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Ski and powder

Ski and powder forecasts: how they work

A ski snow forecast starts with a weather model’s precipitation, then adjusts it for the height on the mountain, the temperature at that height and how fluffy or heavy the snow will be. No single model run is a promise, so a powder call is worth planning around when several different models agree on timing and amount.

Ski Forecast in 4070 does that adjustment for 205 resorts in the US and Canada and shows the models side by side.

Updated October 6, 2026. By 4070, a weather platform by Weather Decision Solutions.

Why mountain snow is harder to forecast

A forecast for the town at the bottom of a valley says little about the chairlift at the top. Four things change the answer.

Elevation

Air cools as it rises. NOAA’s standard figure is about 3.5°F colder for every 1,000 feet you climb, though real days vary.

A storm can fall as rain at the base and snow at the summit. A good ski forecast is made for a height on the mountain, not for the town below it.

Snow-liquid ratio

The ratio compares inches of snow with the inch of water you would get if it melted. Ten to one is the common rule of thumb. Cold, light snow can pile up far deeper than that, and wet snow near freezing piles up shallower.

Two forecasts with the same liquid total can differ by a foot of snow. Ask what ratio the amount assumes, and whether it changes with temperature.

Orographic lift

When wind pushes moist air up a mountain, the air cools and its water turns into cloud, rain or snow. The side facing the wind gets the most, and the far side often gets much less.

Weather models see mountains as smoothed hills, so a model can miss how much a steep range wrings out of a storm. Nearby resorts can end up with very different totals.

Lake effect

When cold air crosses open, relatively warm lake water, it picks up warmth and moisture, rises and builds narrow bands of heavy snow downwind. NWS says forecasters need the right wind direction, an unfrozen lake and air well below the water temperature.

Bands are often only a few miles wide, so one resort can get a foot while another nearby sees flurries. Wind direction changes who is under the band.

How to read a multi-model snow forecast

Different models make different mistakes, so comparing them is the best check you have. Read them in this order.

  1. Start with timing, then amounts. If the models agree on when snow starts and stops, the storm is probably real. Amounts are harder, so treat the first number you see as a middle of a range.
  2. Count models, not lines. A model can run dozens of forecasts, called ensemble members. Ten members from one model that agree are one opinion. Several different models that agree is stronger evidence.
  3. Check the spread. A tight bundle of lines means the models agree. A wide fan means the models disagree, and the middle line may be a total that no single forecast actually shows.
  4. Look at the rain-snow line. Compare the base, the middle and the summit. A storm that stays snow at the summit and turns to rain at the base is a very different day for each lift.
  5. Respect the calendar. The next day or two usually hold up best. Beyond a week, even the best-supported powder call can shift by a day or land on a different range.

When to trust a powder call

Lean on it whenTreat it as a maybe when
Several different models agree on the start and end time.One model shows a big storm and the rest show a dusting.
Most ensemble members put the heaviest snow on the same day.The members fan out across a week.
Temperatures at the summit stay well below freezing.Temperatures sit near freezing, where a degree or two flips snow to rain.
The storm is one or two days away.The storm is eight to ten days away.
The wind favors your side of the range.A small wind shift moves the heavy bands to the next valley.

For the full picture of model spread, see the ensembles guide, and for the basics of comparing runs, how to read weather models. The 500 mb map guide shows the upper-level pattern behind a big storm.

What El Niño typically means for ski regions

NOAA has an El Niño Advisory in effect for winter 2026-27. These are the regional calls from the Weather Decision Solutions forecast desk for what a strong El Niño could mean for ski regions. They are a lean and not a promise, and every event is different.

RegionForecast desk call
Sierra Nevada and Lake TahoeThe forecast desk expects an exceptional Sierra Nevada snowpack in a strong El Niño, with a stormy southern track. Heavy storms also bring flood and landslide risk.
Southern California mountainsThe desk calls Southern California the wettest region on its map, at the front of an active Pacific storm track.
Utah, Colorado and the SouthwestMore precipitation across the Southwest and the southern Rockies, which helps areas that have struggled with drought.
Pacific Northwest and northern RockiesThe desk expects more mountain snowfall across the West through the season and into spring.
Great Lakes and Upper MidwestFewer prolonged Arctic air outbreaks across the Midwest and Great Lakes, with winter storms still possible.
Northeast, Mid-Atlantic and southern AppalachiansFewer prolonged Arctic outbreaks across the Northeast and often milder average temperatures, with winter storms still possible.

