Data Study: 2.2 Million Dynasty Roster-Seasons

The Offseason Edge

How Trading Before Week 1 Predicts Dynasty Success

2/3of trades happen in the offseason
+9%more in-season trades by winners
64.5%bounce back with 3-5 offseason trades

Your dynasty league's offseason isn't downtime—it's when championships are built. We analyzed 2.2 million roster-seasons to prove it.

The Offseason Is the Main Event

If you think dynasty fantasy football is won on Sunday afternoons, the data says otherwise. Across 2.2 million roster-seasons, a staggering two-thirds of all dynasty trades happen before Week 1. The offseason is not the intermission—it's the main event. And how you use it determines whether you're raising a trophy or rebuilding again next year.

But here's the twist: it's not just about trading more in the offseason. Winners distinguish themselves by being active in every window—offseason, in-season, and especially at the trade deadline. Let's break down exactly what the data shows.

Winners Trade More—Everywhere

Winners

3.42

trades per season

Offseason2.26
In-Season1.16

66.1% offseason / 33.9% in-season

Non-Winners

3.21

trades per season

Offseason2.15
In-Season1.06

66.9% offseason / 33.1% in-season

Key Insight

Winners don't just trade more in the offseason—they trade 9% more in-season than non-winners (1.16 vs 1.06). The biggest edge isn't about when you trade, it's about being active in every trading window.

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The Standing Ladder: Trade Volume by Finish

The relationship between trading activity and final standing reveals a fascinating pattern. The top finishers and bottom finishers both trade aggressively—but for very different reasons. The middle of the pack? That's where activity flatlines.

Offseason
In-Season
1st3.43 trades
2nd3.22 trades
3rd3.07 trades
4th2.98 trades
5th2.94 trades
6th2.88 trades
7th2.88 trades
8th2.95 trades
9th3.15 trades
10th3.44 trades
11th3.98 trades
12th4.73 trades

The U-Shaped Curve

Notice the U-shape: 1st place averages 3.43 trades, the middle (6th-7th) drops to 2.88, and then last place surges to 4.73. Top teams trade aggressively to win. Last place teams trade aggressively to rebuild. The danger zone is the mushy middle—teams that aren't trading enough to contend or rebuild.

The Bounce-Back: Trading After a Losing Season

This is the most actionable finding in the entire study. If you finished in the bottom half last year, how many offseason trades you make directly predicts your odds of bouncing back.

0 trades
59.9%
improved next season
9.6
Before
7.8
After
+1.8 positions
n = 186,736
1-2 trades
63.2%
improved next season
9.7
Before
7.5
After
+2 positions
n = 183,252
Sweet Spot
3-5 trades
64.5%
improved next season
9.9
Before
7.7
After
+2.2 positions
n = 100,069
6+ trades
66%
improved next season
10.5
Before
7.8
After
+2.7 positions
n = 53,722

Improvement Rate by Offseason Trading Volume

0 trades
59.9%
1-2 trades
63.2%
3-5 trades
64.5%
6+ trades
66%

Percentage of bottom-half teams that improved their finish the following season

Finished in the bottom half? Start your comeback.Find Trades Now

The Trade Deadline Edge

Among teams that are active in-season, winners concentrate more of their activity around the trade deadline (weeks 9-13), the critical window where contenders make their push.

Winners In-Season

2.20
total in-season
/
0.87
at deadline (wk 9-13)
39.4%

of in-season trades happen at the deadline

Non-Winners In-Season

2.21
total in-season
/
0.86
at deadline (wk 9-13)
38.7%

of in-season trades happen at the deadline

Format Matters: Superflex vs 1QB

Superflex leagues generate more trading activity across the board. The extra QB value creates additional trade leverage and more paths to roster improvement.

1QB Leagues

Winners
3.12
Non-Winners
2.91
+7.2% winner edge

Superflex Leagues

Winners
3.43
Non-Winners
3.26
+5.2% winner edge

The winner edge is larger in 1QB (7.2% vs 5.2%), though both formats show a clear advantage for active traders.

What This All Means

66%

The Offseason Window

Two-thirds of all dynasty trades happen before Week 1. If you're not active in the offseason, you're missing the majority of the market.

+2.2

The Bounce-Back Effect

Bottom-half teams that made 3-5 offseason trades improved by 2.2 positions on average. Active rebuilding works.

+9%

The In-Season Edge

Winners make 9% more in-season trades than non-winners. They don't stop at the offseason—they stay active through the deadline.

The data is clear: the offseason is the most important time to trade in dynasty fantasy football. It's where the majority of deals happen, it's where rebuilding teams make their comebacks, and it's where winners start building their championship rosters. But the best managers don't stop there—they maintain their edge by staying active in-season and making targeted moves at the trade deadline.

If you're reading this in the offseason, you're in the most valuable trading window of the year. Every week that passes without a deal is a missed opportunity to reshape your roster.

The offseason window is open. Don't waste it.Start Finding Trades

Frequently Asked Questions

Do dynasty fantasy football winners trade more than non-winners?

Yes. Data from 2.2 million roster-seasons shows winners average 3.42 trades per season compared to 3.21 for non-winners. Winners trade more in both offseason and in-season windows, with especially higher in-season activity (9% more than non-winners).

What percentage of dynasty trades happen in the offseason?

Approximately two-thirds of all dynasty trades happen before Week 1. Across all teams studied, offseason trades account for 66-70% of total trading volume. The offseason is by far the most active trading window in dynasty leagues.

Can trading in the offseason help after a losing dynasty season?

Absolutely. Teams that made 3-5 offseason trades after a bottom-half finish improved by an average of 2.2 positions and 64.5% of them improved the following season, compared to just 59.9% improvement for teams that made zero trades.

Is trading volume different in Superflex vs 1QB dynasty leagues?

Yes. Superflex leagues see higher trading volume across the board. SF winners average 3.43 trades per season vs 3.12 for 1QB winners. The additional QB value in Superflex creates more trade opportunities and asset flexibility.

When is the best time to make trades in dynasty fantasy football?

The offseason (January through August) is the most productive trading window, accounting for roughly two-thirds of all trades. However, winners distinguish themselves with higher in-season activity too—especially around the trade deadline (weeks 9-13), where winners make 39.4% of their in-season trades.

The Offseason Is NOW. Start Trading.

The data is clear: the offseason is the most important trading window of the year. Dynasty Dealmaker helps you find the right trades for your roster, your league, and your strategy.

AI Trade Proposals → personalized trades for your roster and league context.

Trade Calculator → evaluate any deal with KTC values and AI analysis.

League Analysis → know whether to buy, sell, or hold based on your window.

Player Research → deep-dive analysis on any player before you trade.

Every week you wait is a missed opportunity. The best dynasty managers are making moves right now.

Start Finding Trades