume that touchdowns per game are important.

To eliminate bias from receivers that were never really played, let’s further limit our field of assessment to players that were in more than 16 games in their career– the equivalent of a full season of play. That immediately removes the newest players with a limited track record and drops the numbers of receivers in our assessment from 495 to 261 receivers.

We’ll then use Dr. Smith’s data to find out how important the various combine measures might be to eventual NFL performance.  We include the 3-cone drill as well as shuttle times to see if we these agility measures might be important . We convert weight and 40 yard dash times into mass (kg) and speed (meters per second) for reasons that will become apparent shortly.

•    height ( inches)
•    vertical leap ( inches)
•    broadjump (inches)
•    shuttle time (seconds)
•    cone time (seconds)
•    mass (kg)
•    speed (m/sed)
           
Requiring that all our candidates have all these data further reduces the sample down to 175 receivers– still a healthy sample size.   

We then subjected each of the above characteristics to an Analysis of Variance (ANOVA) to see which of the above variables seemed significant to touchdown productivity per game. There were only three of the variables that were statistically significant at a 90% level. Vertical leap, broadjump, cone and shuttle times were not significant.  In order of significance, they were:

•    Mass (weight in kg)
•    Height (inches)
•    Speed (m/sec)   

However, putting these into a multiple-regression revealed that height in inches was not significant once mass was included– the two characteristics were related and mass was much more important of the two.  However, even with mass included, speed showed up as being very important– so important that both together explained about 7% of the touchdown production of NFL receivers. That may not sound like much, but remember we are trying to find a way to understand what might give an edge in evaluating talent at the combine. What did it say?
               

Look for big, fast receivers.

Realizing that mass and speed were both important, I suddenly remembered high school physics.

Force = mass times acceleration

And acceleration was speed squared.

Could it be that the statistics were just finding out what Newton had concluded centuries before:  that NFL receivers that would be most difficult to stop from reaching the end-zone would be those who were heaviest and fastest?

Thus, I created a new variable which was Force:

Force = mass (kg) * m/sec^2

Where:

Force is in Newtons (appropriately enough)


The regression analysis then revealed that the strongest (and only variable) with statistical strength to explain the long term success of NFL received in achieving touchdowns each game was Newton’s Force. Once Force was included in the regression, neither mass nor speed was important as single added variables.  Force was the single and most powerful explanation for touchdown efficiency and not speed alone.


Moreover, if I repeated the regression with Dr. Smith’s elite players entered as a dummy (0,1) variable, the elite designation immediately shows as important, but Force is still statistically significant.


Finally, if we regress on only the 18 elite players, we still find that Force remains significant.  Indeed, it explains about 25% of the variation in touch down productivity among Dr. Smith's elite receivers.




I then plotted the receivers graphically against their efficiency (TDg) versus their indicated Newtons from the combine data. These data are shown below:



If studied carefully, the plot can be quite interesting. It shows a phenomenal amount of scatter as well as a very general trend that is captured by the statistical model. (The red line is the predicted change in TD efficiency with greater force from the regression). If there was perfect correspondence between force and TD efficiency the data would neatly fit across the diagonal of the plot– it doesn’t..

The plot shows that Calvin Johnson’s (0.62 TDg , 7664 Newtons) success fits the model very well, the same way it also predicts that Craig Yeast (0 TDg and 4981 Newtons) would fare poorly.  It also does a nice job showing how Julio Jones, Andre Johnson and Vincent Jackson may do well because of physical attributes. Mike Wallace also looks like a good prospect from the chart.

But the plot also hints at much more important relationships from what it doesn’t show. As Malcomb Gladwell so famously indicated in Outliers, those players that both over and underachieve on the plot are even more interesting than those that fit the model.  Why is that?

Remember the combine performance characteristics were only able to find to two characteristics, speed and mass that mattered.  And they only explained 7% of the variation. By studying those player who both over and under achieve we may get insight into what matters that we can’t measure in Scouting Combine statistics.       

