I'm not discounting your findings by any means but sometimes I just think it's simpler to think about it fundamentally. For the Rangers they have scored less then epected and pitched worse . So that alone is going to create a gap and I think because they are a good team or had a certain standard placed on them , the results becomes more out of porportion then one would normally assume or realize . SO I do think it great it you have been able to show this. Guess my point is going forward it's a slippery slope because the future opponents are different and as the season progresses records are more meaningful( not sure if you broke it down as .500 + teams now or the time they met) , in that april games are still a form of spring training and same could be said for certain teams in Sept ...so when your are talking non divisional and I do get your overall point --the variables are so different IMO because its like 25 teams to choose from and 1 game can have so many other factors then non divisional going on with it
I do get what your saying , regardless, the outcome finds a way to be the same . Very key and I use the same approach ....
with your Rangers observation I do disagree somewhat ....I think your reading the situation maybe incorrectly ....
Rangers were road chalk ..as in significantly better then the opponent because that's implied when a team is favored......they didnt waste energy in the game 1 or 2 wins = they simply failed to score runs all series...they won 2-1 and 4-3 == that's below obvious offensive epectations and I can back that up because w 8.5 totals they were assumed to have 4 or 4.5 team totals...they lost because they failed to score , they lost by 2+ runs because they failed to score = scoring 0 and 2 almost automatically means you lost and lost by multiple runs...you don't need anything but average output of 4 runs in those 2 games to lose by 2 and 4 runs ......
Also lost in your thought process is Rangers were supposed to easily win those games and the fact they won game 1 and 2 makes it more likely a bettor will BET Rangers again despite the obvious fact they were not scoring enough runs...so as a gambler its easy to see how the Rangers were setup to fail in those games .....I looked it up and after that Twins series the Rangers were 3-7 when they scored 3 runs or less....which backs up how likely the Rangers were to lose without scoring runs
I just think your somewhat missing the mindset of how those games are bet . Rangers are more likely to lose by 2 + runs because they are a good team and it seems illogical for them to not be competitive in a sense. What we know though is gambling is so illogical ......
I think and clearly so do you , is picking up information and being able to see how a pattern forms and using it to one;s edge is very possible. I think it's a tougher task to find the pattern quickly and implement it in one's betting while it's not visible to all . I think the basis of the Rangers outcomes is the fact they are a solid team , with high epectations from everyone , and they simple have under performed....the easiest way to lose money is on a good team because we suspect a bounce back to the norm is always near (whatever the norm might be ) so if rangers dont hit we tend to hope for it and think it will happen despite reality. So w Rangers not scoring as much as we thought , think it's easier for them to have as many 2+ run losses as they do + struggling SP skews it further
how many times in that sample of non divisional losses did they scores 6+ runs or even 4 +....?
P.S. -- I apologize for any incoherent posting and maybe jumping all over the place , my ADD is really bad today .....My mind is all over the place so I kee losing my train of thought
I do agree with your findings but think ( IMO ) at least that the results are due to a good team and offense struggling to score and having pitching concerns as well . I could be wrong e:shake:
You've made a long post, and I'm not inclined to go into everything I could (re time issues). However, you mentioned early on in your post about thinking fundamentally. To put my pov another way, I can't get anymore fundamental than as follows -
A baseball season is 162 games, almost without fail day in and day out play. No human being can perform in anywhere near approaching all 162 games, not matter how much they'd try and mentally will it. It can't be done, and it's not solely down to sheer physical limits. All players could be permitted to ingest whatever substance they wanted to boost their physical energy stocks, and they'd still not pull it off, because inherent psychological limits simply wouldn't permit it (hence the cliche goes that top sport is all about the top 2 inches. Those who narrowly fail to reach the top level aren't "just off the pace" because they lack the physical attributes, it's because they lack all that is required upstairs). The combined psychological & physical toll the day-in-day-out schedule takes on players means that teams enter particular games (& in an instance or 2 throughout a season, a whole series) where collectively
it's just not there for them (to clarify, "it" being their ability to bring anything approaching 100% mental focus). They don't mentally consciously choose that it isn't there for them, it simply isn't.
Added to this day-in-&-day-out inertia is the sheer fact that road games in-&-of-themselves naturally wear down teams, because the psychological comfort available from being in a familiar/home environment isn't available when they're away: simply being in an unfamiliar environment naturally wears on all humans psychologically (cue the experience of homesickness in some children, thou to be sure this isn't the only basis for homesickness). The factor of the unbalanced schedule means that at least by visiting divisional foes more often, those ballparks (& their surrounds) become more familiar to the visiting divisional players than the other non-divisional teams they visit (in some cases, obviously rarely ever: like, for Texas,
any NL team) = more familiarity lessens the psychologically taxing nature of the environment.
All this has meaning when it's seen that if Team A brings 100% mental focus to their 75% skill set, then more often than not they're going to beat Team B who brings 75% mental focus to their 100% skill set (with day-in-day-out & venue-specific realities being amongst the factors making for that focus only being at 75%). Someone (for whatever reason) inclined to sell short the relevance of psychological focus will observe a boxscore which represents the fact that Team B batted less well and pitched less well than their "100% skill set facing a 75% skill set" otherwise suggested or represented they would or should, and in consequence develop extraneous explanations for why such a result came about. Said result will, in this hypothetical instance, have had little-to-nothing to do with betting lines, or somehow Team B being illogically more inclined to lose by 2+ runs, or their having a few key players missing (since teams at full capacity have just as many "just-not-there days" as do teams lacking their ideal first choice players. No matter if you're a first or second choice player, you're still a human vulnerable to being subject to such psychological inertia: your reason for not performing that day may have had much less to do with your being merely a less skilled back-up player, and more to do with sharing in the general malaise felt throughout the team). It'll simply be a final outcome rooted in the fact that the better team's "fuel tank" was low for that game, and in squaring off against a lesser team with far more "juice" to bring to bear, a "suprising" lopsided result played out.
My splitting divisional foes from non-divisional foes isn't some sort of arbitrary act. It's rooted in my knowing for a fact a certain environment will have sucked more energy out of a team than is usually the case for them (no matter what the sport). That loss of "environmental psychological energy" affects (to X degree) their ability to fully execute their personal skill sets. Once that's been established as a factor in play, from there it's a matter of gauging what else is working for/against the collective mindset of the team concerned. It may well be the venue-inertia is the only current negative aspect in play for that particular team at a particular point, hardly enough by itself to inspire a fade of that team.
All sport starts which psychology.
The psychological space a player is in trumps the skill set he or she is otherwise capable of bringing to bear, every single time, in every single sport.
It's not hard to cap the skill set each team (or player) is going to bring to a contest (esp. in the age of the 'net). The challenge is to cap how much "juice" a team (or player) is going to (be able to) bring to bear on the skill set they own. That's the rub of sports betting. The fact is teams and players can & do betray their psychological tendencies (both good & bad/their highs & lows) in the way they manifest results = as you said, the hunt for patterns.