Wildfire risk rating now available for 145 million properties in the United States

National Wildfire Probability.
National Wildfire Probability. First Street Foundation. 2022.

An organization has developed a system for calculating the wildfire risk of 145 million properties this year and 30 years from now.

The First Street Foundation’s Risk Factor is a free source of probabilistic wildfire risk information where anyone can enter a street address and within seconds see the risk for both wildfires and floods at that location.

We tested the system by entering property addresses for two locations that were severely impacted by recent wildfires.

  • The Marshall Fire near Boulder, Colorado last year destroyed 1,091 homes and damaged 179. We looked up the Risk Factor for three properties in a community that had total destruction. The result was that they all had a 3 of 10 “moderate fire factor”, and individually a 1.84, 2.0, 1.84 percent chance of being in a wildfire over the next 30 years.
  • The Coastal Fire (see photo below) destroyed 20 homes last week in Laguna Niguel, California and damaged 11. The two we looked at in the zone with severe destruction received a 3 of 10 “moderate fire factor” with a 0.93 and 1.54 percent chance of being in a wildfire over the next 30 years. The homes were at the top of a steep brush-covered slope.
Coastal Fire, Orange County, CA
Coastal Fire, Orange County, CA, May 11, 2022. ABC7.

The text below is how the First Street Foundation describes their rating system for wildfire risk:


There has long been an urgent need for accurate, property-level, publicly available environmental risk information in the United States based on open source, peer reviewed science. In a mission to fill that need, First Street Foundation has built a team of leading modelers, researchers, and data scientists to develop the first comprehensive, publicly available risk models in the United States. Beginning with flood and now wildfire, First Street works to correct the asymmetry of information in the market, empowering Americans to protect their most valuable asset–their home while working with industry and government entities to inform them of their risk.

METHODOLOGICAL OVERVIEW
The First Street Foundation Wildfire Model integrates information on fuels, wildfire weather, and ignition into a Fire Behavior Model. The wildfire model requires data on the combustible fuels which may contribute to wildfire across the United States. The 2016 update, Version 2.0.0, of the canonical U.S. Forest Service (USFS) LANDFIRE (LANDFIRE, 2021) fuels dataset at the 30 meter resolution serves as a baseline of this fuels estimate, and that dataset is updated by including additional information of all known “disturbances” between 2016 and 2020 which could modify or change the fuels in a way not captured in the original dataset. These “disturbances” include activities such as recent wildfires, prescribed burns, harvests, and other forest management practices.

Another important and novel update included in the First Street Foundation Wildfire model is the reclassification of homes and other buildings from a “nonburnable” fuel type to a “burnable” fuel type. Typically, homes and other buildings are classified as nonburnable fuel types within LANDFIRE v2.0.0. In order to allow the wildfire behavior model to more accurately estimate how wildfire moves through the Wildland-Urban-Interface (WUI), properties within the WUI must be replaced by a burnable fuel type so as to not block the modeled wildfire spread.

To represent a wide range of possible weather-driven wildfire conditions across the landscape within the simulations employed here, the model utilizes a decade of NOAA weather data, the 2011-2020 Real Time Mesoscale Analysis (RTMA) dataset (NOAA/NCEP, 2022) augmented by data from Oregon State’s PRISM dataset (Parameter-elevation Regressions on Independent Slopes Model; PRISM, 2021).

These weather data include hourly surface wind, air temperature, relative humidity, and precipitation information at the 2.5 km horizontal resolution. This weather data supports a wide range of possible weather conditions, not to recreate any particular wildfire events, but to drive the wildfire behavior model millions of times in a Monte Carlo simulation scheme to derive 2022 wildfire hazard estimates.

Similarly, for 2052 the same weather time series was used to drive the simulations, but the air temperature, humidity, and precipitation were bias-adjusted to 2052 conditions following the CMIP5 RCP4.5 ensemble results. Rather than applying a bias-adjustment to the wind time series for the future climate, the same winds from the 2011-2020 time series were used to drive the 2052 simulations to reduce sensitivity of the model to highly uncertain future predictions of winds.

One of the primary indicators of where future wildfires will occur is informed through data on historical wildfire occurrences. These historical wildfires help to inform where wildfires may occur vis-à-vis the Fire Occurrence Database (FOD) developed by the USDA Forest Service (Short, 2014; Short, 2021).  An open source wildfire behavior model was used, ELMFIRE (Eulerian Level Set Model of Fire Spread). This work does not develop new techniques for wildfire modeling, but rather implements computationally efficient and scalable modeling techniques at a high resolution based on existing science, wildfire probability, and hazard modeling paradigms. These scalable techniques make it practical to more easily conduct wildfire simulations at the 30 meter resolution across the entire country, enabling property and building specific assessments of wildfire risk.

