Methodology

How the sunlight score works

Short version: we estimate which way a home faces, track the sun's path across the sky in half-hour intervals, then score what that means for real rooms in real seasons. Here's every step, no marketing spin.

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Key Takeaways

Step 1: Orientation estimate

Everything starts with figuring out which direction the front of the house faces. This single data point determines which windows get morning sun, which get afternoon sun, and which barely see direct light at all.

Building footprints (best case)

Our first move is checking building footprint data from OpenStreetMap. When a footprint exists, we can identify the longest wall segment and determine which compass bearing it faces. This is the most reliable method because it's based on the actual shape of the structure, not assumptions about lot layout.

Building footprint coverage varies by area. Dense urban neighborhoods and newer suburban developments tend to have strong footprint data. Rural areas and older neighborhoods sometimes don't.

Road geometry (fallback)

When footprints aren't available, we look at the nearest road segment. Most houses face the street they're addressed on, and road geometry is well-mapped almost everywhere. We identify the road's bearing and assume the front of the house runs parallel to it.

This works well for standard residential streets. It's less reliable for corner lots, cul-de-sacs, and properties set back on long driveways where the house might be angled differently than the road.

When data is thin

Sometimes neither source gives us strong geometry. Rural addresses, brand-new construction, and properties with unusual lot configurations can all produce weaker signals. When that happens, we mark the confidence level lower and give you a compass slider to adjust the direction manually. Pulling up satellite view on Google Maps for ten seconds will tell you which way the roof ridge runs, and you can set it yourself.

Step 2: Sunlight timeline calculation

Once we know which way the house faces, we calculate the sun's exact position in the sky for every half-hour block from sunrise to sunset. This produces the hourly timeline you see in the results.

Sun position math

Two numbers define where the sun is at any given moment:

We calculate both values for the property's exact latitude and longitude at every half-hour mark throughout the day. This isn't an approximation—it's standard solar position geometry that astronomers have used for centuries.

How half-hour intervals work

The sun moves about 15° per hour across the sky (360° in 24 hours). Half-hour intervals give us a granular enough picture to show meaningful changes—the difference between "sun is hitting your kitchen windows" at 8:00am and "sun has moved past the kitchen" at 9:00am matters when you're deciding if you need overhead lights for breakfast.

Direct vs. indirect light scoring

For each half-hour block, we check whether the sun's azimuth aligns with any window direction on the house. A south-facing window gets scored for direct light when the sun is anywhere in the southern arc of the sky (roughly 120° to 240° azimuth). The closer the sun's bearing matches the window's facing direction, the higher the direct light score.

Indirect light is everything else—the sun is up, the sky is bright, but the rays aren't aimed at that particular wall. Rooms still get ambient light from a bright sky even without direct sun. That's why a north-facing room isn't a cave during the day (usually), even though it rarely sees a sun patch on the floor.

How window direction affects the timeline

Each cardinal direction produces a distinctive light pattern:

Step 3: Seasonal variation

The same house feels genuinely different in December than it does in June. This isn't subtle—we're talking about the difference between a room that's flooded with light and one that barely gets direct sun. The season toggle exists so you can see that shift before you sign anything.

Why the sun's path changes so much

Earth's 23.4° axial tilt means the sun traces a completely different arc across the sky in summer versus winter. Here's what that looks like at common US latitudes:

Latitude Example Cities Summer Solstice Noon Altitude Winter Solstice Noon Altitude
25°N Miami, Key West ~88° ~42°
33°N Phoenix, Atlanta ~80° ~34°
40°N Denver, New York, Philly ~73° ~27°
47°N Seattle, Minneapolis ~66° ~20°

At 40°N, the winter sun barely clears the treeline. It hangs low in the southern sky all day, which means south-facing windows get deep, penetrating light (great for passive solar heating) but east and west windows get far less than they do in summer. North-facing rooms essentially lose direct sun entirely from November through February.

