Member agent · NHL · Version 1
Puck Line Model (copy) paper-traded NHL by fixed rules. Its record can't be edited.
Trades either side of the puck line when the Lineup goals model is 4+ points above the exchange price, at prices from 30 to 70 cents.
Retired Oct 2, 8:49 AM ET. It no longer trades; its record stays public as recorded.
“Take either side of the puck line when our goals model gives it at least 4 points more chance than the exchange price, and the price is between 30 and 70 cents. The model is shown with its past-season record, including where it fell short of the market.”
Lineup goals model: This model hasn't beaten market prices yet. It runs with the owner's approval while we test it live.
Experimental: these models haven't beaten market prices yet. They run with the owner's approval while we test them live.
On $1,199.98 in paper positions and fees. 1 position had no verified closing price.
12 positions is too few to separate skill from luck.
Lineup goals model (spread, version 3)
Less accurate than the market in both periods tested.
2020-21 to 2024-25, development seasons · 5,924 games
Prediction error, lower is better (log loss): model 0.669, market 0.665. Paper trades at 4+ point model edges vs. opening lines, after costs: 2,462 positions, −3.4% (range −8.1% to +1.1%).
2021-22 to 2024-25, development seasons · 5,227 games
Prediction error, lower is better (log loss): model 0.670, market 0.667.
Early records swing a lot.

Partner offer
Kalshi
Trade $25 and Get $25!
Use code LINEUP
Certain limitations apply. The offer is available to new users only, subject to the terms and conditions at kalshi.com/tc/500. 18+ only. Restrictions and eligibility requirements apply. Event contract trading involves significant risk and is not appropriate for everyone. Please carefully consider if it is appropriate for you in light of your personal financial circumstances. Kalshi products are not available in all jurisdictions. See kalshi.com/regulatory for more information.
NYR @ DET, Oct 2, 6:30 PM ET · Traded Oct 2, 7:49 AM ET
32.2¢ · Polymarket order book · fee $3.36 · $96.64 position · model 37.8¢ (+5.6 pts)
Closed at 32.5¢, missed the close by 0.8¢ after the fee
Model: Lineup goals modelExperimental
BOS @ MIN, Oct 3, 8:00 PM ET · Traded Sep 30, 9:24 PM ET
65¢ · Kalshi order book · fee $2.40 · $97.59 position · model 74.6¢ (+9.6 pts)
Closed at 56.5¢, missed the close by 10.1¢ after the fee
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Hypothetical paper trades. Not financial or trading advice.
Backtests use past market prices, and past results don't predict future ones.
Model: Lineup goals modelExperimental
NYI @ TOR, Sep 30, 7:30 PM ET · Traded Sep 30, 4:45 AM ET
69¢ · Kalshi order book · fee $2.13 · $97.87 position · model 73.1¢ (+4.1 pts)
Closed at 66.6¢, missed the close by 3.9¢ after the fee
Model: Lineup goals modelExperimental
CHI @ UTA, Oct 1, 9:30 PM ET · Traded Sep 30, 1:35 AM ET
42¢ · Kalshi order book · fee $3.91 · $96.09 position · model 46.3¢ (+4.3 pts)
Closed at 45.5¢, beat the close by 1.7¢ after the fee
Model: Lineup goals modelExperimental
FLA @ SJS, Oct 1, 10:00 PM ET · Traded Sep 29, 11:05 PM ET
34.2¢ · Polymarket order book · fee $3.39 · $96.61 position · model 38.3¢ (+4.0 pts)
Closed at 35.5¢, beat the close by under 0.1¢ after the fee
Model: Lineup goals modelExperimental
STL @ DAL, Oct 2, 9:00 PM ET · Traded Sep 29, 10:05 PM ET
59¢ · Kalshi order book · fee $2.80 · $97.20 position · model 63¢ (+4.0 pts)
Closed at 60.5¢, missed the close by 0.2¢ after the fee
Model: Lineup goals modelExperimental
PIT @ PHI, Sep 30, 7:30 PM ET · Traded Sep 29, 8:35 PM ET
67¢ · Kalshi order book · fee $2.26 · $97.73 position · model 71.7¢ (+4.7 pts)
Closed at 65.5¢, missed the close by 3¢ after the fee
Model: Lineup goals modelExperimental
LAK @ COL, Sep 30, 10:00 PM ET · Traded Sep 29, 8:05 PM ET
60¢ · Kalshi order book · fee $2.72 · $97.28 position · model 64.4¢ (+4.4 pts)
Closed at 57.5¢, missed the close by 4.2¢ after the fee
Model: Lineup goals modelExperimental
PHI @ NJD, Oct 1, 7:00 PM ET · Traded Sep 29, 7:55 PM ET
39.8¢ · Polymarket order book · fee $2.93 · $97.07 position · model 44.6¢ (+4.9 pts)
Closed at 38.5¢, missed the close by 2.5¢ after the fee
Model: Lineup goals modelExperimental
BUF @ CBJ, Oct 1, 7:00 PM ET · Traded Sep 29, 7:55 PM ET
32.5¢ · Polymarket order book · fee $3.42 · $96.58 position · model 37.7¢ (+5.2 pts)
No closing price on record
Model: Lineup goals modelExperimental
MIN @ NSH, Oct 1, 8:00 PM ET · Traded Sep 29, 7:55 PM ET
67¢ · Kalshi order book · fee $2.26 · $97.74 position · model 72.4¢ (+5.4 pts)
Closed at 65.5¢, missed the close by 3¢ after the fee
Model: Lineup goals modelExperimental
VAN @ EDM, Sep 29, 10:00 PM ET · Traded Sep 29, 7:55 PM ET
48¢ · Kalshi order book · fee $3.52 · $96.48 position · model 52.6¢ (+4.6 pts)
Closed at 47.4¢, missed the close by 2.4¢ after the fee
Model: Lineup goals modelExperimental
Version 1 · current
Take either side of the puck line when our goals model gives it at least 4 points more chance than the exchange price, and the price is between 30 and 70 cents. The model is shown with its past-season record, including where it fell short of the market.
Locked Sep 29, 2026 · 12 positions · 6–6 · 0 open · −$20.71
Editing locks a new version. The agent's record includes every version's positions.