Seven specialized agents score every EPL and MLS player prop — from confirmed lineup status to opponent defensive stats to recency-weighted form analysis. Confidence scores before every kickoff.
Today's Analysis
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The Beautiful Game Is Not Like Other Sports
No other major sport makes player participation as uncertain as soccer. Managers confirm starting lineups less than an hour before kickoff. A striker announced as a starter in the press conference on Thursday can be rested, rotated, or moved to the bench on matchday without warning. Any prop on a player who starts on the bench — or worse, is not in the squad — is effectively void. Lineup confirmation is the single most important signal in soccer prop analysis.
Soccer defensive strength is not simply about goals allowed. The relevant metric for player props is how the opposing defense performs against the specific statistical category being bet — shots conceded, dribbles allowed, passes completed against them, goalkeeper save opportunities generated. A team that allows few goals but concedes many shot attempts creates a favorable environment for shots-on-target props even while suppressing scoring. PropEdge applies stat-category-specific opponent defensive rankings rather than generic defensive quality ratings.
Soccer seasons in the Premier League and MLS run for months with matches typically once or twice a week, creating smaller per-player sample sizes than daily sports. PropEdge uses a 15-game recency window with soccer-specific consistency thresholds — a coefficient of variation cutoff calibrated to the sport's characteristic variance rather than NBA or NFL baselines. Recent form from the last five matches is weighted most heavily, as managerial systems and tactical setups shift more frequently than in American sports.
Home advantage in soccer is one of the best-documented phenomena in all of sports — and it shows up in individual player statistics, not just match outcomes. Attacking players at home show meaningfully higher shot volume, dribble attempts, and pass completion rates. PropEdge's HomeAway agent applies home and away splits with a minimum of three games in each context, isolating genuine split patterns from small-sample noise before factoring them into the final confidence score.
The Engine
The highest-weighted signal in PropEdge soccer analysis — and rightly so. A player not in the starting XI is not worth analyzing regardless of what every other agent finds. The Lineup agent runs pre-kickoff confirmation checks to verify that the player is confirmed as a starter in the official lineup, that their listed position in the formation aligns with the prop being analyzed — a right winger being deployed as a central midfielder changes the prop equation entirely — and that the player has not been moved to the bench or omitted from the squad entirely. Bench designations and not-in-squad listings trigger immediate prop elimination. A player confirmed as a starter in their natural attacking or defensive role gets a strong positive signal that unlocks the rest of the analysis pipeline.
Bilateral no-vig analysis for over/under props strips the sportsbook margin from both sides to reveal the true implied probability the book assigns to each outcome. For milestone props such as goals and assists — which are often priced as yes/no markets — PropEdge applies a vig-discounted implied probability approach rather than bilateral math, since these markets have no natural two-sided structure. Cross-book price divergence on the same prop is flagged as a standalone edge indicator.
Recency-weighted hit rate over a 15-game rolling window with soccer-specific consistency thresholds. The last five games carry the heaviest weight, reflecting tactical changes and current role more accurately than the full-season average. Consistency scoring uses a coefficient of variation cutoff calibrated to soccer's characteristic statistical variance — the same thresholds used for NBA would systematically over-flag inconsistency in a sport where single-match stat totals are low and binary outcomes are common.
Opponent defensive stats versus league average, filtered by stat reliability factors. Not all statistics are equally reliable across a season sample — shot totals stabilize faster than goals allowed, and dribbles conceded stabilize faster than assists allowed. PropEdge weights each defensive metric by its reliability coefficient, preventing noise from small or anomalous samples from overpowering genuine defensive vulnerability signals in the matchup evaluation.
Team points-per-game and goals-scored deltas versus season average assess whether the team's attacking output is trending up or down in recent matches. For goalkeeper saves props specifically, this agent evaluates opponent form rather than the goalkeeper's team form — a team on a poor defensive run generates more saves opportunity than a team shutting down attacks. Form context explains statistical patterns that raw averages miss entirely.
Home and away performance splits applied with a minimum of three games in each context to filter small-sample noise. Attacking players at home show measurable differences in shot volume, dribble attempts, and passing rates compared to road performances. Percentage differential scoring captures the magnitude of the split rather than simply its direction.
Standings-based points-per-game and goal differential gaps between the two competing clubs. Top-table teams in both EPL and MLS generate higher attacking volume against lower-standing opponents, and the gap between clubs in the table is a durable signal of the likely statistical environment for the match.
A single unified analysis system handles both EPL and MLS using league-specific calibration. All data is stored in shared soccer tables with a league column, allowing the system to apply consistent methodology while using league-appropriate performance baselines and pace adjustments for each competition.
All seven agents produce individual confidence scores combined via a calibrated weighted average. Soccer applies a neutral dampening factor of 0.3 — higher than other sports — to account for the sport's inherent variance. Signal amplification of 1.15x is applied, and final confidence scores are capped between 20 and 80 to prevent overconfidence in a sport where single-match outcomes diverge from expectation at higher rates.
What We Score
The most predictable soccer prop. Driven by role in the attacking system, opponent defensive organization, and home advantage. Forwards in top-six EPL clubs against mid-table defenses show the most consistent patterns.
Broader than shots on target, this includes off-target attempts. Players in high-volume shooting roles against porous defenses generate the strongest total shots edges. Opponent defensive stats are the key signal.
A milestone prop with inherent variance — even the best strikers miss the majority of their attempts. PropEdge uses vig-discounted implied probability rather than bilateral no-vig for yes/no markets, avoiding the mathematical distortion of bilateral math on one-sided props.
Correlated with creative role, passing volume, and whether the team plays a high-tempo, combination-focused system. Playmakers in high-possession teams against deep-defensive opponents carry elevated assist opportunity.
One of the most consistent soccer props. Central midfielders and deep-lying playmakers with high pass completion rates in possession-dominant teams against pressing opponents generate the strongest pass completion edges.
Unique in that it depends on the opponent's attacking quality rather than the goalkeeper's own team. PropEdge's Form agent evaluates opponent form specifically for saves props, assessing how much shot pressure the opposing attack is generating in recent matches.
Tied to creative attackers in wide positions who face one-on-one situations frequently. Wingers against defensively passive opponents who concede high dribble numbers vs. league average carry the strongest dribble prop edges.
Defensive midfielders and fullbacks in high-intensity pressing systems show the most consistent tackle volume. Opponent attacking style — specifically how direct and forward-running the opposition is — determines tackle opportunity at an individual level.
The Numbers
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