How we record and grade NHL picks

NHL on Hunchmeter: how a daily league works

The same core rules apply to the NHL as to the NFL: we record public picks, note when each one was seen, grade every pick against the official score, and link every record back to the page, video or post it came from. Because hockey is played almost every day and published across different media formats, a few tracking and grading rules work differently from the NFL.

Why the primary leaderboard tracks sources (outlets and channels)

In the NFL, almost every tracked pick comes from a weekly media table where each column belongs to a named writer. In the NHL, most daily picks are published as an outlet column, a YouTube segment or a Telegram post without an individual writer's byline. To reflect what is actually published without inventing bylines or discarding unbylined picks, NHL leaderboards use two views: sources and channels (every tracked website, editorial desk, YouTube channel and Telegram channel) and named analysts (individual writers and speakers whose names are explicitly attached to their picks; one person gets one profile; a writer who publishes under the same full name at more than one outlet is one record, listed under the outlet with the larger graded sample, and a pick posted at both outlets is counted once). Each source is labeled as a single-voice source (one editorial call per market per game) or a multi-writer panel (several named writers at the same outlet who may pick against each other); a panel's page shows all writers combined and the games where every participating writer agreed.

When and how NHL picks enter the record

Every pick carries one of three labels. Recorded before puck drop: we captured the pick from the source's public page before the scheduled start of the game. Timestamped before puck drop: we read the page after the start, but the publishing platform's own post time (a public Telegram post or a YouTube publish time) is before the start. Read after the game: read from the source's page after the game started, without a pre-game timestamp; shown in recording history only, never in records, points or leaderboards. Picks the archive marks as duplicates, parlays, live calls or unreadable as a single pick are listed as Not graded with the reason. Game dates use US Eastern Time: late West Coast games often start at 10:00 or 10:30 p.m. ET, which is already the next day in UTC, so daily slates and game addresses use the Eastern game date with the daily boundary at 4:00 a.m. ET, while machine-readable timestamps store exact UTC times.

Picks we could not match to a game

Before a pick reaches a game page it passes a last check against the schedule: the participant it backs must be a team of that game, the quote must not be about another sport or league, a team-statistic line (faceoffs, shots, hits) is not graded as a puck line or total, and the recorded side must match the team the quote backs. Picks that fail this check are not shown and not counted anywhere on the site: 51 in the NHL section so far. They stay in the archive and are reviewed as binding errors.

What we publish: the publication gates

Before a pick reaches a page it must pass the same set of gates. Markets: only moneyline (incl. OT/SO), 60-minute regulation, puck line, over/under and team totals are published at launch; player props, period markets and other markets stay in the archive for a later phase. Lines: for puck line and totals the line on the card must appear in the quote itself. Teams: the quote must name at least one team of the game (table rows must name both). Quotes that carry a result mark (✅/❌, WIN/LOSS, units won) were written after the game and are not published; headlines and previews without a pick are not published; one quote cannot stand for both sides of a market. 3-way and regulation calls are graded on the 60-minute score. Picks read after the game started are never graded. Held back by these gates so far: 1,288 in the NHL section (388 picks from sources outside the launch list, 378 markets held for a later phase (props, periods, other), 111 picks by probability models (held for a Models view), 103 quotes without a line or a price, 80 quotes naming no team of the game, 49 picks attributed to an AI model, 43 lines not in the quote, 34 site widgets counting other people's picks, 30 previews without a pick, 24 table cells without an expert or a pick marker, 17 table rows without both teams, 14 alternate lines and other markets, 10 result marks in the quote, 4 quotes about another league, 3 team totals without a team). At launch we publish picks only from a reviewed list of sources: English-language outlets and named experts, plus sources that passed our manual checks without an error; the rest stay in the archive until they pass. The archive keeps every one of them.