Winter solstice vs. summer solstice

On the winter solstice (around December 21), the sun rises late in the southeast, takes a low arc through the southern sky, and sets early in the southwest. Total daylight at 40°N: about 9 hours and 15 minutes. The sun never gets higher than 27° above the horizon—roughly the height of a two-story building across the street.

On the summer solstice (around June 21), the sun rises early in the northeast, climbs to nearly overhead, and sets late in the northwest. Total daylight at 40°N: about 15 hours. The sun peaks at 73°, nearly straight up.

That 46-degree difference in peak altitude changes everything about how light enters a home.

Spring and fall equinoxes as baseline

The equinoxes (around March 20 and September 22) split the difference. The sun rises due east, sets due west, and reaches about 50° altitude at noon. This is probably the most "average" representation of how a home feels light-wise over the full year—which is why it's useful as a mental baseline when you're comparing the seasonal extremes.

The real-world impact

A south-facing home in Denver that scores Excellent in summer might drop to Good in winter—not because anything changed about the house, but because the sun is lower, the days are shorter, and the light enters at a different angle. Conversely, a west-facing home that feels blinding in August might be perfectly comfortable in January. The season toggle shows you both realities so you're not surprised after you move in.

Confidence scoring breakdown

Every result comes with a confidence label. Here's what each level actually means and when you should pay attention to it.

High confidence

A clear building footprint was matched. The orientation estimate is based on the actual shape of the structure. You can generally trust the direction within a few degrees. The sunlight timeline will be a reliable representation of what windows facing that direction would experience.

Medium confidence

Orientation was estimated from road geometry. The house is assumed to face the street, which is usually right but not guaranteed. Corner lots, angled driveways, or houses that sit at an odd angle to the road can be off by 20-45°. Worth verifying with satellite imagery before making decisions based on the score.

Low confidence

Map data was sparse. The orientation is a rough estimate and could be significantly off. This happens most often with rural properties, very new construction, and addresses in areas with limited OpenStreetMap coverage. Use the manual compass adjustment, and treat the timeline as directional rather than precise.

What lowers confidence

What this tool cannot know

Being honest about limitations is more useful than pretending they don't exist. The sunlight score is based on orientation and sun math—two things we can calculate reliably from outside the house. Here's what stays outside the model.

Interior layout and windows

We know which direction the building faces. We don't know where the windows are, how big they are, or which rooms they open into. A south-facing house with tiny windows on the south wall and a massive picture window facing north will feel different than the score suggests. Floor plans aren't part of the input—yet.

Window treatments and finishes

Tinted glass, low-e coatings, blackout curtains, light-colored walls, dark hardwood floors—all of these change how bright a room actually feels. Two identical houses facing the same direction can feel dramatically different inside based on finishes alone. The score tells you how much sunlight is available at the building envelope, not how it plays out in the living room.

Trees and vegetation

A mature oak tree in the front yard blocks more light than a two-story building. Deciduous trees are especially tricky—they provide heavy shade in summer (when you might want it) and let light through in winter (when you need it). But they're invisible to our model. Check satellite view and street view for major trees near the property.

Neighboring buildings and structures

A three-story building going up across the street next year will tank your southern exposure. Construction cranes don't show up in sun math. Even existing neighbors matter—a tight lot with a tall house to the south will block winter sun that the score assumes is reaching the windows.

Renovations and additions

Building footprints reflect the last time someone mapped the property. If an addition was built, a porch was enclosed, or a dormer was added, the footprint might be outdated. New construction is the most common blind spot here.

Microclimates and weather patterns

The score assumes clear sky conditions. If your area is overcast 200 days a year (hello, Seattle), the raw sunlight score overstates how bright the house will feel. Similarly, fog-belt neighborhoods, mountain shadows, and proximity to large bodies of water all create local light conditions that pure sun math can't capture.

How to use the results

The score isn't a grade on a report card. It's a tool for making better decisions. Here's how to get the most out of it.

