
Hidden in Plain Sight – Using Moss to Detect Air Pollution and Engage Civic Scientists
In this study, researchers worked with middle and high school students to collect moss samples around industrial neighborhoods in Seattle, Washington. They used the moss samples to both pinpoint pollution sources and to test whether nonscientists could accurately and precisely collect and prepare samples. The researchers also wanted to know whether participating in the program influenced the students' career interests and environmental knowledge.
Hidden in Plain Sight – Using Moss to Detect Air Pollution and Engage Civic Scientists
Meet the Scientists

Chris Zuidema
Public Health Scientist

Sarah Jovan
Ecologist

Weston Brinkley
Social Scientist

Dale Blahna
Social Scientist

Monika Derrien
Social Scientist

Chris Zuidema
Public Health Scientist

Sarah Jovan
Ecologist

Weston Brinkley
Social Scientist

Dale Blahna
Social Scientist

Monika Derrien
Social Scientist

Chris Zuidema
Public Health Scientist

Sarah Jovan
Ecologist

Weston Brinkley
Social Scientist

Dale Blahna
Social Scientist

What Kinds of Scientists Did this Research?
Social Scientist: A scientist who studies the values, opinions, beliefs, attitudes, and actions of individuals and groups of people.
Air Pollution and Public Health Scientist: A scientist who studies the protection and improvement of community health. A scientist who also studies air pollution and its impact on human health.
Ecologist: A scientist who studies the relationship between living things and their environment.
Thinking About Science

Gathering data is an important step in scientific research. Depending on scientists’ research questions, data might include daily temperatures, the number of insects present in a given area, or a list of tree species growing in a forest. This process may take a large amount of time or cover a huge area.
Some scientists work with other scientists to collect data. And sometimes, scientists work with nonscientists to collect data. Working with nonscientists on a scientific study is known by many different terms, such as civic science, crowdsourcing, or citizen science (figure 1).

Figure 1. Students record amphibian observations in the Karta River Wilderness Area in Tongass National Forest in Alaska. A variety of projects need the help of civic scientists. You can learn more about Forest Service projects here.
USDA Forest Service photo.

Did You Know?
Sometimes nonscientists collect data for research studies. Other studies may also use nonscientists to help develop the research questions, to analyze the data that has been collected, or even to decide what to do with the results of the study.
Some scientists study the accuracy of data collected by nonscientists. They may also want to know how helping with a study impacts the nonscientists. Studies like the one you are about to read examine whether nonscientists learn more about the research topic, whether they feel more engaged in their own communities, and whether the research helps them feel like they can positively change their communities.
Thinking About the Environment

You may have heard the term “environmental justice” in the news, on social media, or in your community. The Environmental Protection Agency (EPA) defines environmental justice as
“the fair treatment and meaningful involvement of all people regardless of race, color, national origin, or income, with respect to the development, implementation, and enforcement of environmental laws, regulations, and policies”.
To achieve the goal of environmental justice, everyone should have the same degree of protection from environmental and health hazards such as extreme heat, water contamination, or air pollution (figure 2). In addition, everyone should have equal access to the decision-making process to ensure a healthy environment in which to live, learn, and work.

Figure 2. Some neighborhoods may be exposed to higher levels of environmental or health hazards because they are located near facilities that produce pollution. To achieve environmental justice, these neighborhoods need to be protected from environmental and health hazards as much as any other neighborhood in a community.
Environmental Protection Agency photo by Eric Vance.
How are scientists involved in environmental justice? The scientists in the study you are about to read suggest that scientists can work with community members to develop research questions that involve both the scientists and the community in order to address environmental justice concerns. Scientists can also involve the community in the setup of the study, the collection of data, and perhaps even the analysis of the data. Additionally, scientists and community members can work together to come up with actions the community can take based on the research findings. These actions could be changes or improvements community members would like to make in their neighborhoods.
Introduction
Even though air pollution levels have decreased over the last few decades in the United States, air pollution continues to threaten human health and the environment. In Seattle, Washington, the overall air quality is relatively good (figure 3). However, local pockets of air pollution exist, usually centered around industrial and manufacturing areas. People who live in neighborhoods in and around these industrial areas can be more affected by high air pollution levels than people living in other parts of the city.