For each 30 meter pixel across the country, information is recorded on the distribution and occurrence of burn incidence, flame lengths experienced, and the relative amount of embers which land in the pixel. These provide estimates of:

Burn probability: the estimated likelihood of the area burning during any single year.
–Fire intensity: estimated flame lengths, including maximum, average, and sum of all flame lengths experienced.
–Ember exposure: the relative amount of embers which land in an area due to nearby simulated wildfires.

Bill passes in House to establish list of presumptive illnesses for federal firefighters

Creates the presumption that federal firefighters who become disabled by certain serious diseases contracted them on the job

Firefighter Cerro Pelado Fire in Arizona
Firefighter on the Cerro Pelado Fire in New Mexico, May, 2022. IMT photo.

Today the House of Representatives voted 288-131 to approve and advance the Federal Firefighters Fairness Act, H.R. 2499, a bipartisan measure authored by Rep. Salud Carbajal (D-CA) that ensures federal firefighters receive the same access to job-related disability and retirement benefits as state, county, and municipal firefighters.

The legislation would create the presumption that firefighters who become disabled by certain serious diseases contracted them on the job, including heart disease, lung disease, certain cancers, and other infectious diseases.

Federal firefighters do not have signed legislation establishing the presumption that local firefighters have in 49 out of 50 U.S. states– and are forced to identify specific exposures that may have caused their illness. This burden of proof makes it extraordinarily difficult for federal firefighters to qualify for workers comp and disability benefits related to their work.

The measure would improve benefits for more than 20,000 federal firefighters across the U.S., with about 16,000 of them being wildland firefighters. It would apply to “personnel who have been employed for a minimum of 5 years in aggregate as an employee in fire protection activities.”

The diseases covered under the legislation, if passed by the Senate and signed by the President, are:

  • Bladder cancer, brain cancer, chronic obstructive pulmonary disease, colorectal cancer, esophageal cancer, kidney cancer, leukemias, lung cancer, mesothelioma, multiple myeloma, Non-Hodgkin lymphoma, prostate cancer, skin cancer (melanoma), testicular cancer, thyroid cancer, and a sudden cardiac event or stroke while, or not later than 24 hours after engaging in certain fire-related activities described in the bill.

It was just three weeks ago, on April 19, when the Office of Workers’ Compensation Programs (OWCP), in FECA Bulletin No. 22-07, established a list of cancers and medical conditions for which the firefighter does not have to submit proof that their disease was caused by an on the job injury.

The medical conditions covered under the OWCP bulletin as of last month are:

  • Cancers: esophageal, colorectal, prostate, testicular, kidney, bladder, brain, lung, buccal cavity/pharynx, larynx, thyroid, multiple myeloma, nonHodgkin’s lymphoma, leukemia, mesothelioma, or melanoma; or
  • Hypertension, coronary artery disease, chronic obstructive pulmonary disease, pulmonary fibrosis, asthma, or a sudden cardiac event or stroke.

The OWCP list includes six conditions that are not in H.R. 2499: buccal cavity/pharynx cancer, larynx cancer, hypertension, coronary artery disease, pulmonary fibrosis, and asthma.

H.R. 2499 covers one disease not in the OWCP list, skin cancer, an important addition, especially for wildland firefighters whose work requires being outside most of the time. The bill includes a method for adding other diseases within a three-year period, including breast cancer, if supported by scientific evidence.

The pending legislation had 203 co-sponsors in the House, an extraordinarily large number of representatives who stated early-on that they were in favor of the bill and wanted to help get it passed.

The next step is the Senate, a place where many bills go to die. Senators Tom Carper (D-DE) and Susan Collins (R-ME) are the lead sponsors of a bipartisan companion bill there. It has 12 co-sponsors, only two of which are Republicans. With a 50-50 Dem/Rep balance and a requirement for 60 of the 100 Senators to vote yes, the passage is not a foregone conclusion, in spite of overwhelming approval in the House.

“We know fire fighters are routinely exposed to carcinogens on fire scenes. Sadly, our brothers and sisters in federal service are too often denied the benefits they deserve when needed the most,” said International Association of Fire Fighters (IAFF) General President Edward Kelly. “The Federal Firefighter Fairness Act brings the federal government in line with the 49 states that recognize the deadly link between firefighting and cancer.”

Dozens of lawmakers sign letter supporting an increase in pay for federal firefighters

In 2021 40% of the requests for hand crews and 29% of the requests for engines were unfilled

U.S. Capitol building
The U.S. Capitol building. Photo by Bill Gabbert.