Taking a look, the underachievers include Legedu Naanee who played for the Chargers, and Carolina before signing a one year deal with the Miami Dolphins on April 17, 2012, He was cut on October 2, 2012 after posting only one catch for 19 yards in his four-game tenure with the team. Why did Naanee do so poorly?  One commentator: “Hands of stone...”  Another underachiever: Greg Little who is now with the Raiders after being cut by the Browns.  Reasons for poor performance: a history of inconsistency and drops.

Legedu Naanee was a bust with the Dolphins (Ronald Martinez/Getty)

Delanie Walker and Niles Paul appear to be underachievers, but their low performance likely stems from transition from wide receiver to tight end. A third underachiever is Darrius Heyward-Bey who is now being given another shot with the Pittsburgh Steelers. Heyward-Bey’s reputation?  Bad hands.  So we are immediately getting a picture of the ingredients for under-achieving: dropping passes.

What about the over achievers?

Most obvious of these are A.J. Green, Greg Jennings and Desean Jackson. What do they have in common?

A.J. Green (Bengals): great hands and a knack for catching the ball in stride
Greg Jennings (Vikings): great hand skills and route running
DeSean Jackson(Washington Redskins): great hands, deep ball speed, lateral quickness

So, what do all three over-achievers all have in common: great hand skills.  And that is the inverse of those who underachieve. Poor hand skills and a lot of drops  turn you into a physically talented bust.


Greg Jennings with the Vikings is known for his excellent hands


So, an obvious, but important conclusion. Speed and body mass matter a lot, but great hand skills appear to be very important as well, but difficult to assess in a non-NFL evaluation environment.

Sir Isaac Newton would, no doubt, be pleased to learn his 2nd second law of motion governed NFL receiver potential

So, to cap off this segment, what does this evaluation say about Jarvis Landry and the Dolphins?

First let’s assume that his true speed is that from his uninjured LSU pro-day: 4.58 seconds for 40 yards or a speed of 7.99 m/sec.  His weight is 205 lbs (93 kg). This creates a Force level of about 5937 Newtons. This is similar to Greg Jennings (8.3 m/sec and 89 kg, 6119 N) or even more to the indefatigable  Reggie Wayne (8.2 m/sec, 90 kg; 6067 N).

Jarvis Landry as seen in recent Organized Team Activities (Miami Dolphins)

Jarvis Landry was famous at LSU for his hands skills and circus catches. My conclusion is that Landry still may be an outstanding NFL receiver, regardless of his relatively slow combine time on the 40 yard dash. The biggest question: will he be able to achieve a degree of separation against the faster cornerbacks in the NFL to use those hand skills.

That will be important to evaluate in preseason.  We shall soon see.

Thursday, May 29, 2014

The Statistics (and Physics) of Wide Receivers in the NFL (Pt. 2)

What did I find when evaluating Dr. Smith’s data on NFL receivers?

First a little about the data itself. It consists of performance data of  495 wide receivers in the NFL from 1999 - 2012.  It has information on the following performance characteristics from each player’s post college evaluation and NFL career:

Sammy Watkins runs the 40 yard dash in 4.34 seconds in the 2014 scouting combine (USAToday)
Watkins will play with the Buffalo Bills against the Miami Dolphins
Pre-career data from Scouting Combine or Pro Day
* Year drafted
* Player’s name
* College
* Height in inches
* Weight in lbs
* Wonderlic scores (very limited sample)
* 40yardsec (40 yd dash times from Pro Day)
* Benchpress (limited sample)
*Vertical leap in inches
*Broad jump in inches
*Shuttle time
* Cone time
            
Table 1
Characteristics of NFL Wide Receivers Evaluated at Combine/Pro-Day: 1999 - 2012


NFL Performance Indices
* Games (g)
* Games started (gs)
* Receptions (rec)
* Yards (yd)
* Yards per reception (yr)
* Touchdowns (td)
* Long reception (lng)
* Receptions per game (rg)

Table 2
Performance of NFL Wide Receivers: 1999 - 2012

    Variable |                  Obs        Mean              Std. Dev.                      Min        Max
-----------------+---------------------------------------------------------------------------

After reviewing Dr. Smith’s data, I then created some performance indices of my own.  In particular, I was interested in some  statistics that indicated scoring potential:

* TD per game (tdg) Obvious importance
* Yards per game (Ydg) set up runs for TD s and field goals)
* RECg (receptions per game)

The first two statistics are of extreme importance. The third gives an indication of productivity and potentially of ability to help one's team dominate the clock.