Figure 3. Seattle, Washington is a large city located on the northwestern coast of the United States.
FIND Outdoors map by Leslie Shaw Design.
Identifying the sources of air pollution is one of the first steps in addressing poor air quality. Some scientists use moss to help find these sources. Moss is a commonly found plant that grows in many different locations, even within cities (figure 4). Because moss does not have roots, it gets water and nutrients from the air. That means that if the air has pollutants in it, such as small amounts of heavy metals, those pollutants are absorbed into the moss along with the water and nutrients.
Scientists collect samples of moss all over the city and measure levels of pollutants in each moss sample. If they find high levels in a certain location, they know an air pollution source is probably nearby. Moss sampling can be used with other air quality monitoring devices to help pinpoint sources of harmful air pollution.

Figure 4. Lyell’s bristle moss (Orthotrichum lyellii) is a type of moss that is common in Seattle and other areas in the Pacific Northwest. It grows on tree trunks and branches and extracts water and nutrients from the air rather than the tree itself.
USDA Forest Service photo by Sarah Jovan.


Did You Know?
In science, the term “heavy metal” can have different meanings. In this study, heavy metals are elements with a high atomic weight that are harmful to human health and the environment.
The project in this study was organized by scientists and community leaders to engage students with moss sampling in Seattle. The students involved lived in the areas of the city that were most impacted by air pollution. Scientists wanted to know if the moss samples that students collected and prepared for analysis were as accurate as samples collected and prepared by professional scientists.
They also wanted to know if the project had any impact on students’ environmental knowledge, science career interests, and enjoyment. The scientists asked questions including:
- Did students learn more about moss, moss sampling and preparation methods, air pollution, and urban forestry?
- Did participating in the project make students feel more interested in science and science careers?
- Did students enjoy the project?

Reflection Section
Methods
The study took place in two neighborhoods, Georgetown and South Park, in south Seattle, Washington (figure 5). These neighborhoods are located near interstate highways, the Port of Seattle, a major rail line, and an airport. Other industrial activities, such as manufacturing and recycling scrap metal and glass, are nearby.
The Duwamish River flows between the two neighborhoods. A 5-mile stretch of the river is designated as a Superfund site because of its contamination by many different hazardous industrial chemicals. Several sources of water and air pollution can be found in and around these two neighborhoods.

Figure 5. The neighborhoods of Georgetown and South Park are in the southern end of Seattle. The two neighborhoods are surrounded by busy highways, rail lines (not pictured), and an airport. Many factories and the Port of Seattle are located along the river.
FIND Outdoors map by Leslie Shaw Design.
The neighborhoods are under-resourced and often have little funding for community improvements. Residents of these neighborhoods may face more health and environmental challenges than residents of other Seattle neighborhoods.
Most of the 26 students involved in the project were residents of Georgetown or South Park and members of a paid 10- week program with the Duwamish Valley Youth Corps. Duwamish Valley Youth Corps promotes mentorship and teamwork for local students, offers experience and training for environmental careers, and engages students in outdoor projects that explore the connection between the natural world and human activity in the Duwamish Valley.


Did You Know?
Superfund is the informal name for a law that was passed by Congress in 1980. This law allows the Federal Government to respond when hazardous substances are or could be released into the environment. The law allows the Environmental Protection Agency (EPA) to clean up contaminated sites; these sites are known as Superfund sites. The law also forces those responsible for the contamination to reimburse the EPA for cleanup costs or to complete the cleanup themselves.
The Youth Corps students in the project were 8th through 12th graders—mostly 8th and 9th grade students—who attended local schools. Because of their participation in the Youth Corps, the students had completed earlier learning modules about environmental science topics and participated in other community activities such as tree planting and river restoration.
The project involved eight sessions during May and June 2019. Participants attended two sessions per week. One of the weekly sessions was a 3-hour weekday afternoon and the other was a 4-hour weekend morning. Two of these sessions were for learning about the project and methods and were held indoors at local community centers. Four sessions were outdoor sampling sessions in Georgetown and South Park. Two sessions were sample preparation sessions at a high school science lab. At least four adults, either scientists or community leaders, worked with student participants at each session
Number Crunch
On sample collection days, student participants worked in small groups of three to five to collect moss. Scientists divided the study area into a grid of 250-meter by 250-meter squares. Each student group was assigned certain squares on the grid to collect their samples. Students used a map app on smartphones to navigate to the center of their assigned squares (figure 6).
They identified a tree closest to the center of the grid square and looked for a specific species of moss, Lyell’s bristle moss, on that tree. The sample they collected was known as the primary student sample. If there was no moss on that tree, students moved to the next closest tree. If there was no moss in the grid square, or if conditions around a tree with moss did not allow access to collect a sample, students moved on to their next assigned grid square.

