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Major winter storm threatens Herndon: 96-hour probabilistic forecast

A high-confidence Winter Storm Watch is in effect for Herndon, Virginia, as models unanimously agree on a significant winter weather event from Saturday evening January 24 through Sunday night January 25, 2026. Most likely outcome: 8-12 inches of snow with dangerous wind chills reaching -7°F. The National Weather Service rates this event as having "almost certain" probability of becoming a widespread, significant winter storm—the most impactful for the DC metro area in several years. Ensemble guidance shows 80-90% probability of accumulating at least 4 inches, with 50-65% probability of reaching 8+ inches. The primary forecast uncertainty centers on whether a warm layer aloft will introduce sleet/freezing rain mixing, which would reduce snow totals but add ice accumulation risk.


Northern Virginia in late January: setting the stage

Herndon's location in the Piedmont of Northern Virginia places it in a climatologically favorable zone for winter storms. The area sits at approximately 300 feet elevation, west of the I-95 corridor and east of the Blue Ridge—a transition zone where storm tracks critically determine whether precipitation falls as snow, sleet, or freezing rain.

Normal January climate for Washington-Dulles Airport (IAD):

  • Average high: 42°F | Average low: 25°F
  • Average January snowfall: 5.7 inches
  • Record cold high January 25: 18°F (1987) | Record low: -5°F (1987)

This event will bring temperatures 15-35°F below normal, with potential to challenge records from the historic January 1987 cold wave. The synoptic setup—a deeply negative Arctic Oscillation exceeding -5 standard deviations (extraordinary)—is driving an arctic air mass of unusual intensity and persistence.


How weather models work and which to trust

Understanding model strengths helps interpret forecast confidence. Global models provide the big picture while mesoscale models refine timing and local detail.

Global deterministic models (GFS, ECMWF, ICON, UKMET) run twice daily at 9-25km resolution, forecasting out 10-16 days. The ECMWF ("Euro") is generally considered most skillful for synoptic patterns and medium-range timing; the Weather Prediction Center favored it for this event's early period. The GFS updates more frequently (every 6 hours) and provides good trend analysis. For this storm, both agree on occurrence and timing but differ on moisture amounts and the crucial warm-nose development that determines precipitation type.

High-resolution models (HRRR, NAM 3km) excel at 0-24 hour forecasts with 3km resolution that captures mesoscale features like snow bands. The HRRR updates hourly, making it invaluable for real-time nowcasting once the storm arrives. These models show impressive snowfall rates of 1-2 inches per hour during peak intensity but cannot yet resolve the warm-layer question at extended ranges.

Ensemble systems (GEFS, EPS, HREF) run multiple simulations with slightly varied initial conditions, quantifying uncertainty. The GEFS (31 members) and EPS (51 members) show tight clustering on the storm's existence but meaningful spread on track details. Ensemble agreement indicates high confidence (95%+) in a significant event, with moderate-high confidence (60-75%) in heavy snowfall exceeding 10 inches.

Model TypeBest UseCurrent Agreement Level
ECMWFOverall pattern, days 3-7High – major storm
GFSTrend analysis, days 1-5High – major storm
HRRR/NAMTiming, precipitation typeHigh – heavy snow
GEFS/EPSProbability guidanceHigh – 80-90% for 4"+

Three plausible scenarios for Herndon's storm

Ensemble clustering reveals three distinct outcomes, with probabilities based on GEFS/EPS member distribution and NWS probabilistic guidance.

Scenario A: Cold track maximizes snow (55% probability)

The storm tracks close to the I-95 corridor while maintaining a cold enough thermal profile to keep precipitation as all snow throughout. This scenario—currently supported by the GFS and most recent model trends showing a northward shift—delivers the highest accumulations.

Expected impacts:

  • Total snowfall: 10-14 inches
  • Ice accumulation: Trace to none
  • Peak rates: 1.5-2 inches per hour Sunday 2-8 AM
  • Onset: Saturday 7-9 PM
  • End: Sunday 9 PM - midnight
  • Travel: Roads impassable Saturday night through Monday morning

This outcome produces a classic Miller Type B cyclone with a favorable deformation zone setting up northwest of the city, enhancing snow amounts. Dendritic growth zone temperatures (-12°C to -18°C) support efficient snow production with 12:1 to 15:1 snow-to-liquid ratios.