For the region-by-region story and when NOAA updates its outlook, read Winter 2026-27 and El Niño.

How Ski Forecast works in 4070

Ski Forecast maps forecast snow at 205 resorts. Each resort is a dot colored by the snow expected, with the amount beside it.

Choose a region, then Base, Mid or Peak. Mid is halfway between a resort’s base and its summit. Look at the total snow since the start of the forecast, or just the last 24 hours, from all models together or from one model. Open a resort for a chart where each thin line is one forecast and the thick line is the middle of all models, plus storm timing that says when snow starts, when it stops and whether a model turns it to rain.

Weather models see land as a smooth surface, so a model’s own height is often well below a ski area’s summit. Ski Forecast adjusts temperature and precipitation from the model’s height to the height you pick before it counts snow, and in an internal test against last winter’s measurements from mountain snow stations, the adjusted amounts matched those measurements better than unadjusted model snow. The amounts are estimates from models, not what a resort has measured or reported.

Ski Forecast is part of 4070 Pro, which is seven days free and then $14.95 a month. It is under Forecasts in the web app and in the mobile apps.

Resorts covered

Ski Forecast covers 205 resorts. Base and summit heights are approximate, and vertical is the summit minus the base.

California and Lake Tahoe21 resorts
Resort elevations, California and Lake Tahoe
ResortState or provinceBase (ft)Summit (ft)Vertical (ft)
Alpine MeadowsCalifornia6,8358,6371,802
Bear MountainCalifornia7,1408,8051,665
Bear ValleyCalifornia6,6008,5001,900
BorealCalifornia7,2007,700500
Dodge RidgeCalifornia6,6008,2001,600
Donner Ski RanchCalifornia7,0317,781750
HeavenlyCalifornia6,54010,0673,527
HomewoodCalifornia6,2307,8801,650
June MountainCalifornia7,54510,0902,545
KirkwoodCalifornia7,8009,8052,005
Mammoth MountainCalifornia9,00011,0532,053
Mountain HighCalifornia6,6008,2001,600
Mt. BaldyCalifornia6,5008,6002,100
Mt. Shasta Ski ParkCalifornia5,5007,5362,036
Northstar CaliforniaCalifornia6,3308,6102,280
Palisades TahoeCalifornia6,2009,0502,850
Sierra-at-TahoeCalifornia7,2808,8521,572
Snow SummitCalifornia7,0008,2001,200
Sugar BowlCalifornia6,8838,3831,500
Diamond PeakNevada6,7008,5401,840
Mt. Rose Ski TahoeNevada8,2609,7001,440
Pacific Northwest17 resorts
Resort elevations, Pacific Northwest
ResortState or provinceBase (ft)Summit (ft)Vertical (ft)
Anthony LakesOregon7,1008,000900
HoodooOregon4,6685,7031,035
Mt. AshlandOregon6,3507,5001,150
Mt. BachelorOregon6,3509,0652,715
Mt. Hood MeadowsOregon4,5237,3002,777
Mt. Hood SkibowlOregon3,6005,0101,410
Timberline LodgeOregon6,0008,5402,540
Willamette PassOregon5,1206,6831,563
49 Degrees NorthWashington3,9235,7741,851
AlpentalWashington3,1405,4202,280
Crystal MountainWashington4,4007,0122,612
Mission RidgeWashington4,5706,8202,250
Mt. BakerWashington3,5005,0891,589
Mt. SpokaneWashington4,2005,8891,689
Stevens PassWashington4,0615,8451,784
The Summit at SnoqualmieWashington2,8403,8651,025
White PassWashington4,5006,5502,050
Northern Rockies20 resorts
Resort elevations, Northern Rockies
ResortState or provinceBase (ft)Summit (ft)Vertical (ft)
Bogus BasinIdaho6,1507,5821,432
Brundage Mountain ResortIdaho5,8827,8031,921
Lookout PassIdaho4,5006,1501,650
SchweitzerIdaho4,7006,4001,700
Silver Mountain ResortIdaho5,6506,297647
Soldier MountainIdaho5,7567,1771,421
Sun ValleyIdaho5,7509,1503,400
Tamarack ResortIdaho4,9007,6602,760
