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Soccer betting angles — tested out of sample

27 pre-defined angles were graded at closing prices on 2016-17 through 2021-22 (in-sample) and then, unchanged, on 2022-23 to date (out-of-sample). An angle qualifies only if it shows a profit at the actual closing odds in both periods with at least 300 / 100 bets. Most don't — that's the point. 0 of 27 qualified.

No upcoming games match a qualifying angle right now.

Every angle tested

AngleMarketIn-sample W-L-PWin%ROIOut-of-sample W-L-PWin%ROIQualifies
Asian handicap: underdogs after a loss by 3+ goalsats330-292-2853.1%-1.5%450-384-3054.0%+1.5%no
Over 2.5 goals, Bundesligaover558-360-060.8%-1.5%798-487-062.1%+0.6%no
Favorites −250 or shorter to winml1584-453-077.8%-1.7%1062-285-078.8%+0.1%no
Asian handicap: fade teams that won by 3+ goals (bet opponent)ats562-524-9351.7%+0.7%775-735-9151.3%-0.3%no
Over 2.5 goals, Ligue 1over529-510-050.9%-0.6%749-618-054.8%-1.3%no
Asian handicap: away underdogsats2189-1954-15352.8%-0.2%3169-2912-20252.1%-2.1%no
Away win, away team favoredml1340-780-063.2%+0.5%945-634-059.8%-2.4%no
Over 2.5 goals, Premier Leagueover791-751-4351.3%-4.6%909-691-056.8%-2.4%no
Under 2.5 goals, Serie Aunder474-666-041.6%-7.4%836-763-052.3%-2.5%no
Draw, closely matched sides (both teams +150 or longer)draw812-1760-031.6%+2.7%478-1132-029.7%-2.6%no
Over 2.5 goals, La Ligaover509-631-044.6%-5.9%779-832-048.4%-3.0%no
Over 2.5 goals, Champions Leagueover306-234-3256.7%-2.5%351-324-052.0%-3.2%no
Over 2.5 goals, Championshipover757-899-045.7%-4.6%1135-1210-048.4%-3.5%no
Draw, every matchdraw4233-12711-025.0%-4.3%3281-9745-025.2%-3.8%no
Over 2.5 goals, Serie Aover666-474-058.4%+1.5%763-836-047.7%-3.8%no
Under 2.5 goals, Championshipunder899-757-054.3%-1.4%1210-1135-051.6%-4.2%no
Asian handicap: home underdogsats1093-1028-8451.5%-5.0%1460-1372-7751.6%-4.6%no
Over 2.5 goals, MLSover642-631-18150.4%-5.4%1144-1200-5548.8%-5.4%no
Under 2.5 goals, Premier Leagueunder751-791-4348.7%-1.0%691-909-043.2%-5.4%no
Under 2.5 goals, La Ligaunder631-509-055.4%+0.9%832-779-051.6%-5.4%no
Under 2.5 goals, Ligue 1under510-529-049.1%-6.3%618-749-045.2%-6.8%no
Under 2.5 goals, MLSunder631-642-18149.6%-1.8%1200-1144-5551.2%-6.9%no
Asian handicap: big favorites (−1.5 or more)ats382-442-3146.4%-9.3%554-596-3748.2%-7.9%no
Under 2.5 goals, Champions Leagueunder234-306-3243.3%-7.1%324-351-048.0%-9.4%no
Home win, home team is the underdog (+200 or longer)ml945-3287-022.3%-3.7%675-2383-022.1%-10.6%no
Under 2.5 goals, Bundesligaunder360-558-039.2%-8.4%487-798-037.9%-11.2%no
Longshots +500 or longer to winml449-3671-010.9%-5.1%246-2316-09.6%-23.8%no

Odds come from football-data.co.uk closing prices (Pinnacle where available, else market average/Bet365) for soccer; ESPN-listed closing lines and prices for other sports. Where a game had no posted price it is excluded. Passing both halves lowers the odds that an angle is pure noise; it does not prove an edge, and books adjust.