I also wanted to translate weight and 40 yard dash times into metric units  for reasons that will shortly become obvious.

* Speed (meters per sec or ms, as calculated from 40 yard dash time)
* Mass (weight in kilograms)

Table 3
Additional Performance Indexes of NFL Wide Receivers: 1999 - 2012












Additionally Dr. Smith designated 18 receivers in his database as “elite.”  He classified these by having at least four receptions in each game and one touchdown scored in every three games for a total of 32 games. Here is a summary of Smith’s elite receivers:
   

Table 4
 Elite NFL Wide Receivers: 1999 - 2012: Characteristics & Performance


















There is plenty of well-considered evidence that the 40 dash time matters a lot to successful receivers. This is a nice example:

What-a-strong-40-yard-dash-means-for-elite-wide-receivers

What new can we add from further evaluation of Dr. Smith’s data?

Let's start with a non-sequitur.

I did a t-test of means of the elite receivers vs. the other receivers who play more than a single game. Get this:  it revealed essentially no difference at all in their average time at the 40 yard dash!


















Okay, I was happy to forget college statistics, what does all that mean? 

That there is about a 64% chance that there is effectively no difference in the speed of elite receivers and non-elite receivers.  Not statistically significant.

Elite receivers are not necessarily faster. What's with that?

So, if it is not speed that separates elite receivers from those less successful, then what is it?

In the next column, I’ll show that speed is important, but not by itself. There is a large interaction that may surprise you. And together with speed, it does make a difference.
(No, it is not the quarterback or college...)

Next time...

Tuesday, May 20, 2014

The Statistics (and Physics) of Wide Receivers in the NFL


There is a new analytics department with GM Dennis Hickey and the Miami Dolphins. No longer a matter of speculation, the rumored “crystal ball” group’s existence is verified. Hickey himself admits as much:

http://www.miamiherald.com/2014/04/16/4060760/technology-embraced-by-miami-dolphins.html

While we’re unlikely to learn most anything about the Dolphins equivalent to Black Ops, we can imagine there are some pretty sophisticated number crunching gurus shredding numbers behind the curtain.

Recently, intrepid Miami Herald sports columnist, Armando Salguero, posted intriguing data from  Dr. Peter Lawrence Smith on wide receiver prospects for the Miami Dolphins. Dr. Smith is a Postdoctoral Research Fellow for Clinical Sciences at St. Georges University of London. And like me– obviously possesses more than a passing interest in football– and numbers!

Dr. Smith’s data summarize the performance of wide receivers in the NFL from 1999 - 2012 along with data on their post college combine scores at the various competitions. Armando’s post of Dr. Smith’s provocative findings was an indirect challenge to the Dolphin’s analytics team:

With such an approach, how did the Dolphins come to select wide receiver Jarvis Landry in the second round of the draft?

Sure, Landry was known as an extremely tough and sure-handed competitor at LSU, running excellent routes, with a willingness to take hits and fight for yardage. His big college reputation: he seldom drops passes. Moreover, Landry displayed excellent blocking skills similar to Anquan Boldin. ESPN’s Todd McShay, praised the Dolphin’s 2nd round pick and believes Landry could be one of the best draft values.
Jarvis Landry fights for the ball: (photo: Bill Feig: The Advocate)
But there are questions.

Landry is not an athletic super star.

In particular,  his 40 yard dash time in the Indianapolis combine was 4.77 seconds– one of the slowest. At 5 feet, 11 inches and 205 pounds, he is neither exceptionally tall nor heavy. Later, on his pro day Landry ran a 4.61 forty yard dash twice. Although better, that’s none too fast. Dr. Smith expressed questions about Landry’s speed in his analysis of his data and what that would mean for his potential in the NFL.