Scenario B: Warm nose introduces mixing (35% probability)

The ECMWF solution—which pulls more Gulf moisture into the system—develops a layer of above-freezing air at 4,000-5,000 feet Sunday afternoon. This scenario transitions heavy snow to sleet and freezing rain for 3-6 hours before returning to snow.

Expected impacts:

  • Total snowfall: 6-9 inches (before transition)
  • Sleet accumulation: 0.5-1 inch
  • Ice accumulation: 0.1-0.25 inches
  • Peak snow rates: 1-1.5 inches per hour (Sunday morning)
  • Transition timing: Sunday 1-4 PM
  • Travel: Roads impassable; elevated power outage risk from ice loading

This scenario produces lower headline snow totals but adds hazards: ice accumulation threatens trees and power lines, and refrozen sleet creates a harder surface beneath any subsequent snow. NWS Sterling notes "30-50% probability of icing along I-95" with 10-20% chance of ≥0.25 inch ice accumulation.

Scenario C: Strong coastal intensification (10% probability)

A small but non-negligible ensemble subset shows aggressive secondary low development off the North Carolina coast, creating a Miller A/B hybrid that draws the heaviest precipitation band directly over the DC metro. This scenario—while lower probability—represents the highest-impact outcome.

Expected impacts:

  • Total snowfall: 14-18+ inches
  • Ice accumulation: Trace
  • Peak rates: 2+ inches per hour possible
  • Duration: Extended, possibly lasting into Monday afternoon
  • Travel: Severe disruptions lasting 36-48 hours; paralytic conditions

The WPC notes probabilities above 50% for 12+ inches across portions of the Mid-Atlantic already exist in their guidance, acknowledging this high-end scenario cannot be ruled out.


Timeline summary: hour-by-hour evolution

Hours 0-24 (Thursday January 22)

Conditions: Quiet and seasonably cold

  • High: 42-46°F | Low: 28-32°F
  • Sky: Partly cloudy
  • Wind: NW 5-10 mph
  • Precipitation: None
  • Action items: Complete storm preparations; finalize supplies

Hours 24-48 (Friday January 23)

Conditions: Arctic front arrives; dangerous cold developing

  • High: 43-47°F early, crashing to 20s by evening | Low: 8-14°F
  • Wind chill: -5°F to 5°F overnight
  • Wind: NW 15-20 mph, gusts to 30-35 mph
  • Precipitation: None
  • Alerts: Cold Weather Advisory 8 PM Friday - 10 AM Saturday
  • Action items: Protect pipes; ensure heating systems functioning; charge devices

Critical detail: The arctic front passage Friday establishes the cold air mass necessary for an all-snow event. Temperatures at 850mb dropping to -18°C to -20°C are extraordinary for this region and ensure initial precipitation will be snow regardless of scenario.

Hours 48-72 (Saturday January 24)

Conditions: Bitterly cold morning; storm arrives evening

  • High: 18-24°F | Low: 10-15°F
  • Wind chill: 0°F to 8°F
  • Wind: N 10-15 mph, gusts to 25 mph
  • Precipitation onset: 6-10 PM; light snow becoming moderate
  • Accumulation by midnight: 1-3 inches
  • Alerts: Winter Storm Watch begins 7 PM; likely upgraded to Warning

Key timing: Snow spreads from southwest to northeast during the evening hours. Roads will transition from clear to snow-covered between 8 PM and midnight. This is the last window for travel.

Hours 72-96 (Sunday January 25)

Conditions: Major winter storm; potential for mixing

  • High: 18-25°F | Low: 8-15°F
  • Wind: NE→N 10-20 mph, gusts to 30 mph
  • Precipitation: Heavy snow overnight; 1-2 inch/hour rates 2-8 AM
  • Mixing risk: Scenario B includes 3-6 hours of sleet/freezing rain Sunday afternoon
  • Visibility: ¼-1 mile in heavy snow; near-zero in snow bands
  • Storm exit: Sunday 9 PM - Monday 6 AM (varies by scenario)
  • Accumulation by storm's end: 6-14 inches depending on scenario

Critical period: Sunday 2-10 AM represents peak intensity. Banded structures within the warm-air advection zone may produce localized rates exceeding 2 inches per hour. Blowing and drifting snow likely with fresh powder and gusty winds.


