When Non-Traditional Teams Win, We Blame the Tax Code

It’s not just Tampa and Vegas — taxes quietly shape outcomes in a salary-capped league.

The Bias of the Traditional Market

When a team like Florida or Vegas makes a deep playoff run, there’s a reflex in the hockey world: “Well, it’s easy when you don’t pay income tax.”

It’s the kind of offhand remark that says more than it seems to. It implies these teams didn’t really earn it. That their success is an asterisk. A product of policy, not planning.

But that same logic rarely gets applied to the Pittsburgh Penguins, or the St. Louis Blues, or the Boston Bruins. All three have won in the cap era. All three operate in relatively low-tax environments. No one calls them “tax teams.”

Meanwhile, the so-called hockey heartlands — Toronto, Montreal, New York, California — face some of the toughest income tax rates in the league. Yet their reputations remain intact, their failures chalked up to bad luck, bad management, or just “the pressure.”

So we started asking questions:

This report is our way of answering that — visually, transparently, and with every NHL team in the mix, Canada included. No fluff. Just data, patterns, and a few things we didn’t expect to find.

What We Mean by “Tax-Advantaged”

“Tax-advantaged” isn’t just about zero-tax states like Florida or Nevada.

Plenty of legacy teams operate in relatively low-tax environments:

Meanwhile, teams in California, New York, and Canada face some of the league’s steepest tax burdens.

So we expanded the definition — and started to see some patterns emerge.

The Dataset Behind the Question

We gathered data for all 32 NHL teams, including Canadian franchises.

Each entry included:

2005 marks the start of the salary cap era, which makes financial efficiency more meaningful. We used this dataset to frame everything that followed.

Correlation? Not Quite.

We ran a Pearson correlation to see if higher taxes correlated with less success.

The result? Statistically flat. No significant linear relationship between tax rate and performance.

But correlation isn’t everything. Hockey’s messy. So we looked deeper.

Breaking It Into Brackets

We grouped teams into tax brackets:

That’s when patterns started to emerge.

Teams in low-tax brackets — like Tampa Bay, Florida, Vegas, Dallas — were consistently successful.

But with so many teams in those brackets, were we just seeing volume?

The Uneven Spread

Over half the league falls below a 10% tax rate. That includes 18 teams — 11 of them in the 5–10% bracket alone.

Success may appear concentrated in those brackets simply because there are more teams there.

To get clarity, we needed to normalize the data.

Leveling the Playing Field

We recalculated everything per team:

Once we normalized the data, the advantage in low-tax brackets softened. Things looked more balanced.

Not perfectly equal, but enough to suggest that tax isn’t the only factor driving success.

A Simpler Lens: 0%, 1–9%, 10%+

We simplified the brackets: just three categories:

This model showed a clearer split.

0% teams still performed well. 1–9% was steady. 10%+ lagged.

But much of that advantage was driven by a few recent runs — especially by Florida and Tampa Bay.

So What Do We Make of It?

Taxes don’t win Cups. But they help.

A lower tax rate can make the same salary go further. That gives a team leverage. And in a cap system, leverage matters.

The surprising part? Some of the most tax-advantaged teams have been traditional powerhouses all along. We just didn’t frame them that way.

It’s time we started.

While taxes don’t win championships, they do shape the environment teams operate in. In a league built on parity, even a small financial edge can ripple into real results. And while markets like Florida or Nevada enjoy the benefits of a 0% income tax, they don’t carry the media pull, prestige, or lifestyle perks of places like New York, Los Angeles, or Toronto. The playing field isn’t just uneven — it’s tilted in different directions. If the NHL truly values fairness, it may be time to explore ways to account for these differences. Because right now, the salary cap might be flat — but the terrain underneath it clearly isn’t.

Exploring the relationship between local income tax rates and NHL team success offers a unique lens through which to examine how off-ice financial conditions might impact on-ice performance. In the era of the NHL salary cap, implemented in 2005, all teams operate under the same upper spending limit, ostensibly leveling the financial playing field. However, income taxes—varying widely by state, province, and city—still affect player take-home pay. This raises the question:

Do lower-tax environments give certain teams an edge in attracting and retaining top talent, thus improving their chances of success?

To evaluate this, we compiled a comprehensive dataset for all 32 NHL teams, including U.S. and Canadian franchises. For each team, we calculated the combined state and city income tax rate where the team is based and applied that rate to a average annual player's salary of $3.5 million, representative of a typical top-6 forward or second-pairing defenseman. This yielded a recalculated take-home salary to approximate what players might actually earn in different markets. In addition to financial data, we gathered performance metrics from 2005 to 2024: Stanley Cup wins, playoff appearances, and playoff rounds won.

