The Buffalo Bills are one of, if not THE, top team when it comes to following the analytics. Seems to be working out for the then pretty well.
I do think that folks on both sides of the analytics thing have done a pretty awful job of understanding exactly what analytics is and isn’t.
On the anti-analytics side, it seems that folks really don’t understand that it ultimately comes down to probabilities. There are no guarantees and often we’re talking about fairly small differences in probabilities, both of which may be low probabilities to begin with. But when one way or the other doesn’t pan out, it just reinforces our already existing biases and we’re more likely to focus on the failures than the successes.
On the pro-analytics side, they’ve done an absolutely awful job making it clear that the inputs matter. Often when we see these odds and recommendations through media/4th down bots/whatever, those are based on league-wide generic data. None of that data accounts for specific team or personnel circumstances.
When ESPN or Amazon or whoever pops up a stat saying that analytics says that they should go for it, their formula isn’t account for the fact that it’s Bailey Zappe and not Tom Brady under center. It’s not taking into account that the team may be down to their 4th offensive guard who has played nothing but OT his entire life but is in because of injuries.
Teams with good analytics departments not only have all their own customized inputs specific to their team, but they adjust them on the fly as well. A team’s analytics calculation on whether to go for it or not should be unique to their team and shouldn’t look exactly like the generic ones used by media/analysts. Now, some teams will also be better at this than others, so one team may have good analytics and another team have bad analytics. So whether it’s a good decision or bad decision based on that data is something we’ll never really know.
This has come up in other threads- I agree with this, but I'd take it a step further. In reality there is no way to definitively say what the exact probabilities are. It makes a lot more sense to use smaller sub-sets of data, but it's still subjective. Every single play in the NFL is unique, so even narrowing it down to extremely similar plays under extremely similar conditions in the past isn't perfect. Running this next play with these exact set of circumstances has never happened before (and will never happen again).
So again, I think you can make a much stronger case for a tighter range of probabilities by having a strong analytics department who customizes the inputs, but no one can give an exact probability. There is always going to be some subjectivity in the decision of which inputs to use, so while we can make our case for whether we agree or disagree with the decisions, we really can't (or at least shouldn't) declare that it was "right" or "wrong" (on the reasonably close ones, anyway). The outcomes are completely irrelevant.
Completely agree. The goal is to get as close as possible to the true probabilities. You’ll never get the actual, but the closer you get, the better decisions you can make.
First of all, I think it's a bit of a straw man to say that coaches blindly follow analytics. I'm not aware of any coach ever saying, "I wasn't sure that was the right call, but Nerdlinger up in the booth told me it increased our WP by 0.4% so we had to do it." I think most of them recognize it's a tool to aid decision making.
Second, one of my pet peeves when it comes to probabilities is that people tend to cherry pick the contrary data without considering a) factors that support the analytic recommendation and b) the magnitude of the confidence interval. Consider the controversial Chargers decision from this weekend, but put aside for a moment whether or not you agree with it and simply view it as a decision-making process. The data (as represented by the 4th Down Bot, which is only one potential method of modeling the situation) said that going for it increased WP by 11.7%. Many people objected that this data doesn't account for the fact that the Browns had Jacoby Brissett, which made it less likely they would put together a scoring drive if LA punted. That's definitely true, and should be taken into consideration by the decision maker. But it's also true that LA had Herbert and Ekeler and had been gashing the Browns all day, which perhaps made them more likely than an average team to convert the fourth down and put the game away. In addition, 11.7% WPA is a huge number! It's not just a matter of "The numbers say to go for it, but this one factor cuts against that recommendation so you shouldn't." It matters whether you're talking about a 51/49 recommendation or a 75/25 one.
Which isn't to say you should always default to the 75% option. To take one example, in the famous GB/AZ "Double Hail Mary" playoff game, Packers pulled to within one on the final play of regulation. I would imagine all the numbers would suggest going for two in that situation. GB was a road underdog who had needed two miracle plays to get themselves back in the game. Plus, more qualitatively, if ever there were a time to rely on momentum, that was the moment: GB was riding high and Cards were totally deflated after blowing a chance to close the game out.
But ...
According to interviews with McCarthy after the game, they did discuss going for two, but they had lost a bunch of receiving options by that point (remember, Rodgers' Hail Marys had both gone to Jeff Janis) and didn't feel confident in any of their 2PC plays with the personnel they had available. Was that the right call? I have no idea! I don't know what the plays would have been, or who they would have gone to. But I certainly think that's a rational factor to consider, one that's potentially significant enough to overrule whatever the numbers may be recommending.
By contrast, in the KC-Cleveland divisional game a couple years ago, Reid was lauded for the gutsy call of going for a game-clinching conversion even though Chad Henne was in at QB. But it sounds like a big factor in convincing him to go for it was that they had a play to Tyreek that they felt very confident in. Again, those are some of the things that none of us could possibly know about in the moment.