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Showing posts with label nba. Show all posts
Showing posts with label nba. Show all posts

Tuesday, September 4, 2018

NBA Spreads of 10+ and Totals of 200+, Are Unders More Likely

A former coworker suggested this hypothesis: when looking at large NBA spreads (say where a team is favored by 10+), coupled with a large total (like 200+), are unders more likely? The reasoning being that the heavy favorite is likely to run away with the game (regardless of whether they cover or not) and then coast for a large part of the game, leading to lower scoring.

I looked at the past 5 seasons of NBA spreads and totals, and first I just checked ATS of 10+ and O/U of 200+. This occurred 7.38% of the time, and returned an "under" percentage of 51.61%, which isn't enough to hurdle the juice at -110 (52.38% is needed).

Next I ran a non-linear optimization algorithm to maximize the percentage of unders, while changing the spread and totals variables. And there is a combo threshold that results in fairly optimal unders cashing: spreads of 9+ and totals of 210+ saw the under hit 54.73% of the time. This situation occurs much less frequently, only showing up 3.18% of the time.


NBA Unders% OccurWin %ReturnROI
ATS 10+, O/U 200+7.38%51.61%-7-1.43%
ATS 9+, O/U 210+3.18%54.73%94.53%

Saturday, August 25, 2018

Parlaying O/U and ATS

Every sporting event with a spread and an over/under has four possible combinations of outcomes, disregarding a push:

  • FAV + OVER
  • FAV + UNDER
  • DOG + UNDER
  • DOG + OVER

Most books let you parlay these combinations together on the same event, for the standard 2-team payout of 13/5 (+260). So is there any value to doing so? In theory, each combination should occur ~25% of the time. At +260, you need to hit above 27.78% to turn a profit (parlays are very rarely an efficient bet compared to individual ones).

I looked at the last 5 seasons for NBA, NFL, and NCAAF (NCAAB data can be spotty, especially for O/U) to see if any trends stood out. Over that many games nothing hurdles above 27.78%:


NBAActual%ExpDif
FAV + OVER1,51523.94%1,582-66.75
FAV + UNDER1,63825.89%1,58256.25
DOG + UNDER1,56124.67%1,582-20.75
DOG + OVER1,61325.49%1,58231.25
Total6,327100.00%
NFLActual%ExpDif
FAV + OVER28224.02%294-11.5
FAV + UNDER28924.62%294-4.5
DOG + UNDER30425.89%29410.5
DOG + OVER29925.47%2945.5
Total1,174100.00%
NCAAFActual%ExpDif
FAV + OVER91725.80%88928.5
FAV + UNDER85724.11%889-31.5
DOG + UNDER92025.89%88931.5
DOG + OVER86024.20%889-28.5
Total3,554100.00%

What about at the extremes, when one team is favored by a lot? Some small trends did stand out on larger spreads, albeit at smaller sample sizes of course.

NBA really doesn't do much. 7% of games matched the criteria of a spread >= 12, and there's not much of a return to be had:

NBA, ATS >= 12Actual%ReturnROI
FAV + OVER8018.02%-156-35.14%
FAV + UNDER12427.93%20.54%
DOG + UNDER12929.05%204.59%
DOG + OVER11125.00%-44-10.00%
Total444100.00%
NFL does it a bit better. 12% of games had spreads >= 10, and there's some nice value in combining the underdog and the under:

NFL, ATS >= 10Actual%ReturnROI
FAV + OVER4128.08%21.10%
FAV + UNDER3020.55%-38-26.03%
DOG + UNDER4530.82%1610.96%
DOG + OVER3020.55%-38-26.03%
Total146100.00%
In the end, NCAAF has the largest opportunity, with 18% of games having spreads >= 20.5 and some really nice value pairing the favorite and the over:

NCAAF, ATS >= 20.5Actual%ReturnROI
FAV + OVER20431.83%9314.57%
FAV + UNDER12920.12%-177-27.55%
DOG + UNDER16425.59%-51-7.89%
DOG + OVER14422.46%-123-19.13%
Total641100.00%