This was my entry in the NFL's Punt Analytics Competition on Kaggle. The animations in the powerpoint work better if you download it. The code can be found at:
https://www.kaggle.com/gregalytics/minimizing-concussions-on-punt-blocks
https://www.kaggle.com/gregalytics/using-gganimate-and-ggplot-to-evaluate-concussions
2. NFL Concussion Data Set contains
37 punt plays in 2016 and 2017
resulting in a concussion
To my surprise, 18 concussions
occurred on blocks
How does the NFL prevent
concussions on blocking plays?
3. Punting team formation straight
forward usually 2 gunners, 5 men
on line of scrimmage
Return team biggest difference
between plays is jammers (VR, VL)
With more jammers, the better
protection exists for the returner
Example: the right gunner in this
play is guarded by two jammers
More space for returner
4. Jammers 2016 and 2017 Punts
0 58 (1.2%)
1 47 (0.9%)
2 2,272 (45.6%)
3 1,466 (29%)
4 1,132 (22.7%)
5 3 (0%)
46% of 2016 and 2017 punts featured
two jammers by the punting team
3 and 4 jammer plays were less
frequent
How does this relate to concussions?
5. Of the 37 concussion plays, the
number of plays were similar
between the 2,3, and 4 jammers
2 jammer sets are most frequent
Only 0.6% of plays with 2 jammers
had concussions
0.8% with 3 jammers, 1% with 4
With fewer blockers on gunners, why
fewer concussions?
Fair catches
6. 4/18 concussion plays come on plays
with 2 jammers
The most frequent jammer formation
has the fewest concussions on blocks
Random variation, or some
substance here?
7. Difficult to identify blocks in NGS
no Event, so quantifying collision
forces is incomplete.
Use median speed of a player during
a play
Boxplots show the injuring player on
plays with 2 jammers have lower
speed (mph) than plays with 3 or 4
jammers
Low impact collisions, foul play type of
fouls rather than pancake blocks
9. From video, we see muffed punt with
a heavy hit from gunner
From video, we see muffed punt with
a heavy hit from gunner
Helmet-to-helmet collision
10. Jammers have the gunners
locked up, still lots of pressure on
punt returner
Blockers must compensate with a
heavy hit
Blocker leads with his helmet
and a concussion occurs
12. Illegal blindside hit before punt even
reaches returner (punt was downed)
Blocker tried to nudge a pad, got the
kicking team players head
Lower-impact hit than the 4 jammer
hit
The problem was not that there were
two jammers on this play
13. Punt formation:
The kicking team is allowed at most
two gunners lined up outside the yard-
line number on punt, and must have
an equal number of gunners on each
side.
The return team may have no more
than two jammers on a play, and a
jammer must be aligned with a
gunner.
Penalty: 5-yard illegal formation
based on offending team
14. The Rule
Punt formation:
The kicking team is allowed at most
two gunners lined up outside the yard-
line number on punt, and must have
an equal number of gunners on each
side.
The return team may have no more
than two jammers on a play, and a
jammer must be aligned with a
gunner.
Penalty: 5-yard illegal formation
based on offending team
Why it works
Lowest frequency of blocking
concussions on punt play jammer
formations
Increases fair catches, in which case
blocks are limited to the kicks
hangtime
15. The proposed rule already enforces a legal formation, of which was used on 46% of
2016 and 2017 punts
Safety concern: Punt Returner being susceptible for heavier hits
Fair catch baked into rule book, protects returner from these hits
For consideration:
Impact on punt return touchdowns, fair catches, and penalties
17. Jammers Count Touchdowns
Touchdown
Frequency
2 2,271 18 0.793%
3 1,466 21 1.43%
4 1,132 13 1.15%
Touchdowns are rather infrequent, but
still a part of why punt returns exist
Touchdown frequency on 2 jammer
formations is lower than that with
greater
(Na誰vely) assume true TD% on 2
jammer punts is 0.793%, and rule is
enforced
.0793% * 4,689 punts = 39 touchdowns
Actually 52 touchdowns in 2016 and
2017
Hypothetical 13 touchdown drop across
two seasons
18. Jammers Count Fair Catches
Fair Catch
Percentage
2 2,271 1,099 48.4%
3 1,466 348 23.7%
4 1,132 192 17.0%
Drastic difference on fair catches
based on number of jammers
Fair catch percentage for 2 jammer
formations is a very high 48.4%
Major safety concern: since punt
returns would be more infrequent,
punt returners may act sub-optimally
and not call fair catch on plays they
would have under previous rules
Punt returner more susceptible to
concussions and injuries on a heavy hit
Fair catch rate drops below 48.4%
19. Jammers Count Penalties
Penalty
Frequency
2 2,271 457 20.1%
3 1,466 341 23.3%
4 1,132 308 27.2%
Fewer Jammers = Fewer returns =
Fewer penalties
Using a similar na誰ve approach to
earlier:
20.1% * 4,869 punts = 976 penalties
Actual: 1,106 penalties
1,106 976 = 127 hypothetical penalty
decrease
* While this rule cuts down on the
excitement of 13 touchdowns over 2
seasons, it also prevents 127 penalties.
20. Solution Efficacy
Limits concussions on blocking plays,
which are about as common as
concussions on tackling plays
Keeps punts in football
Doesnt re-invent the wheel a
casual fan might not even notice the
difference
A special teams coordinator definitely
would, though
Decreases number of penalties
Speeds up the game, though may not
add up to very much time saved in the
end
Football Considerations
Negative entertainment value
Fewer returns
Fewer touchdowns
Doesnt fully tackle concussions on
tackles on punts
Returners may return punts in
higher danger than in previous to
adjust to the rules
21. If this rule prevented even one concussion, it can prevent CTE or lifelong head
trauma for an athlete. While the football considerations are quite real NFL
football operations decisions, sacrificing 6-7 punt return touchdowns a season and
seeing more fair catches would be worth it if a life is saved.