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Methodology

How we score mountains and build guides

Fit scores on the planner, crowd outlook, mountain facts, and editorial takes. Same rules for every mountain. Rank is never for sale.

Mountain guide pages link here instead of repeating the full block. For product story and FAQ, see About. This page is the long-form methodology for scoring and guides.

How we score (fit score)

Each mountain gets a fit score from 0 to 100. It is not a permanent rating. It updates for your location, the latest forecast, and your sliders. The same mountain can rank high for you and lower for someone else, or shift when the weather changes.

Six inputs feed that score:

  • Snow quality. 72-hour forecast snowfall from Open-Meteo, weighted by your snow preference. Fresh snow matters more when you pick Powder Day than when you pick Any Snow.
  • Skiability. Vertical, acreage, trail count, plus forecast temperature and wind. High wind and warm temps pull this down even when snowfall looks good.
  • Mountain fit. How well the mountain matches the size and steep-or-mellow vibe you asked for. Favoring big hills bumps high-vertical spots; favoring local hills does the opposite.
  • Drive time. Real road routing via OSRM, with fast haversine fallback. Closer scores higher, tuned to your day trip vs extended-drive distance.
  • Value. Ticket price against what you get. Pass mountains score well when your pass applies. Expensive walk-up loses points when cheaper options exist.
  • Crowd outlook. A model that estimates lift-line pressure for that mountain on that day. It blends metro gravity, pass density, lift capacity, day of week, holidays, and weather demand.

You control how much each factor matters with the preference sliders. Crank snow and relax value for a powder bias; favor small hills and low crowds for quiet days. The ranking follows your settings, not one formula for everyone.

Crowd model

Most ski sites tell you what conditions are like right now: yesterday’s snow, today’s lifts, this morning’s grooming. None of that answers whether the lot is full by 8:30 on Saturday.

Live crowd outlook on the main tool is generated by WhereToSkiNext’s own pressure model. It estimates how busy a mountain will feel on the day you pick. It folds in how many people live within driving distance, whether the mountain sits on a major pass, what lift networks can absorb, holiday weeks, and whether powder or perfect bluebird will spike demand.

Typical-week calendars on mountain pages use the weather-independent half of that model (metro draw, lift capacity, day-of-week load). Snow can still push any day up on the live tool.

It is a modeled estimate, not a live turnstile count or lift-line camera. Treat it as a strong signal, not a guarantee.

Mountain facts

Resort stats like pass affiliation (Indy, Ikon, Epic, or independent), lift counts, vertical, acres, trail counts, and ticket pricing are compiled from each resort’s own operator materials and pass network listings, then cross-checked against independent sources where possible. One reference we use heavily is Storm Skiing Journal’s Big Dumb Mastersheet.

Historical snowfall averages on mountain and state pages combine OpenSnow archives, NOAA station data, and Open-Meteo’s archive API. Live forecast snow for scoring comes from Open-Meteo at each summit and refreshes when you use the site. The three-day snowfall total is the main input for snow quality.

Drive times use road routing via OSRM when available. If routing is slow or unavailable, we fall back to distance-based estimates and mark those times with ~ so you know.

Editorial takes

Editorial takes draw on ski media coverage (SKI Magazine, Powder, Storm Skiing Journal, regional outlets including NewEnglandSkiIndustry.com and Unofficial Networks), aggregator comparisons (ZRankings, PeakRankings, OnTheSnow) for cross-reference, and skier forums and trip reports for crowd-pattern signal.

Where an editor has skied the mountain, that experience anchors the call. Where they have not, the take is synthesized from the sources above. Reviews are updated as conditions, ownership, or pass affiliations change.

Independence

Rankings are not pay-to-play. No advertiser buys a better fit score or a higher place in organic results.

Featured Partner and Local Partner placements, when present, are labeled. They sit in their own zone (for example above a state ranking table). They do not change the math that orders scored results. A featured mountain still sits in its real scored position in the table. We only make partnership obvious.

More on placements: Partners. Product overview: About.

Limits worth knowing

  • Forecasts move. Double-check the morning you head out.
  • We are not replacing the mountain’s own snow report or patrol calls.
  • Crowd outlook is predictive, not a live lift count.

Want the short version? See scoring and data sources on About, or jump into the planner.

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