NHL grading rules: regulation, overtime and the shootout

Roughly a quarter of NHL games go past 60 minutes into overtime (OT) or a shootout (SO). Our archive stores both the 60-minute regulation score and the final score for every graded NHL game, and we grade each pick on the market the source stated. Moneyline (incl. OT/SO): the picked team wins the game in regulation, overtime or a shootout, the pick wins. 60-minute regulation (3-way): graded strictly on the score after the third period; a regulation win pick on either team loses if the game is tied after 60 minutes, a regulation tie pick wins then, draw no bet (handicap 0 in 60 minutes) is a push, and double chance (team or tie) is graded on the 60-minute score. When an English-language source picks a team to win without saying regulation, 60 minutes or 3-way and without a tie option, the pick is graded as a standard moneyline pick. In Russian-language hockey sources a plain win pick, unless it says overtime counts, means the 60-minute 3-way market, and we grade it on the 60-minute score. A Russian-language handicap written with the number in brackets and no sign is a plus handicap; a handicap of 0 is draw no bet. Puck line: the standard line is −1.5 for the favorite and +1.5 for the underdog, graded against the final score including overtime and shootout; other lines carry an Alt line label. Under NHL rules the shootout winner is credited one goal, so the final margin of a shootout game is always one goal: a −1.5 pick on a shootout winner is a loss, a +1.5 pick on either team in an overtime or shootout game is a win. Because −1.5 favorites usually carry plus-money odds and +1.5 underdogs heavy minus odds, puck line standings are ranked by market-adjusted points, with favorite −1.5 and underdog +1.5 records shown separately. Totals: the full-game over/under is graded on the combined final score against the line printed with the pick; overtime goals and the one shootout goal count toward full-game totals; a whole-number line landing exactly on the total is a push. Team totals are graded on the picked team's goals against the stated line. Period picks are graded strictly on goals scored within that period.

Player props

Player prop picks (goals, assists, points, shots on goal) are graded against the official final box score where the archive holds it. Overtime statistics count; shootout attempts and goals do not. A prop on a player who did not play is not graded, and the reason is shown.

Priced picks vs. result-only picks

In the NFL, weekly media panels publish uniform tables where spread and total picks sit near standard −110 odds. In the NHL, sources publish picks across markets with widely different prices, and some outlets publish a team call without quoting odds or a timestamped price. Our archive applies one strict rule: a pick recorded without a market price counts for the win-loss result only and never enters market-adjusted points or CLV. All graded picks (Graded W-L-P and Win %) include every settled pick, priced or not; next to every win percentage we show the 95% Wilson score interval, the likely range. Priced picks (market-adjusted points, points per pick and CLV) include only settled picks with a valid recorded market price. We never invent a price for an unpriced pick and never pad unpriced picks as zeros into a per-pick average.

Market-adjusted points

As in our NFL records, a pick earns more when the market thought it unlikely and less when it was the obvious call. A right pick earns (1 − p) / p points, where p is the no-margin market probability of the picked outcome at the time of the pick; a wrong pick costs 1 point; a push counts zero. Zero is the expected score if the no-margin market odds are right, so a source that picks heavy favorites and a source that picks underdogs are measured on the same scale. These points measure pick accuracy relative to market difficulty; they do not represent betting returns.

Closing line value (CLV)

For priced picks we also compare the recorded price with the no-margin closing price of the same outcome right before puck drop. CLV is the change from the recorded price to the closing price as a share of the closing price; positive means the pick beat the closing line. Like market-adjusted points, CLV is a reference metric showing whether a source's picks anticipated pre-game line movement; it is not a calculation of betting payouts.

Leaderboard thresholds and early-season tiers

In the NFL, numbered leaderboard rankings require at least 30 scored picks on a market. Because NHL tracking launched more recently and builds game by game, a 30-pick gate on day one would leave most tables nearly empty, while no threshold would let a 3–0 start top the page. Early-season thresholds: the main table requires at least 15 scored picks on that market (and at least 10 priced picks to be ranked by market-adjusted points); the early-sample tier (8 to 14 scored picks) is shown separately with its likely ranges; fewer than 8 scored picks are shown on the source's own page but not ranked. Full-season threshold: as soon as at least 25 tracked sources in the league reach 30 scored picks on a market, the main threshold for that market steps up to 30 scored picks (the NFL standard) and the 15 to 29 group moves into the secondary tier. Week and day leaders start at 8 graded picks in one market. Game pages are open to search from 3 picks, source pages from 5 graded picks. Milestone badges stay off in the NHL until a deep competitive field exists.

Corrections

If a pick, a score or a time is wrong, write to editors@hunchmeter.com. A confirmed error is fixed everywhere it appears and listed on the corrections page with the date.