A letter signed by a bipartisan group of 28 lawmakers urged that steps be taken to avert critical staffing shortages in the wildland firefighting workforce. The document was sent May 10 to the Director of the Office of Personnel Management (OPM) and the Secretaries of the Departments of  Agriculture and the Interior.

It noted that years of low pay and other issues “have hollowed out the federal wildland firefighting workforce.” Last year 1,858 (40 percent) of the orders for hand crews were unfilled, and 1,853 (29 percent) of orders for engines were unfilled. In addition, the number of cancelled orders were 32 percent of crew orders and 22 percent of engine orders. There can be multiple reasons why orders are cancelled, but they can include the order sat unfilled and the requesting unit gave up, or finally the need no longer existed. The number of orders actually filled in 2021 were 27 percent for crews and 49 percent for engines.

“In one state, the U.S. Forest Service had 60 engines idle because of low staffing in the midst of the largest fire in state history,” the lawmakers wrote. “Such shortages exist throughout the West heading into the 2022 fire season, with officials estimating staffing will be below 75% in some regions. This is an urgent threat to natural resources, public safety, and taxpayer dollars, as the Federal Government pays a premium to contract and borrow firefighting resources from state and local authorities when federal resources are unavailable. ”

The lawmakers urged the OPM to use their authority for establishing special pay rates when staffing problems are caused by significantly higher non-Federal pay rates, remoteness of the location involved, or the undesirability of the working conditions.

One of the provisions in the Infrastructure Investment and Jobs Act passed last year required the two Departments and the OPM to establish a new “wildland firefighter” occupational series. The lawmakers warned yesterday that “a new series that maintains the status quo could lead to a surge in resignations just as fire season begins.”

The letter linked the lack of “portal-to-portal” pay with recruitment and retention difficulties:

“Many state and local firefighters are paid on a “portal-to-portal” basis, meaning 24 hours a day, from the time they are assigned to a wildland fire until the time they return, and are reimbursed on that basis by the federal government. Insisting on scheduling and paying federal wildland firefighters in the same manner as other federal employees, rather than other wildland firefighters, is one way in which arbitrary policies are driving recruitment and retention problems.”

“The Administration must stop attrition and commit to rebuilding the ranks of our firefighting service,” the letter from the 28 Senators and Representatives said. “This starts with increases in pay and benefits. The situation is urgent, and we stand ready to work with you to ensure our federal wildland firefighters are fully supported and compensated.”

In a wildfire burning embers transported downwind are what cause most structures to burn

Sheltering from the Creek Fire at the Mammoth Pool Reservoir
Sheltering from burning embers and the Creek Fire at the Mammoth Pool Reservoir Boat Launch, Sept. 5, 2020. Photo by Cameron Colombero, via Mike Ikahihifo.

Most structures that burn in a wildfire are not ignited by direct flame impingement, but by burning embers that are lofted and carried downwind ahead of the fire.  At Wildfire Today we first covered the role of embers in igniting structures in 2010, a concept brought into the public consciousness by Jack Cohen, a researcher at the Missoula Fire Science Lab. To reduce the chances of a home burning in a wildfire, the most bang for the buck is to concentrate on the Home Ignition Zone. The flammable material near the structure needs to be modified, reduced, or eliminated to the point where multiple burning embers landing in the zone will not propagate the fire and spread to the structure.

The video below produced by the New Jersey Forest Fire Service elaborates on this concept. It is queued up to 1:42 where the issue is addressed.

More information is in our articles tagged “Home Ignition Zone.”

Opinion: Rebuttal to Forest Service Deputy Chief’s statement

Firefighter with chainsaw
Firefighter with chainsaw. NWCG photo.

(Editor’s note: this was written by a person who asked to remain anonymous.)

After reading the press release from Jaelith Hall-Rivera, I felt a need to reply. And I want to thank Wildfire Today for running my opinion here.

Jaelith Hall-Rivera is the Deputy Chief of State and Private Forestry, and her boss is the Chief of the US Forest Service, Randy Moore. Jaelith’s department is Fire and Aviation Management, which houses the wildfire programs that firefighters work. There is no excuse for her testimony to differ from her bosses testimony, yet that is exactly what happened. It’s almost as if Jaelith’s press release came out before Chief Moore testified the previous day in front of the Senate Appropriations Committee. While Jaelith assured California representatives that they were on pace to have full staffing in California, just 30 days later Chief Moore testified that California, Oregon and Washington may be 50% staffed, something Oregon Senator Jeff Merkley called, “a scary situation.”