Key uncertainties requiring monitoring

1. Warm nose development and precipitation type This is the dominant uncertainty. Watch for updates to the 850mb temperature forecast; if models maintain temperatures below -5°C at 850mb through Sunday, the all-snow scenario probability increases. Current ECMWF shows a brief period above 0°C at 850mb Sunday afternoon—this feature must be monitored in subsequent runs.

2. Storm track position (±50 miles matters enormously) A track 50 miles south increases Herndon's snow totals and reduces mixing risk. A track 50 miles north brings the warm sector closer, increasing ice potential. The WPC notes the "unanimous northward trend could be a slight mirage" given run-to-run variability with northern stream energy.

3. Coastal intensification rate Secondary low development off the Carolinas determines late-stage precipitation. Stronger coastal development extends the event and may pull the heaviest band northward. NOAA is flying Hurricane Hunter reconnaissance missions to improve sampling of the storm's energy source.

4. Post-storm temperature trajectory Models agree on brutal cold following the storm (lows 5-12°F Monday-Tuesday) but spread increases by mid-week. This cold lock means snow will not melt naturally for days, compounding impacts.

Monitoring checkpoints:

  • Friday 12Z model runs: Final refinement of snow/ice line
  • Saturday 00Z runs: High-resolution verification of onset timing
  • Saturday 12Z HRRR: Nowcast-quality detail for evening hours

Bottom-line forecast confidence assessment

Forecast ElementConfidenceProbability
Storm occurrenceVery High95-100%
Significant snow (≥4")High85-90%
Heavy snow (≥8")Moderate-High50-65%
Very heavy snow (≥12")Moderate35-45%
Ice accumulation (≥0.25")Moderate25-40%
Record/near-record coldHigh75-85%
Major travel disruptionsVery High95-100%
Power outage potentialModerate-High40-60%

Forecaster's confidence statement: This event presents an unusual combination of high confidence in impact (virtually certain to be significant) with moderate uncertainty in specifics (exact totals within a 6-inch range). The WPC's characterization—"almost certain for a widespread and significant winter storm"—accurately captures the situation. Prepare for the full range of scenarios; do not anchor on a single number.

Most likely outcome for Herndon: 8-12 inches of snow with dangerous wind chills, producing 24-36 hours of impassable roads and potential for school and office closures extending into Tuesday.


Appendix: model runs and data sources

Numerical Weather Prediction Models Used

ModelRun TimeResolutionNotes
ECMWF (IFS)12Z Thu Jan 229 kmPrimary global guidance
GFS18Z Thu Jan 2213 kmLatest American model
ICON00Z Thu Jan 2213 kmGerman DWD model
UKMET12Z Thu Jan 2210 kmUK Met Office
NAM00Z Thu Jan 2212km/3kmMesoscale
HRRR03Z Thu Jan 223 kmHourly updates

Ensemble Systems

SystemMembersRun TimeUse
GEFS3100Z Thu Jan 22Uncertainty quantification
EPS (ECMWF)5112Z Wed Jan 21Probabilistic guidance
HREFMulti-model00Z Thu Jan 22Short-range probabilities
NBMMulti-sourceHourlyCalibrated blend

Official NWS Products

  • NWS Sterling (LWX) AFD: 2:52 AM EST Thu Jan 22, 2026
  • WPC Short-Range Discussion: 3:02 PM EST Thu Jan 22, 2026
  • WPC Extended Discussion: 2:48 PM EST Thu Jan 22, 2026
  • WPC Probabilistic Winter Weather: 2:59 PM EST Thu Jan 22, 2026
  • CPC Hazards Outlook: 3:00 PM EST Thu Jan 22, 2026

Additional Sources Consulted

  • Tropical Tidbits (tropicaltidbits.com) – model visualization
  • Pivotal Weather (pivotalweather.com) – ensemble graphics
  • Capital Weather Gang, Washington Post – local meteorologist analysis
  • FOX5 DC, NBC4 Washington – regional broadcast meteorology
  • College of DuPage NEXLAB – mesoscale products

Forecast prepared January 23, 2026. Monitor NWS Sterling (weather.gov/lwx) for official watches, warnings, and updates. This probabilistic guidance is intended for planning purposes; official NWS products should be referenced for warning-level decisions.

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    Herndon Winter Storm Forecast: 96-Hour Probabilistic Analysis | Claude