His evaluation found that while “slow receivers” like Landry sometimes did well in the SEC colleges, that potential did not often carry over to the NFL. Davone Bess had a similarly slow speed (4.64) and was lighter ( while being able to be productive in the NFL for several seasons). But...

"Landry could be the slowest second-round pick by as  much as 0.17 seconds,” Dr. Smith commented."Landry's 4.77 combine time is slower than any of the 284 receivers in the data set.”

Further, to Smith, that statistic does not bode well for Landry "According to my analysis Landry is unlikely to have success and drafting him in the second round is a reach."  You can read more of Dr. Smith’s logic here:

http://bit.ly/1k1646K

Salguero kindly made Dr. Smith’s Excel data file available, which I promptly downloaded and moved into STATA– a statistics package I frequently use in my work for the Department of Energy at the University of Central Florida.

While I was sure Dr. Smith would have looked at the data in detail, I wanted to do my own examination and see what I could find out.  I work with statistics very often in trying to ferret out useful information from messy data and I am familiar with many of the tools.  For such purposes, I often use step wise multiple regression coupled with Analysis of Covariance (ANCOVA) or other non-parametric procedures to sort out complicated and often, interacting relationships.

Was speed as important as Dr. Smith assumed it to be? 

And what would the full data on the 495 wide receivers in the NFL from 1999 - 2012 tells us about what performance measures at the combine might translate to success on the grid-iron?

I was surprised from what I learned and I think sports fans might be too...

Hint?  Examine the title of this column.

Until next time.





Thursday, May 8, 2014

Wade's Entertaining but Unlikely Top 10 Mock Draft

This is my mock draft, I tried to make it different (and funny) but still (slightly) logical, please enjoy!


1. Houston Texans

Houston knows who their man is, they have said as much, but the pick could literally be ANYONE!
The Pick:  Johnny Manziel:

The Texans are one quarterback away from competing for the AFC South title right?  No obviously not, they have the first overall pick for a reason.  But despite this the Texans take a chance on an exciting player who will bring youth and energy to the franchise.  He will be their quarterback next year. (likely not)

 

2. Detroit Lions (from St. Louis Rams) (from Washington Redskins) 

TRADE TO THE DETROIT LIONS (They are serious about trading up!)
The St. Louis Rams receive:
Pick #10 (1st Round)
Pick #45 (2nd Round)
Pick #111 (4th Round)
Pick #133 (4th Round)
2nd Round Pick (2015 draft)

The Pick:  Sammy Watkins:

Despite the Lions showing interest in almost every single top prospect the only one that would be able to take this team to the next level is Sammy Watkins. Even if Watkins doesn't turn out as advertised, I am rather sure Calvin Johnson can make anybody look good. (This could actually happen)



3. Jacksonville Jaguars 

The Jaguars are shocked that all world athlete and potential super star Jadeveon Clowney is still on the board, the Jags take all of the time allowed as they are madly fielding trade calls from all around the league while simultaneously attempting make the worst possible choice as to continue the streak of mediocrity that they seem to be so keen on.  In the end, their is now way they can muck this one up.

The Pick:  Jadeveon Clowney

Not much to say about this pick, its a no-brainer even in a wonky mock draft such as this.  There is no way that even the Jags could mess this up.


4. Cleveland Browns 

The Browns front office has been a mess recently (and by that I mean since they rejoined the NFL), it might be better if Kevin Costner was running this organization.

The Pick:  Khalil Mack

Just one year removed from taking pass rushing specialist Barkevious Mingo (best name ever), the Browns once again add a talented pass rusher to an already stout defense in hope that he will take them to the next level.



5. Oakland Raiders 

The Oakland Raiders are the suprise team for 2014, you heard it here first.  The way they are approaching this off-season is GENIUS, but that is for another post. It is only suiting then that the Raiders botch the draft after a spectacular under the radar off-season.

The Pick:  Dri Archer

Mark Davis honors his father's memory in my universe by selecting the fastest player in the draft.  He will be a FANTASTIC Kick Returner and he is more durable then Darren McFadden.


