Analytics Advantage: Context and Usage for Chinakhov, Duchene, Dubois, Marchessault, and Gavrikov
Stas Pupkov
2026-02-06
This week's list is about roles that actually matter, not chasing the last box score. Every player here has either gained meaningful opportunity (more minutes, better linemates, real PP time) or is producing despite a role that deserves closer scrutiny. The focus is signal over noise: ice time, power-play usage, and lineup context that can sustain fantasy value, especially with the Olympic break(Feb 6-25)) creating a natural reset point.
Data Sources:
Player data from Natural Stat Trick.
Yahoo roster percentages via Frozen Tools.
Line combinations and power-play deployment via Daily Faceoff and Frozen Tools.
All information current as of February 5, 2026.
Egor Chinakhov — Pittsburgh Penguins (9%)
Lines: L2, PP2
Chinakhov's season finally makes sense once you zoom out and stop treating it as one continuous sample. This is a usage-driven story, not a breakout mirage.
The raw line is modest: 18 points in 47 games (0.38 P/GP), a 31-point pace that looks waiver-level at first glance. But the quarterly split tells you exactly where the value opened up. In Q1 and Q2, Chinakhov was buried in Columbus, skating roughly 10–11 minutes a night with almost no power-play exposure. Across those first 32 games, he had just eight points and four total minutes of PPTOI. That role simply wasn't fantasy-viable.
Everything changes in Quarter 3 after the move to Pittsburgh. His TOI jumps to nearly 14 minutes per night, PPTOI climbs to 1:18 per game, and he posts 10 points in 15 games. More importantly, the shot volume finally scales with the opportunity: 32 shots in Q3 after just 42 combined in the first two quarters. This isn't random puck luck. This is a shooter being allowed to shoot.
The line mate context matters. Chinakhov has already seen extended runs with Evgeni Malkin at even strength, which is a meaningful upgrade from his Columbus deployment. He's still on PP2, and the lack of power-play production (zero PPG, zero PPP this season) caps the ceiling, but the role is real now. His career shooting percentage sits at 11.4 percent, and he's running at 14.9 percent this year. That's elevated, but not cartoonishly so for a volume shooter with a heavy release.
Fantasy-wise, this is a short-term add with guardrails. Chinakhov gives you shots, a trickle of hits, and legitimate five-on-five offense as long as the Pittsburgh usage holds. The downside is obvious: if the minutes slide back toward 11–12 or if he loses the Malkin attachment, the floor drops fast. There's also no hidden power-play upside waiting unless he cracks PP1, which is unlikely barring injuries.
Fantasy call:
Add in deeper leagues and 12-team formats as a short-term play while he's locked into L2 usage. In shallow leagues, he's a watch-list shooter rather than a must-roster. The production is usage-backed now, but the margin for error is thin.
What to watch:
Track his TOI over the next 5–7 games. If he stays north of 13:30 with consistent PP2 time, the pickup sticks. If the minutes dip, this turns back into a streamer profile just as quickly.
Matt Duchene (44%) — Dallas Stars
Lines: L3, PP2 (but he's floated all over the top 6)
Duchene is the classic "the role isn't sexy, but the results are" case. Through 32 games he's at 20 points (0.63 P/GP, 51-point pace), and the quarterly split shows where the heater actually started: Q3 = 12 points in 15 games, with 7 goals. That's the stretch you're reacting to, and it's real production, not one random two-game spike.
Now the truth serum: the shot profile is not screaming "automatic hold." He's at 50 shots in 32 games (1.56 SOG/G). That's fine, but it's not the kind of volume that normally sustains goal binges unless the shooting% cooperates. And right now, it's cooperating a lot: 20.0% S% this year (same as last year's 20.0%). That's high, but Duchene has proven he can run hot for long stretches historically. The difference this season is he's doing it with lower shot volume than his prime, so when the goals cool, the fantasy floor gets shakier.
Usage-wise, he's been a lineup chameleon. In Q1 he was stapled to Seguin and even got shifts with Johnston/Robertson. Q2 had looks with Rantanen and Johnston, then Q3 has him bouncing between Benn/Steel/Johnston and even a Hintz/Robertson look. That's good news: the coach is willing to plug him into offense-driving spots. The less good news: it also means his "line" isn't a stable fantasy anchor, he's more of a deployment tool.