Figure 6. (A) Students worked in small groups to collect moss samples throughout the neighborhoods of South Park and Georgetown.
USDA Forest Service photo by Monika Derrien.

(B) Once they located a tree with Lyell’s bristle moss at the center of their assigned grid square, they collected a sample.
USDA Forest Service photo by Monika Derrien.

Did You Know?
A 250-meter by 250-meter square has an area of approximately 15 acres. That’s about the size of 11 football fields combined!
Students collected a second sample of moss, called a replicate sample, in some of the grid squares. The scientists compared these replicate samples to the primary samples to find out if the metal concentrations were the same in each sample. This comparison showed whether the students’ sampling and preparation methods were precise and reliable.
Expert scientists who had been involved in similar studies resampled some of the grid squares after students had collected their samples. Most of the experts collected their samples 12 days after students collected their samples. Scientists compared their samples to the students’ primary samples to see if both samples recorded the same levels of metal concentrations (figure 7). This comparison showed whether the students’ samples were accurate.

Figure 7. Once a tree was selected, students collected a primary sample of moss (labeled here as “Sample 1”). Students also collected a second moss sample from the same tree (labeled here as “Sample 2”). These samples were compared with each other to see if each sample had the same concentration of heavy metals. If they did, the students’ samples were considered precise and reliable. At some trees, an expert also took a moss sample (labeled here as “Sample 3”). The expert samples and the primary student samples were compared to see if the heavy metal concentrations were the same. If they were, the student samples were considered accurate.
FIND Outdoors illustration by Stephanie Pfeiffer Rossow.
Once the moss samples were collected, student participants prepared their moss samples in a high school science lab over the course of two sessions (figure 8). They wore gloves and cleaned their workspaces and tools before and after working with each sample. To prepare each sample, students harvested the upper two-thirds of living moss stems and used forceps to remove other debris. Samples had to weigh at least 1.5 grams. The expert scientists prepared their samples using the same method.

Figure 8. Students and adults worked together to prepare the moss samples to send to a chemistry lab for analysis.
USDA Forest Service photo by Monika Derrien.
All moss samples were mailed to an analytical chemistry lab to determine the concentrations of 25 elements in each sample. Scientists focused on six of these elements—heavy metals that are commonly associated with negative human health and environmental effects:
- arsenic (As)
- cadmium (Cd)
- cobalt (Co)
- chromium (Cr)
- nickel (Ni)
- lead (Pb).
When the scientists received the results from the chemistry lab, they compared heavy metal concentrations in the primary student samples to the replicate student samples. They also compared the primary student samples to the expert samples.
To find out how the project affected the student participants, the scientists asked the students to complete surveys on 4 days of the project. These surveys had a combination of test-style questions and survey-style questions. The test-style questions had right or wrong answers and asked about moss, urban forestry, moss sampling methods, and moss sample preparation. Survey-style questions were open-ended and asked for students’ opinions about their academic and career interests and what students liked and disliked about the project.
Test-style questions about the project content were given before and after that particular project content was taught. The survey-style questions about the students’ career interests were given both before and after the project as a whole. The question about their favorite academic subjects was only asked at the beginning of the project, and the question about what they thought about the project was only given at the end of the project.
Reflection Section
Findings
The final collection of moss samples included 79 student samples, including some replicate samples, from 61 different locations. In general, heavy metal concentrations in the students’ primary moss samples were similar to their replicate samples. The similarity between primary and replicate student moss samples shows that their sample collection and preparation methods were precise and repeatable.
There was a difference in heavy metal concentrations between the students’ primary moss samples and the experts’ samples. The student samples tended to show higher concentrations of the six heavy metals than the expert scientists’ samples did. However, these differences were not always statistically significant.