 6. Atlanta Falcons

The Falcons are a good team, and good teams make good choices.  The Falcons are besides themselves that the Offensive Tackles are untouched and are commending themselves for not trading up.

The Pick:  Greg Robinson 

The Falcons in years past have been AWFUL in recent years when it comes to running the ball, the turbo athletic Robinson fixes that issue immediately.  While he is not yet a great pass protector his potential to be warrants the early selection.



7. Tampa Bay Buccaneers 

While I wish could have the Bucs draft a quarterback, they have Josh McCown and none are worth taking so early in a draft like this.

The Pick:  Mike Evans

With Mike Evans and Vincent Jackson on the outside Ryan Leaf could have gone to the Hall of Fame.  The only team that might be able to stand in their way would be those highly paid Seahawks DB's.



8. Miami Dolphins (from Minnesota Vikings) 

TRADE TO THE MIAMI DOLPHINS (This is my world, I can do what I want)
The Minnesota Vikings Receive:
Pick #19
Pick #50
Pick #81
Pick #155
2rd Round Pick (2015 draft)
4th Round Pick (2015 draft)

The Pick:  Jake Matthews

The Dolphins are surprised by the fact that the most pro-ready Tackle is still on the board and they over slightly overpay for a plug-and-play elite level Tackle.



9. Buffalo Bills 

After the selection of E.J. Manuel last year the Bills need to add playmakers.  

The Pick:  Eric Ebron

Ebron the speedster reminds me of Vernon Davis and would give the Bills a big time playmaking Tight End that can exploit Miamis constantly poor LB's.


10. St. Louis Rams (from Detroit Lions) 

Following the trend that the NFC West has set with this pick the Rams continue to improve a stingy defense.

The Pick:  Anthony Barr

With Barr he not only brings great backside pursuit but also just continues to add to the relentless pass rush of the Rams front 7.

Monday, May 5, 2014

The Year of Dion Jordan?

Word has it that Dion Jordan is really making a big effort in recent weeks. Serious work ethic.

He wants to be much better in 2014.

While most of his teammates showed up for off-season conditioning last Monday at the Dolphins training facilities, Dion Jordan had already been there for weeks. His objective: to be a force to be reckoned with  when the season opens.

Jordan was acquired as the 3rd overall  pick last year in a shrewd maneuver in the first round. A pass rush specialist, he has a powerful body with a freakish geometry reminiescent of another Dolphins defense icon:  Jason Taylor.

Last year he was sidelined for much of the time with a surgetically repaired shoulder injury that limited opening play and he ended up playing only 339 snaps during the season. He had only two sacks and five quarterback hits in his 24 total tackles.  Week to week he was mentioned in 2013 as "not meeting expectations" with pundits questioning his selection by Miami that runs at 4-3 defense that seems less than optimal for using Jordan most effectively.

I recent weeks there have been rumors of the desire by other teams-- most notably the Philadelphia Eagles-- to acquire Jordan in a trade. That still could happen, as being reported around the league:

http://bit.ly/1leMfZg

Still, I think new manager Dennis Hickey knows something about the young stallion he has in Miami's stable.

“He’s a very talented player and this is a big offseason for him,” Hickey said. “Last year with his shoulder he didn’t have an opportunity to have a full offseason. That’s so important. Developing and getting your body — not just the physical reps but the mental reps — getting in the weight room and all those things is such an important part to get these guys ready to make that jump. We’re excited about Dion going forward and having a great offseason and looking for big things from him.”

But will he choose to use him to aggravate Tom Brady, or to buy extra picks this year?

From Jordan's performance at Oregon know that  is talented, but I sense something more. A powerful work ethic in life may be the deciding factor in just about every contest where raw talent is about equal.

Desire to excel is the desire.

I believe 2014 could be the year that Dion Jordan shows the world what he means in the game of football.

Read more here: http://miamiherald.typepad.com/dolphins_in_depth/2014/04/jordan-beat-teammates-to-offseason-conditioning-by-two-weeks.html#storylink=cpy