The power play is the other cap. He's only at 1:17 PPTOI per game and 4 PPP so far. Compare that to last season: 2:31 PPTOI and 27 PPP. So even if he's "hot," the special teams role isn't giving you the big fantasy multiplier right now.
Fantasy call:
In 10-teamers, Duchene is a hold if you need goals/points, but he's not a bulletproof set-and-forget because the shots are light for a goal-heavy profile. In 12-team and deeper formats, he's a clear roster while he's getting these top-6 rotations and PP time.
What to watch (this is the whole bet):
SOG trend: if he's stuck around ~1.5 per game, the goal pace is fragile. If it creeps toward 2.0+, the heater becomes believable.
PPTOI: if he starts living at 1:45–2:15 instead of ~1:15, the PPP floor improves a lot.
Linemate stability: if he's consistently with Hintz/Robertson or Johnston, the assist rate should rise even if goals regress.
Minutes: he's up to 16:24 TOI in Q3. If that holds, you ride it. If he slips back near 15:00, he becomes more streamer-ish.
Bottom line: Duchene's warm, but the sustainability argument is "role + talent," not "shots + PP1." That means you can profit, but you keep your finger near the eject button if the usage wobbles.
Pierre-Luc Dubois (15%) — Washington Capitals
Lines: L2, PP2 (and a whole lot of Tom Wilson)
This is the cleanest kind of "bench add" case: the season totals are meaningless right now because the sample is basically a napkin doodle.
Dubois has played 7 games and has 2 points (0.29 P/GP), so the surface stats scream "nothing." But his usage in those games is exactly what you'd want to see from a stash: 15:50 TOI per game and 2:01 PPTOI per game, with multiple games in the 2:17–3:50 PPTOI range. That's not "ease him back in slowly" deployment. That's "we're using this guy."
The game log shows the shape of his profile pretty clearly. Even before the big Feb 5 line (1G, 1A, 2 PPP, 17:35 TOI), he was already getting real power-play minutes (3:50 vs BOS, 2:30 at DAL, 2:17 at NYI). The points didn't come because the shot volume was modest and the sample is tiny, but the ice time says the coaching staff isn't treating him like a passenger.
The most important detail you pasted is the linemate rotation. In Q1 he's repeatedly tied to Tom Wilson and either Protas or McMichael, and he even got a look with Ryan Leonard. That's a "heavy forecheck, create chaos, let PLD handle the middle" type of trio. For fantasy, that's good for hits and faceoffs stability, and it can become points-friendly if the PP usage stays steady.
Now the realism check: he's not giving you a shot-floor right now (1.57 SOG/G in 2025–26) and Washington's setup has historically been more "finishers + puck movers" than "Dubois runs the whole show." So the ceiling depends on whether the PP2 role is actually meaningful, or just second-unit cardio.
Fantasy call:
In a 10-team league, he's a bench hold / speculative add only if you have room and you're trying to get ahead of a post-break bump. In 12-team and deeper (especially formats that count FOW + HIT), he's a smart stash because the role is already giving you category scaffolding even before the points normalize.
What to watch after the Olympic break:
TOI stays 16+ and PPTOI stays ~2:00+ → the buy case strengthens fast.
Line stays Wilson + Protas/McMichael consistently → more stable production expectations.
Shot rate rises (even to ~2.0 SOG/G) → points become much less fragile.
If PPTOI falls under 1:15 for a stretch → he's back to being a name more than a play.
He's not a "must add" today. He is the kind of player who becomes annoying to acquire two weeks from now if the usage holds and the points start matching it.
Jonathan Marchessault (15%) — Nashville Predators
Lines: L2, PP1 (but the PP story is weirder than it looks)
Marchessault is producing enough to tempt you, and his category mix is still fantasy-friendly… but the usage trend is quietly moving the wrong way.
Start with the baseline: 17 points in 38 games (0.45 P/GP, 37-point pace) with 89 shots (2.34 SOG/G) and 51 hits (1.34 HIT/G). That's a usable banger-league winger even when the points aren't popping, because he's not a "points-only ghost." His shooting percentage (11.2%) is totally normal for him (career 11.4%), so this isn't a fluke heater driven by unsustainable finishing.
Now the red flag: power-play time is trending down.