Since 2005 Tax Rates (%) of $3,500,000
Los Angeles Kings California Los Angeles 10 14 2 13.3 13.3 26.6 $2,569,000
Montréal Canadiens Quebec Montréal 10 9 0 25.75 0 25.75 $2,596,250
Vancouver Canucks British Columbia Vancouver 8 7 0 20.5 0 20.5 $2,757,500
Toronto Maple Leafs Ontario Toronto 10 2 0 20.53 0 20.53 $2,717,450
Ottawa Senators Ontario Ottawa 8 7 0 20.53 0 20.53 $2,717,450
Washington Capitals Washington, D.C. Washington 15 15 1 10.75 8.5 19.25 $2,826,250
Winnipeg Jets Manitoba Winnipeg 6 3 0 17.4 0 17.4 $2,891,000
New York Rangers New York New York 12 13 0 10.9 3.876 14.776 $2,982,840
Anaheim Ducks California Anaheim 9 11 1 13.3 0 13.3 $3,034,500
San Jose Sharks California San Jose 14 17 0 13.3 0 13.3 $3,034,500
New Jersey Devils New Jersey Newark 8 6 0 10.75 1 11.75 $3,088,750
New York Islanders New York Elmont 8 6 0 10.9 0 10.9 $3,118,500
Buffalo Sabres New York Buffalo 4 3 0 10.9 0 10.9 $3,118,500
Calgary Flames Alberta Calgary 9 4 0 10 0 10 $3,150,000
Edmonton Oilers Alberta Edmonton 7 7 0 10 0 10 $3,150,000
Chicago Blackhawks Illinois Chicago 10 16 3 4.95 4.95 9.9 $3,153,500
Minnesota Wild Minnesota St. Paul 11 4 0 9.85 0 9.85 $3,155,250
Colorado Avalanche Colorado Denver 12 11 1 4.4 4.81 9.21 $3,177,650
Seattle Kraken Washington Seattle 1 1 0 7 0 7 $3,255,000
Philadelphia Flyers Pennsylvania Philadelphia 10 8 0 3.07 3.79 6.86 $3,259,900
Detroit Red Wings Michigan Detroit 12 13 0 4.25 2.4 6.65 $3,267,250
Columbus Blue Jackets Ohio Columbus 6 2 0 3.99 2.5 6.49 $3,272,850
Pittsburgh Penguins Pennsylvania Pittsburgh 15 23 3 3.07 3 6.07 $3,287,550
St. Louis Blues Missouri St. Louis 13 10 1 4.8 1 5.8 $3,297,000
Arizona Coyotes Arizona Glendale 4 2 0 2.5 2.9 5.4 $3,311,000
Boston Bruins Massachusetts Boston 15 18 1 5 0 5 $3,325,000
Utah Hockey Club Utah Salt Lake City 0 0 0 4.85 0 4.85 $3,330,250
Carolina Hurricanes North Carolina Raleigh 6 10 1 4.75 0 4.75 $3,333,750
Tampa Bay Lightning Florida Tampa 14 25 3 0 0 0 $3,500,000
Florida Panthers Florida Sunrise 8 8 1 0 0 0 $3,500,000
Vegas Golden Knights Nevada Las Vegas 5 11 1 0 0 0 $3,500,000
Nashville Predators Tennessee Nashville 12 9 0 0 0 0 $3,500,000
Dallas Stars Texas Dallas 11 11 0 0 0 0 $3,500,000

To simplify comparisons, we initially summed the state and city income tax rates. While this is not exact—since tax systems can vary in structure and deductions—it offers a reasonable approximation for high-income earners in most jurisdictions. For more accurate modeling, we would need to simulate bracketed taxation systems, include deductions, and handle Canadian and U.S. income differently. Still, for top-tier athletes with few deductions and very high salaries, effective tax rates tend to resemble the statutory top rates, justifying our shortcut for comparative analysis.

It's a non-issue, just get over it.

We then applied Pearson correlation analysis to determine whether total tax rate had a statistically significant relationship with team success. This analysis was visualized using scatterplots with linear regression lines, allowing us to observe any directional trends. We tested three performance outcomes: Stanley Cup wins, playoff appearances, and playoff rounds won. The correlation coefficients (r-values) and corresponding p-values all revealed no statistically significant correlation. In fact, the results hovered close to zero, indicating that tax rate had almost no explanatory power regarding team performance.

Metric Correlation (r) p-value Interpretation
Stanley Cup Wins -0.15 0.40 Weak, non-significant negative correlation
Playoff Rounds Won -0.12 0.52 No meaningful correlation
Playoff Appearances +0.07 0.70 Essentially no correlation

but akshually...

wait, how many "tax-advantaged" teams are there?

but does it help?

but Florida is really good at hockey... right?