Reading the hourly timeline

The timeline shows you when direct sunlight would hit each side of the house, in half-hour blocks from sunrise to sunset. Look for the times that matter to you personally. If you work from home and your desk would face east, check whether that side gets morning glare. If you host dinners, check whether the dining room side gets good evening light.

Comparing seasonal views

Toggle between summer and winter. If a house looks great in summer but drops significantly in winter, ask yourself which season matters more. In a place like Raleigh, winters are short and mild—a winter dip matters less than it would in Minneapolis. In the Pacific Northwest, winter light is everything because summer is already abundant.

Sharing with your agent or partner

Export the result as a PDF. It's a useful artifact to send to your buyer's agent before a showing—they might not have thought about light direction, and it gives them something concrete to check during the tour. It's also an easy way to compare listings with a partner without both of you needing to run the tool.

Using alongside a tour visit

The best workflow: run the calculator before the showing, note which direction the house faces, then pay attention during the tour. If the tool says the kitchen faces north but the kitchen is bright at 2pm, there's probably a skylight or a large window you couldn't see from map data. If the tool says the living room faces south but it feels dark, look for obstructions—a big tree, a nearby building, small windows. The score sets expectations; the tour confirms or corrects them.

Frequently asked questions

How is home direction estimated?

We check building footprints from OpenStreetMap first, identifying the longest wall as the likely front face. If footprint data isn't available, we fall back to road geometry—the nearest road segment usually runs parallel to the front of the house. If both sources are thin, we mark confidence lower and give you a compass slider to adjust manually.

How is the sunlight timeline calculated?

We calculate exact sun azimuth and altitude for every half-hour interval from sunrise to sunset using the property's latitude, longitude, and the selected date. Each interval gets scored based on how directly the sun would hit windows facing each cardinal direction. The result is an hourly brightness timeline showing when each side of the house gets direct vs. indirect light.

What does the confidence level mean?

Confidence reflects data quality for orientation detection. High means a clear building footprint was matched. Medium means road geometry was used. Low means data was sparse and the direction is a rough estimate. When confidence is low, use the manual compass adjustment and verify with satellite imagery.

Why does my home score differently in summer vs. winter?

The sun's path changes dramatically by season. At 40°N latitude (New York, Denver), the sun reaches about 73° altitude in June but only 27° in December. That 46-degree swing changes which windows get direct light, how deep light penetrates into rooms, and how many total hours of sunlight hit each side of the house. A home that scores Excellent in July can drop to Fair in January.

Can the score account for trees blocking light?

No. The tool works from map geometry and sun position math. Trees, fences, awnings, and neighboring buildings are outside the model. If you see tall trees or nearby structures on satellite view, factor that into your own assessment. Deciduous trees are a special case—they block summer sun but let winter light through—so the reality is often more nuanced than a simple "blocked" or "not blocked."

How accurate is this for apartments and condos?

The tool estimates the building's overall orientation, but your unit might face a completely different direction depending on which side of the building you're on. For apartments, use the manual compass adjustment to set the direction your actual windows face. If you know your unit faces east, set it to east—the timeline will be accurate for that window direction regardless of what the rest of the building does.

Should I trust a High confidence score completely?

High confidence means the orientation data is strong. But orientation is only one piece. The score can't account for interior layout, window sizes, floor finishes, or obstructions. Use High confidence as a reliable starting point for the direction, then verify the things that map data can't see during your tour.

What's the difference between direct and indirect sunlight in the timeline?

Direct sunlight means the sun's rays would hit a window straight-on—you'd see sun patches on the floor and feel warmth through the glass. Indirect light means the sun is up and the sky is bright, but the rays aren't aimed at that wall. Rooms get ambient brightness from indirect light, but it's softer and cooler. Both matter for how a room feels, but direct light is what makes a space glow.

Try it yourself

Paste any address, Zillow link, or Redfin URL and see the full sunlight analysis—orientation, hourly timeline, seasonal comparison, and confidence score. It runs in your browser and takes about ten seconds.

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