Colorado’s Shooting Percentage Outliers

With the initial madness of free agency now behind us, we can evaluate the projected lineup for the Colorado Avalanche as they prepare for the 2026-27 campaign. Though analysts use various metrics to dissect a roster, shooting percentage remains one of the most revealing indicators of future offensive output. Public opinion of a skater’s season is frequently dictated by this basic formula—goals divided by shots on target. Examining the data reveals a tight connection between a player’s perceived success or failure and their shooting efficiency during any given season.

Crucially, shooting efficiency is mostly a product of individual skill rather than sheer opportunity. When a player earns a larger role and sees their ice time rise, their shot volume typically increases as well; this yields more goals while maintaining a stable shooting percentage, since the underlying conversion rate remains constant. Fluctuations occur throughout any career, but we must identify when a skater is benefiting from temporary hot streaks that inflate their numbers. An elevated shooting percentage isn’t entirely random—team chemistry and personal confidence certainly play key roles, just as a slump can drag numbers down—but these fluctuations are standard cyclical patterns in hockey that eventually correct themselves.

Although skaters refine their skills early in their careers, their shooting efficiency generally stabilizes once they establish themselves in the NHL, making it vital to compare their current rates against their historical baselines. Across the league, the average conversion rate typically hovers between 10% and 12%, though this spans from elite marksmen consistently converting at 15% or higher to bottom-six grinders finishing around 5%. Consequently, shooting efficiency should be judged against a skater’s personal history rather than league-wide or team standards—a distinction where metrics like PDO often miss the mark. While typical annual fluctuations of two to three percent are common, any massive shift that alters the narrative around a player usually points to an unsustainable hot streak or an unlucky cold spell.

By analyzing shooting percentages and how they shaped individual stat lines last year, we can set realistic expectations for the upcoming season. Applying this framework, let’s examine several Avalanche players whose goal-scoring trends bear watching in the year ahead.

Players primed for a scoring drop

Parker Kelly

Serving as the ultimate example of Colorado’s inflated shooting luck during the 2025-26 season, depth forward Parker Kelly’s 21-goal campaign was highly entertaining but is highly unlikely to be repeated. Scoring that frequently on a mere 104 shots pushed Kelly’s conversion rate to an unsustainable 20.2%, far exceeding his career average of 8.5% before last season. This spike wasn’t driven by a change in utilization, as his ice time and shot volume closely mirrored his previous numbers in Denver. While Kelly has developed as a skater, he cannot sustain such blistering efficiency and is bound to regress toward the eight-goal baseline he established before his sudden outburst. If Colorado can find another bottom-six forward to have an unexpectedly massive year, they can offset his drop-off, but assuming Kelly will repeat anything close to a 20-goal performance is simply setting up for disappointment.