What Makes a Result Statistically Significant?
When most people say that something is significant, they mean that the event or object has a great amount of importance. When scientists say that a result is significant, they mean it is very likely that the result was not caused by chance.
Scientists do not simply decide a result is significant; they determine a result is significant by using mathematical equations. In this case, the differences between student samples and expert samples were sometimes, but not always, large enough to be caused by something other than chance.
When scientists analyzed the results of the test and survey questions, they found that student participants improved on all subject matter questions over the course of the project. The nine students who took pre- and post-tests improved significantly on questions about moss, air pollution, urban forestry, and moss sample preparation.

Fun Fact!
Scientists also studied the students’ career interests before and after the project. Three of the most popular job fields stayed the same:
- Sports/athletics
- Crime investigation/forensics
- Music/art/entertainment.
Overall, responses to the project were favorable. Most of the students said they liked the project, and only one student said they disliked the project a little. Student participants were also asked open-ended questions about what they liked and did not like about the project (table 1).
Most Common Likes | Mentions | Most Common Dislikes | Mentions |
---|---|---|---|
Being outside | 8 | Preparing moss samples in the lab | 5 |
Working with moss | 5 | The extent of walking involved in sampling | 5 |
The teamwork aspect | 4 | When they had difficulty finding moss | 4 |
Learning new things | 4 |
Reflection Section
Discussion
Overall, the metal concentrations measured in the student samples were precise because their primary samples generally matched their replicate samples. The comparison between student-collected and expert-collected samples was less clear. The scientists think the differences between student and expert samples may have been caused by other conditions that are not understood yet. For example, because most of the expert samples were taken 12 days after the student samples, weather conditions like rain may have influenced metal concentration levels.
Other civic science projects have avoided having nonexperts, like students, prepare samples for analysis. However, the scientists in this study found that with proper training, guidance, and the correct environment (such as a lab), nonexperts like these students can be successful at sample collection and preparation (figure 9).

Figure 9. One of the important steps of sample collection and preparation is accurate labeling, like this student is doing here. Scientists had to discard 13 student samples because of incorrect labeling. In the future, scientists plan to simplify labeling procedures and emphasize how important labeling is in scientific work to avoid having to discard otherwise usable samples.
USDA Forest Service photo by Monika Derrien.
Because the project took place during the global coronavirus (COVID-19) pandemic, there were significant delays in receiving the metal concentration results from the chemistry lab. Despite the delay, 18 of the students attended an event to share the data from their work over a year after their participation in the project (figure 10).
The scientists and community organizers hope that with faster data analysis, they can involve students in more phases of the project in the future, including interpreting results and sharing that information with their communities as well as planning and participating in future actions based on the data. They hope that this involvement will increase student interest and enthusiasm and encourage more consistent participation in future projects.

Figure 10. Students who worked on the project met up with scientists and community organizers more than a year after they completed their data collection and preparation. They were able to learn about the results of their work and see how the information they collected could be used for future work in their communities.
USDA Forest Service photo by Monika Derrien.
The study also demonstrated that the students learned project content and were generally positive about their experiences, but their career interests did not change. Because this project was part of a pilot program, this information will help the scientists and community leaders make changes and improvements to the next project (table 2).
Some Proposed Changes/Improvements for Future Programs: |
---|
• Include a larger group of participants. |
• Recruit high school science club members to participate; compare their results to participants not in science club. |
• Explore the relationship between students’ levels of experience with data collection and the quality of the data they collect. |
• Ask more questions about students’ interests, their knowledge of environmental topics, and their feelings about community involvement. |
• Add open-ended journal-style questions so students can reflect, in their own words, on their experiences throughout the project. |
The scientists suggest that community-driven civic science may be an important tool for encouraging youth involvement in environmental research in cities. The scientists and community organizers are hopeful that projects like these will support environmental education, give students tools to learn about their environment, and encourage actions to improve those environments (figure 11). These students, as well as other community members, are an important part of environmental justice efforts in the Duwamish River Valley community.