Big Sky ResortMontana7,50011,1663,666
Bridger BowlMontana6,1008,7002,600
Discovery Ski AreaMontana6,4808,1581,678
Lost Trail Powder MountainMontana7,0008,2001,200
Montana SnowbowlMontana5,0007,6002,600
Red Lodge MountainMontana7,4339,4161,983
Showdown MontanaMontana6,8008,2001,400
Whitefish Mountain ResortMontana4,4646,8172,353
Grand TargheeWyoming7,8519,8622,011
Jackson HoleWyoming6,31110,4504,139
Snow King MountainWyoming6,2377,8081,571
Snowy RangeWyoming8,7989,663865
Utah11 resorts
Resort elevations, Utah
ResortState or provinceBase (ft)Summit (ft)Vertical (ft)
AltaUtah8,53010,5502,020
Beaver MountainUtah7,2008,8601,660
Brian Head ResortUtah9,60010,9201,320
BrightonUtah8,75510,5001,745
Deer Valley ResortUtah7,2009,5702,370
Park City MountainUtah6,80010,0263,226
Powder MountainUtah8,1308,900770
SnowbasinUtah6,3919,3502,959
SnowbirdUtah8,10011,0002,900
SolitudeUtah7,99410,4882,494
Sundance Mountain ResortUtah6,1008,2502,150
Colorado24 resorts
Resort elevations, Colorado
ResortState or provinceBase (ft)Summit (ft)Vertical (ft)
Arapahoe BasinColorado10,78013,0502,270
Aspen HighlandsColorado8,04011,6753,635
Aspen MountainColorado7,94511,2123,267
Beaver CreekColorado8,10011,4403,340
BreckenridgeColorado9,60012,9983,398
ButtermilkColorado7,8709,9002,030
Copper MountainColorado9,71212,3132,601
Crested ButteColorado9,37512,1622,787
Eldora Mountain ResortColorado9,20010,6001,400
Granby RanchColorado8,2029,2021,000
KeystoneColorado9,28012,4083,128
LovelandColorado10,80013,0102,210
Monarch MountainColorado10,72711,9521,225
PowderhornColorado8,2009,8501,650
Purgatory ResortColorado8,79310,8222,029
Silverton MountainColorado10,40013,4873,087
Ski CooperColorado10,50011,7001,200
SnowmassColorado8,10412,5104,406
SteamboatColorado6,90010,5683,668
Sunlight Mountain ResortColorado7,8859,8952,010
TellurideColorado8,72512,5153,790
VailColorado8,12011,5703,450
Winter Park ResortColorado9,00012,0603,060
Wolf CreekColorado10,30011,9041,604
Southwest9 resorts
Resort elevations, Southwest
ResortState or provinceBase (ft)Summit (ft)Vertical (ft)
Arizona SnowbowlArizona9,20011,5002,300
Sunrise Park ResortArizona9,20011,1001,900
Angel Fire ResortNew Mexico8,55410,6772,123
Pajarito MountainNew Mexico9,00010,4401,440
Red River Ski AreaNew Mexico8,75010,3501,600
SipapuNew Mexico8,2009,2551,055
Ski ApacheNew Mexico9,60011,5001,900
Ski Santa FeNew Mexico10,35012,0751,725
Taos Ski ValleyNew Mexico9,20012,4813,281
Great Lakes and Upper Midwest17 resorts
Resort elevations, Great Lakes and Upper Midwest
ResortState or provinceBase (ft)Summit (ft)Vertical (ft)
Big Powderhorn MountainMichigan1,2141,631417
Boyne MountainMichigan7191,152433
Crystal Mountain MichiganMichigan7571,132375
Marquette MountainMichigan7571,357600
Mont RipleyMichigan7001,140440
Mount BohemiaMichigan6001,465865
Nub's NobMichigan9111,338427
Snowriver Mountain ResortMichigan1,2121,750538
The Highlands at Harbor SpringsMichigan7871,316529
Giants RidgeMinnesota1,4721,972500
Lutsen MountainsMinnesota8631,688825
Spirit MountainMinnesota6201,298678
Blue Mountain ResortOntario7501,480730
Horseshoe ResortOntario1,0241,332308
Searchmont ResortOntario8991,601702
Cascade MountainWisconsin8201,270450
Granite Peak Ski AreaWisconsin1,2501,950700
Northeast45 resorts
Resort elevations, Northeast
ResortState or provinceBase (ft)Summit (ft)Vertical (ft)
Jiminy PeakMassachusetts1,2452,3751,130
Wachusett MountainMassachusetts1,0002,0061,006
Pleasant MountainMaine6001,9001,300
SaddlebackMaine2,4604,1201,660
SugarloafMaine1,4174,2372,820
Sunday RiverMaine8003,1402,340
AttitashNew Hampshire6002,3501,750