Multiple articles have been published since Jaelith’s testimony on April 5th, pointing out that she falsely painted a rosy picture to legislators when the situation was dire. Read excellent articles about the testimony from NBC News, Thomson Reuters and BuzzFeed, and listen to the audio of an NPR interview with the BuzzFeed reporter.

Watch all the testimonies from April 5th, to April 27th, to May 4th and see how they change.

Jaelith testified on April 5th that their goal for staffing was 11,300 wildland firefighters, stating “and that is an increase.” But looking at a memo from Jaelith last fall, she claims that the USFS provided bonuses to 11,300 wildland firefighters (GS3-9 only) last year. So even if they are at 90% of that now, then that represents a 10% LOSS at minimum. Something is wrong here: either Jaelith lied about the numbers, or the USFS sent bonuses to a lot of people last year that should not have received them. Either way, it doesn’t instill confidence in the Forest Service Management.

There is a lie somewhere, and the misrepresentation to Representative Porter is infuriating for a workforce. Claiming we are on pace to be fully staffed when the spring fire hire event had not even started is misrepresenting the truth, at best. Especially when the same Fire Hire event in 2021 only netted an additional 56 hires. Why would this year be any different when the work environment and pay have continued to devolve?

Finally, Randy Moore decided to do some damage control and admit that although they were at 90% nationally, in some areas such as California, Oregon and Washington, staffing was as low as 50%. Again, that’s a shocking statement, but the numbers still don’t add up.

California makes up about 50% of the USFS firefighting workforce, so if they are near 50%, as well as Oregon and Washington, then how can we realistically be above 60-75% staffing nationally? This is 4th grade math: averages.

As a workforce, we simply want truth and transparency. That’s really the minimum. There can’t be that many FMOs in the USFS. Tell each of them to spend 30 minutes entering in the data from their district so we know exactly what positions are vacant. And make this database public and searchable. This database would take a GS6 a day or two to complete, and another 30-60 minutes for each FMO to fill out. Until this project is completed, we can assume the USFS either has no idea what their staffing level is, or they are lying about it.

I want to offer solutions whenever I offer criticism, so here are a few more:

1. Explain very clearly what the holdup is with the funded infrastructure pay raises, and what your plan is for payments including backpay as stated by law.

2. Explain your goal for what a career ladder looks like, even if it doesn’t become reality. Will we be able to have a living wage? Or should we get out now?

3. Start showing some receipts. Show you care. Why are NFFE and Grassroots Wildland Firefighters lobbying the Secretary of Labor instead of our own agency? Why are senators asking for OWCP reforms instead of our own agency? My friend was seriously injured and the USFS told him to call a charity. Is that acceptable to those in the Washington Office?

4. Rebuild the credibility of the USFS Washington Office by including an average employee (GS5-7) on all planning and workforce related meetings. Allow them to represent the workforce, and to the workforce. This would be a detail assignment

5. Explain exactly how we can increase not only our female participation in the workforce (6% of Fire workforce), but other minorities as well as LGBTQ individuals and what actionable items are happening now to make that happen.

6. Credibility only comes with transparency. Our workforce has never been more united and connected through shared struggle and technology. We have more knowledge of the situation than our predecessors and can see through the misinformation and deceit. We will not sit by idly or submit to threats from the DC office. Accountability, authenticity and transparency are not optional anymore.

I understand that the USFS did not ask for these new reforms in classification and pay, but they are here now, and our workforce needs them. But not just firefighters, the whole USFS workforce needs to be brought into the modern federal workforce that exists seemingly in every other agency.

I am optimistic that better times are ahead, but our leadership needs to show their hand a bit more, and offer some hope and motivation for those of us that are putting our physical and mental health on the line every single day for our employer and our country.

Wildfire smoke conditions and forecast, May 8, 2022

In the cross hairs are New Mexico, Kansas, and Nebraska

12:21 p.m. MDT May 8, 2022

Wildfire smoke map, United States,, 11 a.m. MDT May 8, 2022
Wildfire smoke at 11 a.m. MDT May 8, 2022.

Above is a map from NOAA showing the distribution of vertically integrated smoke from wildfires at 11 a.m. MDT May 8, 2022.

Below is the forecast for smoke at 12:01 a.m. MDT May 9, 2022.

Wildfire smoke forecast, 1201 a.m. MDT May 9, 2022
Forecast for wildfire smoke at 12:01 a.m. MDT May 9, 2022.

The map below shows the areas under Red Flag Warning for elevated wildfire danger.

Red Flag Warning, May 8, 2022 fire
Red Flag Warnings, May 8, 2022.