Figure 11. The Duwamish River Festival, organized by the Duwamish River Community Coalition, brings together residents of the South Park and Georgetown neighborhoods. (A) At the festival, attendees enjoy performers and food vendors and learn about cleaning up the Duwamish River.
Environmental Protection Agency photo.

(B) During the festival, some attendees kayak or take a water taxi tour down the river to learn more about the river’s importance and cleanup efforts.
Environmental Protection Agency photo.
Reflection Section
Adapted from Derrien, M.M.; Zuidema, C.; Jovan, S.; Bidwell, A.; Brinkley, W.; López, P.; Barnhill, R.; Blahna, D.J. 2020. Toward environmental justice in civic science: youth performance and experience measuring air pollution using moss as a bio-indicator in industrial-adjacent neighborhoods. International Journal of Environmental Research and Public Health. 17(19): 7278.

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FACTivity – Hidden in Plain Sight
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Glossary
View All Glossaryatomic weight
(ǝ tä mik wāt): The mass of one atom of an element.
biomass
(bī ō mas): The amount of living matter (in a unit area or volume of habitat).
forceps
(fȯr sǝps): An instrument for grasping, holding firmly, or exerting traction upon objects, especially for delicate operations.
pilot program
(pī lǝt prō gram): A trial program designed to test a new program design, often the first version of a program.
replicate
(re plǝ kǝt): (noun) One of several identical experiments, procedures, or samples.
under-resourced
(ǝn dǝr rē sȯrsd): Not provided with enough money, staff, materials, services, etc. as are needed.
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Monika Derrien
Social Scientist
My favorite science experience is figuring out creative ways of collecting data that can help us understand interactions between people and nature. I enjoy working with people who have different...View Profile -
Chris Zuidema
Public Health Scientist
My favorite science experience was while I was a student during a study abroad program. (A study abroad program is a program where students go to another country to attend...View Profile -
Sarah Jovan
Ecologist
My favorite science experience was conducting field work in Interior Alaska where moss and lichens rule the land. The sheer size and diversity of these organisms in that landscape was...View Profile -
Weston Brinkley
Social Scientist
My favorite science experience was working with a huge diversity of partners to conduct genuinely community-led research. I enjoyed designing and carrying out a project that met the needs of...View Profile -
Dale Blahna
Social Scientist
My favorite science experiences are working and sharing social science study results with managers who understand biology and natural sciences well but are not trained at all in the social...View Profile
Standards addressed in this Article:
Next Generation Science Standards
- ESS3.C-M1Human activities have significantly altered the biosphere, sometimes damaging or destroying natural habitats and causing the extinction of other species. But changes to Earth’s environments can have different impacts (negative and positive) for different living things.
- ESS3.C-M2Typically as human populations and per capita consumption of natural resources increase, so do the negative impacts on Earth unless the activities and technologies involved are engineered otherwise.
- ETS1.B-M1A solution needs to be tested, and then modified on the basis of the test results, in order to improve it.
- ETS1.B-M2There are systematic processes for evaluating solutions with respect to how well they meet criteria and constraints of a problem.
- ETS1.B-M3Sometimes parts of different solutions can be combined to create a solution that is better than any of its predecessors.
- ETS1.C-M1Although one design may not perform the best across all tests, identifying the characteristics of the design that performed the best in each test can provide useful information for the redesign process—that is, some of the characteristics may be incorporated into the new design.
- LS1.B-M4Genetic factors as well as local conditions affect the growth of the adult plant.
- LS2.A-M1Organisms, and populations of organisms, are dependent on their environmental interactions both with other living things and with nonliving factors.
- LS2.C-M1Ecosystems are dynamic in nature; their characteristics can vary over time. Disruptions to any physical or biological component of an ecosystem can lead to shifts in all its populations.
Social Studies Standards
- Individuals, Groups, and Institutions
- People, Places, and Environments
- Science, Technology, and Society
- Time, Continuity, and Change
Note To Educators
The Forest Service's Mission
The Forest Service’s mission is to sustain the health, diversity, and productivity of the Nation’s forests and grasslands to meet the needs of present and future generations. For more than 100 years, our motto has been “caring for the land and serving people.” The Forest Service, an agency of the U.S. Department of Agriculture (USDA), recognizes its responsibility to be engaged in efforts to connect youth to nature and to promote the development of science-based conservation education programs and materials nationwide.