Bretton WoodsNew Hampshire1,6003,1001,500
Cannon MountainNew Hampshire1,9004,0802,180
Cranmore Mountain ResortNew Hampshire5001,7001,200
Gunstock Mountain ResortNew Hampshire9602,3001,340
Loon MountainNew Hampshire8603,0502,190
Mount SunapeeNew Hampshire1,2332,7431,510
Waterville ValleyNew Hampshire1,9844,0042,020
Wildcat MountainNew Hampshire1,9504,0622,112
BelleayreNew York2,0253,4291,404
Gore MountainNew York9983,6002,602
Holiday ValleyNew York1,5002,250750
Hunter MountainNew York1,6003,2001,600
Plattekill MountainNew York2,4003,5001,100
Whiteface MountainNew York1,2204,3863,166
Windham MountainNew York1,5003,1001,600
BromontQuebec6301,8041,174
Le Massif de CharlevoixQuebec1182,6442,526
Mont OrfordQuebec1,0402,7891,749
Mont Saint-SauveurQuebec6661,365699
Mont SuttonQuebec1,3122,8121,500
Mont TremblantQuebec7552,8712,116
Mont-Sainte-AnneQuebec5742,6252,051
Owl's HeadQuebec7842,3431,559
StonehamQuebec8141,9461,132
Bolton Valley ResortVermont2,1003,1501,050
Bromley MountainVermont1,9503,2841,334
Burke MountainVermont1,2103,2672,057
Jay Peak ResortVermont1,7503,8622,112
Killington ResortVermont1,1654,2413,076
Mad River GlenVermont1,6003,6372,037
Magic MountainVermont1,3502,8501,500
Mount SnowVermont1,9003,6001,700
Okemo Mountain ResortVermont1,1443,3442,200
Pico MountainVermont2,0003,9671,967
Smugglers' Notch ResortVermont1,0303,6402,610
Stowe Mountain ResortVermont1,5593,6252,066
Stratton Mountain ResortVermont1,8723,8752,003
Sugarbush ResortVermont1,5754,0832,508
Mid-Atlantic and Southeast19 resorts
Resort elevations, Mid-Atlantic and Southeast
ResortState or provinceBase (ft)Summit (ft)Vertical (ft)
Wisp ResortMaryland2,4153,115700
Appalachian Ski MtnNorth Carolina3,6354,000365
Beech MountainNorth Carolina4,6755,506831
Cataloochee Ski AreaNorth Carolina4,6605,400740
Sugar MountainNorth Carolina4,1005,3001,200
Mountain CreekNew Jersey4491,4901,041
Blue KnobPennsylvania2,1003,1721,072
Blue Mountain ResortPennsylvania4581,5401,082
Camelback Mountain ResortPennsylvania1,2502,100850
Elk MountainPennsylvania1,7422,667925
Liberty Mountain ResortPennsylvania5911,165574
Seven SpringsPennsylvania2,2402,994754
Whitetail ResortPennsylvania8651,800935
Bryce ResortVirginia1,2501,690440
Massanutten ResortVirginia1,7502,8601,110
Wintergreen ResortVirginia2,5123,5151,003
Canaan Valley ResortWest Virginia3,4304,280850
Snowshoe MountainWest Virginia3,3484,8481,500
Timberline MountainWest Virginia3,2684,2681,000
Canada22 resorts
Resort elevations, Canada
ResortState or provinceBase (ft)Summit (ft)Vertical (ft)
Banff SunshineAlberta5,4468,9573,511
Castle Mountain ResortAlberta4,6757,5292,854
Lake Louise Ski ResortAlberta5,4008,6503,250
Marmot BasinAlberta5,5708,5703,000
Mt. NorquayAlberta5,5126,9981,486
NakiskaAlberta5,0037,4152,412
Apex Mountain ResortBritish Columbia5,1877,1872,000
Big WhiteBritish Columbia5,7587,6081,850
Cypress MountainBritish Columbia2,7104,7202,010
Fernie Alpine ResortBritish Columbia3,4507,0003,550
Grouse MountainBritish Columbia3,7004,039339
Kicking HorseBritish Columbia3,9008,2184,318
Kimberley Alpine ResortBritish Columbia4,0356,5002,465
Mt. SeymourBritish Columbia3,3464,150804
Mt. Washington Alpine ResortBritish Columbia3,5585,2161,658
Panorama Mountain ResortBritish Columbia3,7738,0384,265
RED MountainBritish Columbia3,8876,8082,921
Revelstoke Mountain ResortBritish Columbia1,6807,3005,620
SilverStar Mountain ResortBritish Columbia5,2796,2831,004
Sun Peaks ResortBritish Columbia4,1176,8672,750
Whistler BlackcombBritish Columbia2,2147,4975,283
WhitewaterBritish Columbia5,3486,7681,420

