US residential solar Β· 2026 data

How Do Solar Panels Make Electricity? 7 Inputs (PVWatts Modeled)

7 Required inputs
1.2 Default DC/AC ratio
96% Default inverter efficiency
~14% Default system losses

At a glance:

  • 2020 TMY weather data (NSRDB)
  • Monthly and annual kWh output
  • Losses entered as one percentage
  • Production only, not bill savings
βœ“ EIA rates & NREL sun data βœ“ 2026 federal policy applied βœ“ Open methodology
Β· 9 min read Β·By

Numbers on this page are built from public data

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Last updated
Data approach EIA rates Β· NREL sun hours Β· 2026 federal policy Β· methodology

How do solar panels make electricity? Photovoltaic (PV) cells convert sunlight into direct-current (DC) power, and an inverter converts that DC power into alternating-current (AC) power for use in a home or on the grid. How much a system produces depends on its location, size, orientation, tilt, equipment, and losses. The U.S. National Renewable Energy Laboratory (NREL) publishes a widely used model, PVWatts, that estimates this production. This guide explains what goes into the model and what comes out.

Note: NREL’s current documentation uses the lab’s new name, NLR. This guide uses “NREL,” the name most readers know.

How solar panels turn sunlight into electricity

  1. Sunlight strikes the PV cells in a module.
  2. The cells release electrons, producing DC electricity.
  3. An inverter converts the DC electricity to AC.
  4. The AC power is used on site, sent to the grid, or both.

Production means the electricity generated. It is separate from how a utility bills or credits that electricity, which depends on your rate plan and local export rules.

How PVWatts V8 estimates solar production

PVWatts V8 is NREL’s current production model. Compared with version 6, NREL’s documentation says V8 adds a bifacial module option, new inputs for monthly irradiance losses and albedo, and updated module, inverter, and thermal models. For locations covered by the National Solar Radiation Database (NSRDB), it uses 2020 TMY weather data. TMY means “typical meteorological year,” a representative year of weather rather than a forecast of any single year.

You give the model a location and a system description. It returns estimated monthly and annual output.

Inside the model, the steps are:

  1. Weather: it selects typical-year weather data for your location.
  2. Sunlight on the array: for each hour, it works out how much sunlight reaches panels at your tilt and azimuth.
  3. DC output: it converts that sunlight to DC power and lowers output as the modeled panel temperature rises.
  4. AC output: it applies your system-loss percentage and the inverter’s efficiency.
  5. Totals: it adds the hours into monthly and annual kWh.

Summary: PVWatts turns a location and a system description into estimated energy output in kilowatt-hours. It describes a modeled process, not a measured result.

PVWatts V8 inputs and what they mean

These are the required inputs in the V8 API documentation:

InputWhat it meansDocumented range or options
System capacityNameplate size of the array, in kW0.05 to 500,000 kW
Module typePanel technology0 Standard, 1 Premium, 2 Thin film
System lossesPercent of energy lost between the ideal array and delivered AC power-5 to 99 percent
Array typeHow the array is mountedFixed open rack, fixed roof mounted, 1-axis, 1-axis backtracking, 2-axis
TiltAngle of the array from horizontal0 to 90 degrees
AzimuthCompass direction the array faces (180 is south)0 up to, but not including, 360 degrees
LocationLatitude and longitude, or a specific weather fileRequired in one form or the other

Summary: Seven inputs define the modeled system. Capacity, tilt, azimuth, and losses are the ones homeowners can most directly compare between designs. Changing any one input changes the estimate, so every result should be read together with the inputs that produced it.

Optional inputs include DC-to-AC ratio (default 1.2), ground coverage ratio (default 0.4), inverter efficiency (default 96 percent), bifaciality, albedo, and monthly soiling.

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What PVWatts V8 returns

The documented outputs include monthly and annual AC energy (kWh), monthly plane-of-array irradiance, monthly DC output, daily solar radiation (kWh/mΒ²/day), and a capacity factor. Hourly values are available when you request hourly output. The response also reports which weather station and dataset were used, so you can see what the estimate is based on.

System losses in solar production

Losses reduce the energy a real system delivers compared with an ideal one. In PVWatts you enter them as a single percentage. Because the model accepts anything from -5 to 99 percent, the output is only as reasonable as the loss figure you choose. A good estimate states its loss assumption openly rather than hiding it.

The PVWatts web calculator pre-fills a loss figure of 14 percent. NREL’s PVWatts version 5 manual lists how that default is built up (the table below); version 8 added optional monthly soiling and snow inputs on top of this single percentage:

Loss categoryDefault (PVWatts v5 manual)
Soiling (dirt and dust)2%
Shading3%
Snow0%
Mismatch between modules2%
Wiring2%
Connections0.5%
Light-induced degradation1.5%
Nameplate rating tolerance1%
Age0%
Availability (downtime)3%
Combinedabout 14.1%

Summary: The categories are multiplied together rather than added, which is why the total is about 14.1 percent and not 15. These are generic assumptions, not measurements of your roof: a roof with afternoon tree shade can lose far more than 3 percent to shading, and a snowy site should not leave snow at zero. Check the live tool for current defaults.

Two things this percentage does not cover are inverter efficiency and the effect of heat on the panels. PVWatts models both separately. With the default 96 percent inverter efficiency, default losses and the inverter together leave roughly 82 to 83 percent of ideal output before temperature is considered.

Losses change modeled generation. They do not, by themselves, tell you what you will save on a bill.

Production, self-consumption, and export

  • Production: electricity the PV system generates.
  • Self-consumption: generated electricity used at your home or business as it is produced.
  • Export: generated electricity that flows to the grid.

Your bill depends on your utility’s rates, your usage pattern, and its export compensation rules. None of these appear in a production model.