What Is the Natural Inquirer?
Natural Inquirer is a science education resource journal to be used by students in grade 6 and up. Natural Inquirer contains articles describing environmental and natural resource research conducted by Forest Service scientists and their cooperators. These scientific journal articles have been reformatted to meet the needs of middle school students. The articles are easy to understand, are aesthetically pleasing to the eye, contain glossaries, and include hands-on activities. The goal of Natural Inquirer is to stimulate critical reading and thinking about scientific inquiry and investigation while teaching about ecology, the natural environment, and natural resources.

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Meet the Scientists
Introduces students to the scientists who did the research. This section may be used in a discussion about careers in science.
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What Kinds of Scientist Did This Research?
Introduces students to the scientific disciplines of the scientists who conducted the research.
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Thinking About Science
Introduces something new about the scientific process, such as a scientific habit of mind or procedures used in scientific studies.
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Thinking About the Environment
Introduces the environmental topic being addressed in the research.
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Introduction
Introduces the problem or question that the research addresses.
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Method
Describes the method the scientists used to collect and analyze their data.
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Findings & Discussion
Describes the results of the analysis. Addresses the findings and places them into the context of the original problem or question.
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Reflection Section
Presents questions aimed at stimulating critical thinking about what has been read or predicting what might be presented in the next section. These questions are placed at the end of each of the main article sections.
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Number Crunches
Presents an easy math problem related to the research.
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Glossary
Defines potentially new scientific or other terms to students. The first occurrence of a glossary word is bold in the text.
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Citation
Gives the original article citation with an internet link to the original article.
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FACTivity
Presents a hands-on activity that emphasizes something presented in the article.
Science Education Standards
You will find a listing of education standards which are addressed by each article at the back of each publication and on our website.
We Welcome Feedback
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Contact
Jessica Nickelsen
Director, Natural Inquirer program -
Email
Project Learning Tree
If you are a trained Project Learning Tree educator, you may use “Air We Breathe,” “Pollution Search,” and “Improve Your Place” as additional resources.
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Additional Resources
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USDA Forest Service: “Seattle Students Study Heavy Metals with the Forest Service”
Visit WebsiteLearn more about how Forest Service scientist explored the effects of air pollution on environmental and human health – and how those effects impact different communities disproportionately through a community science project with the Duwamish River Community Coalition.
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USDA Forest Service: “Moss Study Helps Identify Pollution Hotspots”
Visit WebsiteRead more about how a moss study helped to identify pollution hotspots.
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Duwamish Valley Youth Corps
Visit WebsiteLearn more about the Duwamish Valley Youth Corps.
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Duwamish River Community Coalition
Visit WebsiteThe Duwamish River Community Coalition/TAG (DRCC/TAG), provides resources, knowledge, and action to build more just environmental futures. Learn more on their website.
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Environmental Protection Agency: Environmental Justice
Visit Website“Environmental justice” means the just treatment and meaningful involvement of all people, regardless of income, race, color, national origin, Tribal affiliation, or disability, in agency decision-making and other Federal activities that affect human health and the environment so that people are fully protected from disproportionate and adverse human health and environmental effects (including risks) and hazards, including those related to climate change, the cumulative impacts of environmental and other burdens, and the legacy of racism or other structural or systemic barriers; and have equitable access to a healthy, sustainable, and resilient environment in which to live, play, work, learn, grow, worship, and engage in cultural and subsistence practices.
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Environmental Protection Agency: Superfund Program
Visit WebsiteEPA’s Superfund program is responsible for cleaning up some of the nation’s most contaminated land and responding to environmental emergencies, oil spills and natural disasters. To protect public health and the environment, the Superfund program focuses on making a visible and lasting difference in communities, ensuring that people can live and work in healthy, vibrant places.