Questions people ask

How do ski resorts get a snow forecast?

A ski snow forecast starts with weather model output for rain and snow, then adjusts it for the height you care about, the temperature at that height, how fluffy the snow will be and how the terrain lifts the air. The result is a range of possible snowfall for the base, the middle or the summit, not a single promise.

Why does the top of a mountain get more snow than the base?

Air is colder higher up, so more of a storm falls as snow, and air forced up the mountain squeezes out more moisture. The summit often gets more snow than the base, and warm storms can turn base snow to rain while the summit stays white.

What is snow-liquid ratio?

It compares inches of snow with the inches of water they would melt into. Ten to one is the usual rule of thumb. Very cold, light snow can reach a much higher ratio, and wet snow near freezing is lower, so the same liquid total can mean very different depths.

How do I know if a powder forecast is reliable?

Look for agreement. Several different models should show snow at the same time, the ensemble members should bunch together, and the summit should stay well below freezing. The closer the storm, the more you can lean on the forecast, and a storm more than a week away is still a possibility rather than a plan.

Does El Niño mean a better ski season?

The Weather Decision Solutions forecast desk expects a strong El Niño to favor more storms and snow in California, the Southwest and the southern Rockies, and more mountain snow across the West. It expects fewer long Arctic outbreaks in the Midwest, Great Lakes and Northeast, where winter storms remain possible. No two El Niño events are exactly alike, so treat it as a lean and not a promise.

What is lake-effect snow and which ski areas get it?

It is snow built when cold air crosses relatively warm, open lake water and the air rises into narrow bands downwind. Ski areas downwind of the Great Lakes, such as those in Michigan, western New York and Ontario, are the ones that can get it, and the wind direction decides which valley sits under the band.

Is a ski forecast the same as a resort snow report?

No. A forecast estimates snow that may fall, based on weather models. A snow report is what the resort measured after it fell. The two often differ, which is why a forecast works best as a guide to timing and the size of the storm.

What does Ski Forecast in 4070 cover?

Ski Forecast maps forecast snow at 205 ski resorts in the US and Canada for the base, middle or summit, from all the models together or one model at a time, with a chart and storm timing for each resort. It is part of 4070 Pro, which is seven days free and then $14.95 a month.

Sources

  1. NOAA National Weather Service glossary: orographic lifting Terrain forcing air upward, cooling it and increasing precipitation.
  2. NOAA National Weather Service glossary: lapse rate Temperature change with height.
  3. NOAA Weather Prediction Center: snow to liquid ratios Why the ratio varies with temperature and storm type.
  4. National Weather Service: what is lake effect snow?
  5. NOAA Climate Prediction Center: ENSO Diagnostic Discussion El Niño status, read October 6, 2026.