Quarter-by-quarter PPTOI:
Q1: 3:17 PPTOI, 2 PPP
Q2: 2:29 PPTOI, 2 PPP
Q3: 1:56 PPTOI, 1 PPP
That matters because Marchessault's best fantasy years are almost always fueled by real PP1 volume. In his big Vegas seasons he lived around ~3:00+ PPTOI and banked PPP consistently. This year he's still labeled PP1, but his actual share isn't as dominant as you'd expect for a true PP1 centerpiece.
The even-strength deployment is also less stable than you'd want. He's had stretches with Haula and Bunting, some looks with Forsberg, and then Q3 includes time with McCarron/Cole Smith (which is… not exactly the fantasy promised land). That kind of line shuffling can still work when Nashville is hot, but it makes him more of a "ride the wave" player than a set-it-and-forget-it anchor.
The good news is that the recent game log shows him staying involved: shots are there (multiple 3–5 shot games), and he's still getting meaningful PPTOI nights (3:32 on Feb 5, 2:59 on Jan 29). So, it's not a total PP collapse, more like inconsistent deployment that occasionally spikes.
Fantasy call:
Marchessault is a bench add / hold depending on league depth. In 12-team bangers, he's generally rosterable because the shots + hits floor is real. In shallow leagues, he's more of a schedule/heat streamer unless the PP1 usage stabilizes back closer to his Q1 workload.
What to watch (this decides whether it "sticks"):
PPTOI: if he's consistently back over 2:30 a night, his PPP pace should climb, and he becomes a confident hold.
Even-strength linemates: if he's regularly with Forsberg (or another top finisher) rather than the McCarron line, his assist/point ceiling rises.
Shots stay 2.5+ per game: that keeps the goal floor intact even if Nashville cools.
So yeah, he's useful right now, but the bet isn't "Preds are hot." The bet is "Marchessault keeps enough PP1 juice + keeps shooting." If either of those drops, he turns into a middling peripherals winger fast.
Vladislav Gavrikov (5%) — New York Rangers
Lines: L1, PP1, PK1 (aka "plays half the game")
Gavrikov is the definition of a format-dependent add. If your league rewards the boring violence of reality (blocks, minutes, some hits), he can matter. If it's mostly points/PPP, you're basically betting against his entire career.
The offensive baseline is what it is: 21 points in 57 games (0.37 P/GP, 30-point pace) with 84 shots (1.47 SOG/G). That's not moving fantasy needles in most formats. But the deployment is nuts: 24:04 TOI per game, and his game log is full of 25–28 minute nights. That kind of workload creates a very reliable peripherals floor.
The biggest change vs. his prior seasons is special teams usage—specifically power play. His quarterly PPTOI jumps hard:
Q1: basically none (0:04 PPTOI)
Q2: 0:48 PPTOI
Q3: 2:48 PPTOI, with 3 PPP
That's the whole story: he went from "no PP role" to "actual power play minutes." Even if he's not a natural PP quarterback, sheer time-on-ice can brute-force some assists and secondary points. And he's already shown it: his Q3 point rate improved (6 points in 14 games) while his PPTOI spiked.
Now the reality check (because this is where fantasy players get tricked by labels like PP1):
Gavrikov's career shows he's almost never been a PP producer. Before this season he essentially had no power-play scoring. So the correct expectation is modest PPP trickle, not a breakout. His value is still anchored in the categories he actually controls: blocks and minutes. This year he's at 86 blocks in 57 games (1.51 BLK/G), and that's the kind of number that wins weeks in banger formats when streamed correctly.
One more thing: his plus/minus is ugly (-13), and with huge minutes that can be a real drag in leagues that count it. That's the price of living on the ice.
Fantasy call:
Bangers/cats leagues (BLK-heavy): strong add/hold as a "floor" defenseman, especially if you're already good on goals/assists and need category stuffing.
Points leagues / PPP-focused formats: fringe add unless your scoring meaningfully rewards blocks and TOI; otherwise you're paying roster space for low-ceiling offense.
What to watch:
If his PPTOI stays 2:00+ per night, he can actually maintain that ~30-point pace with occasional PPP spikes.
If PPTOI drops back under 1:00, he becomes "blocks-only," which is still useful, just more streamable.
Watch the partner rotation (Fox/Schneider). If he's glued to Fox at even strength, his assist odds improve a bit just via puck touches.
Bottom line: Gavrikov isn't suddenly a fantasy weapon because Panarin moved (that kind of ripple is usually real for forwards/PP quarterbacks, not stay-at-home minute-munchers). He is a reliable category plug with a rare new PP role that can give you just enough extra juice to matter in the right league.