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Luck & Schedule

Strength of Schedule Luck

What is Strength of Schedule Luck?

Strength of Schedule (SoS) Luck measures whether a manager faced easier or harder opponents than average over the course of a season. It answers the question: "Did you benefit from a soft schedule, or were you fighting uphill against the league's best teams every week?"

SoS Luck = Actual Wins - Opponent-Difficulty-Adjusted Expected Wins

How it differs from regular Luck

Luck holds your scores fixed and shuffles your opponents. It measures whether your record was fair given how well you played.

Strength of Schedule Luck holds the opponents fixed and measures their difficulty. It tells you whether the opponents you faced were, on average, weaker or stronger than what a random schedule would have produced.

MetricWhat's shuffledWhat it reveals
LuckYour opponentsWhether your record matches your scoring
SoS LuckOpponent difficultyWhether your opponents were easy or hard

How SoS Luck is calculated

The system runs a separate Monte Carlo simulation with 100,000 iterations, but instead of using your scores against random opponents, it evaluates the difficulty of the opponents you actually faced.

The process

  1. Collect the points scored against you each week — the actual scores posted by each opponent you faced.
  1. Simulate 100,000 random opponent assignments — randomly assign which opponent points each team would have faced each week.
  1. Compare opponent difficulty — in each simulation, teams that faced lower-scoring opponents get credited with "wins" (easier schedule), while teams that faced higher-scoring opponents do not.
  1. Average across simulations — the expected number of wins under random opponent difficulty is the baseline. The difference between your actual wins and this baseline is your SoS Luck.

Interpreting SoS Luck

SoS LuckInterpretation
PositiveYou won more than expected despite facing harder opponents — your schedule was tough
Near zeroYour schedule difficulty was about average
NegativeYou benefited from an easy schedule — opponents underperformed against you

Combining Luck and SoS Luck

The most complete picture comes from looking at both metrics together:

LuckSoS LuckStory
Positive, PositiveLucky record AND tough scheduleDominant team — probably very good
Positive, NegativeLucky record AND easy scheduleInflated record — regression likely
Negative, PositiveUnlucky record AND tough scheduleBest team with the worst breaks
Negative, NegativeUnlucky record AND easy scheduleBad team that also got unlucky timing

The "negative Luck, positive SoS Luck" combination identifies the most hard-done-by managers in your league's history — teams that were genuinely good but faced the league's toughest schedules and still got unlucky on top of it.

Related metrics

  • Opponent Points Rank: A simpler measure — ranks each team's average opponent score from hardest (1) to easiest
  • Opponent Points Percentile: Same ranking expressed as a percentile (100 = hardest schedule)
  • Schedule Swap Analysis: A separate tool that shows what your record would have been playing every other manager's exact schedule

See schedule strength in your league

Import your league for free to find out which managers have benefited from soft schedules — and which ones have been fighting uphill all along.

Related — Luck & Schedule

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