Peak sun hours: a simple way to read the numbers

PVWatts reports daily solar radiation in kWh/mΒ²/day. One peak sun hour is 1 kWh of sunlight per square meter, so this figure equals peak sun hours per day.

As pure arithmetic with hypothetical numbers, a 1 kW array in a place with 4 peak sun hours would receive the equivalent of 4 kWh of full-intensity sunlight per day before losses. Real output is lower after inverter, temperature, wiring, and other losses. This is an illustration of the math, not a prediction for any location.

Using the Solar Output Calculator

Our Solar Output Calculator models daily, monthly, annual, and year-25 production from the inputs on its page, including system size and daily peak sun hours, with efficiency and degradation available as advanced inputs. Treat its output as a modeled estimate for the numbers you enter.

The calculator is a simplified estimate, not a copy of PVWatts. It uses one formula:

Annual kWh = system size (kW) Γ— peak sun hours per day Γ— 365 Γ— efficiency factor

The default efficiency factor is 82 percent. That single number stands in for the system losses, inverter conversion, and typical temperature effects that PVWatts models in separate steps.

Solar Output CalculatorPVWatts V8
Sunlight inputOne number you enter: average daily peak sun hoursHourly typical-year weather data for the location
Tilt and azimuthNot modeled separately; reflected only in the sun-hours figure you chooseModeled directly
Panel temperatureFolded into the efficiency factorModeled hour by hour
LossesOne efficiency factor (default 82 percent)Loss percentage plus inverter efficiency
Best forA quick estimate and comparing system sizesAn address-level estimate for one roof plane

Summary: Use the calculator for speed and PVWatts for site detail. As a modeled example of the simple formula, an 8 kW system at this site’s US-average assumption of 4.5 peak sun hours gives about 10,775 kWh a year (8 Γ— 4.5 Γ— 365 Γ— 82%). At Arizona’s state-average sun hours the same system gives about 15,564 kWh, and at Washington’s about 9,578 kWh. These use approximate state averages and are not results for any address.

The two tools also work together. The daily solar radiation PVWatts reports for your array is the same quantity as peak sun hours, so entering that value in the calculator gives it a sun-hours input that already reflects your location, tilt, and azimuth.

It does not know your utility, rate plan, installation quote, or incentive eligibility, so it does not calculate savings, payback, or net cost.

How to get a PVWatts estimate for your home

  1. Open the PVWatts Calculator and enter your address.
  2. Enter the system size, tilt, and azimuth you are actually considering. If panels will sit on two roof faces, run each face separately and add the results.
  3. Adjust the loss percentage if the defaults do not fit your site, especially shading and snow.
  4. Record every input alongside the result, so a second estimate or an installer quote can be compared like for like.
  5. Ask installers which tool and which shading and loss assumptions produced the production figure in each quote. Large gaps usually trace back to different assumptions.

What a production estimate cannot tell you

  • Your exact output in a specific year, since TMY data represents a typical year.
  • Shading, roof condition, or equipment performance at your actual site unless you account for them in your inputs.
  • Bill savings, payback period, or return on investment.
  • Whether a particular system size fits your annual electricity use.

NREL’s own caution on the calculator is that results include many inherent assumptions and uncertainties and do not reflect variations between PV technologies. The calculator also shows a range based on 30 years of historical weather to illustrate how much output can vary from year to year. The three module types are generic classes, so differences between specific panel models are not captured.

For related topics, see Solar Production in Winter and South-Facing vs West-Facing Solar Panels.

Sources

  • NREL, PVWatts V8 API documentation: inputs, output fields, defaults, and weather data description.

  • NREL, PVWatts Calculator: the web calculator that uses the same underlying model.

  • NREL, PVWatts Version 5 Manual: default system loss categories and the multiplicative total.

  • NREL, PVWatts version notes: changes in version 8 and the calculator’s caution statement.

  • This site’s methodology: the sun-hours averages and efficiency factor used in the Solar Output Calculator example. State sun-hours figures are approximate averages based on NREL solar resource data.

Input ranges, API defaults, and output fields come from the V8 API documentation. The loss-category defaults and the 14 percent total come from the PVWatts version 5 manual, and the calculator page shows the same 14 percent default and category names. These were checked on 2026-10-06. Check the NREL pages for any later changes.

Frequently asked questions

Direct answers for US homeowners.

Photovoltaic cells convert sunlight into direct-current (DC) electricity. An inverter then converts DC to alternating-current (AC) power that a home or the grid can use.

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How these numbers were calculated

Electricity rate
18.19Β’/kWh β€” US average residential price. Source: EIA Electric Power Monthly, Table 5.6.B (year-to-date through July 2026), residential average retail price (July 2026) (EIA)
Solar production
4.5 peak sun hours/day Γ— 0.82 system derate. Approximate state-average daily solar resource (peak sun hours) based on NREL solar resource data (NSRDB); not location-specific β€” use NREL PVWatts for an address-level estimate. (NREL PVWatts)
Installed price
$3.00 per watt before incentives. Blended 2026 US residential installed price used by this site; EnergySage marketplace reported about $2.60/W (mid-2026); full-market medians are higher.
Federal tax credit
$0 for homeowner-owned systems installed in 2026 β€” the 30% Β§25D credit ended Dec 31, 2025 (IRS)
Net metering
National blend β€” solar assumed to offset 75% of the bill (87% in full-retail net-metering states, 55–70% elsewhere).
Model
Version 2026.10 Β· 3%/yr electricity price escalation Β· 0.5%/yr panel degradation Β· simple payback = installed cost Γ· year-1 savings
Policy checked
Β· Full methodology Β· Report an error

Estimates only β€” not tax, legal or financial advice. Get at least three installer quotes and confirm incentives with your utility and a tax professional.

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