In 2023 two scientists walked the 4,270 km Pacific Crest Trail from Mexico to Canada and surveyed 1 km of trail in every 16, logging each piece of waste in the Rubbish app. Record snow made them skip the High Sierra and come back for it at the end. Their study, published in Waste Management in 2025, covered more trail than any trail-waste survey they could find; the next largest covered 335 km.
A study by Victoria McGruer, Macy Gustavus, Win Cowger and colleagues at the Moore Institute for Plastic Pollution Research.
Read the study: Lost on the Pacific Crest Trail (McGruer et al., Waste Management, 2025) · The project · Their data · Their code
▶Walk the trail
The study measured how far each survey started from the nearest road. Joined to the open data, the surveys within 100 m of a road found 23 times as much waste per km as the surveys more than 5 km from one. The study found the same slope with its own model: 13 pieces per km 10 m from a road, 0.4 per km 10 km away.
pieces per km within 100 m of a road (15 surveys).
per km 100 m to 1 km from a road (58 surveys).
per km 1 to 5 km from a road (129 surveys).
per km more than 5 km from a road (50 surveys).
Pieces in the open data, divided by the study's surveys in each band (each survey is 1 km; surveys that found nothing count too). The study's own table, with the two 100-piece surveys left at 100, gives 19.6, 7.2, 2.3 and 1.0.
At a sledding spot beside the Angeles Crest Highway, 36 m from the road, the surveyors logged 101 pieces in about 50 m and stopped at the survey's limit of 100. Their note: lots more trash nearby.
On a dirt road along the Los Angeles Aqueduct they reached the limit after 660 m. These are the only two surveys that hit it, both in Southern California, both on or beside a road.
In the replay, the camera tilts into the mountains at both places and walks them piece by piece.
Every survey that found waste, from Mexico (left) to Canada (right): taller bars, more pieces; warm colours, closer to a road. Grey ticks under the line are surveys where the study recorded nothing. The busiest stretches sit near Los Angeles and in southern Oregon; the High Sierra and Washington, far from roads, had the least.
Each stretch's pieces divided by its surveys in the study's table (the Sierra is the section the snow closed, km 1,132 to 2,144).
The 2025 paper, the blog post and the news stories, against the open data. The paper's numbers come from the study's own survey table, which is public on GitHub; the open data is every piece as it was logged in the app.
| Source | What it said | The data |
|---|---|---|
| Beyond Plastics, March 2023 | A 1 km survey for every 10 miles of the 2,650-mile trail. | The study's table has a survey start every 10 miles from mile 10 to mile 2,650, with 13 left out for closures and danger: 252 rows. The paper counts 251. |
| The paper, 2025 | 12.5 pieces per km on average; about 53,000 on the whole trail (12,000 to 130,000). | The table averages 12.47 per km. One survey carries most of that: the sledding spot, where 100 pieces in about 50 m were scaled to 2,133 for the full km. Without it the other surveys average 4.0. The open data, counting pieces as logged: 1,085 over 251 surveys, 4.3 per km. |
| The paper, 2025 | 13 pieces per km near roads, 0.4 per km 10 km from one. | 20.5 per km within 100 m of a road and 0.9 more than 5 km away, using the study's road distances. |
| The paper, 2025 | Soft plastic 36%, metal 11%, sanitary waste 10%, hard plastic 8%, as the average share per survey. | The same way: soft plastic 37%, metal 11%, sanitary waste 9%, hard plastic 9%. Counting every piece together instead: 24%, 16%, 6% and 10%. |
| The paper, 2025 | Waste in 65% of surveys; 21 surveys on snow found 94% less. | The table marks 88 of 252 surveys as finding nothing (35%), and 21 on snow averaging 0.88 pieces against 13.53 without. |
| The paper, 2025 | Two surveys hit the 100-piece limit before 1 km. | 101 pieces on April 28 and 100 pieces on May 7: the sledding spot and the aqueduct road. |
| San Francisco Chronicle, March 2024 | More than 1,000 pieces of trash. | 1,085 pieces in 913 records. |
| San Francisco Chronicle, March 2024 | 260 survey areas, about 2 or 3 a day. | 252 in the study's table. The open data has 185 surveys that found waste, on 117 days: 1.6 a day, up to 4. Surveys that found nothing left no record in the app. |
| Advnture, March 2024 | The San Gabriel Mountains outside Los Angeles were the dirtiest. | Yes: the busiest survey of all is the sledding spot on the Angeles Crest Highway in the San Gabriels, 101 pieces in about 50 m. |
| Advnture, March 2024 | 40% of the zones had no litter. | 35% in the study's table; the paper says 35%. |
| Advnture, March 2024 | Used toilet paper was the biggest offender, more of it further north. | Not in the counts: sanitary waste is 6% of pieces, behind soft plastic. Per km it was highest in Southern California (0.5) and Oregon (0.3), with 0.1 in Washington. |
| The Cool Down, August 2024 | Around 200,000 pieces on the trail, about 75 per mile. | An early estimate. The paper settled on 53,000, or 12.5 per km (about 20 per mile); the open data's raw count is 4.3 per km. |
The story first. Then the whole trail lights up on a relief map of the West, 2,650 miles from Mexico to Canada, with the people behind the study. Then the walk, north up: a circle for each survey sized by what it found, the km walked beside the dot, across the snow skip to Northern California while snow falls over the Sierra they skipped, on to Canada, and back for the Sierra by plane. Five times the camera comes down and tilts into the mountains to walk one survey piece by piece while the live screen shows each photo, each survey within 212 m of a road: day two near the border, the sledding spot on the Angeles Crest Highway, the aqueduct road, southern Oregon and the Columbia River, where the map turns to aerial imagery. Photos of Macy and Tori show along the way, the last one their high-five at the Canadian border. The bars keep score by stretch, by distance to a road and by material.
Press play for March to September 2023 in 212 seconds. It ends with photos from the trail. Click any circle or piece for what it was, when and where; the labels under the bar jump to Mexico, the snow skip and Canada; and the map can switch from Night to Satellite, Topo or Light. The finds play as soft notes over quiet music; the speaker button turns the sound off.
They start at the Mexican border and walk north through Southern California.
Record snow closes the High Sierra. They skip ahead to Northern California.
Oregon, then Washington, to the Canadian border.
Back for the Sierra, walked southbound until September 24.
Tori, Macy and Win logging a find in the Rubbish app. Photo: Moore Institute for Plastic Pollution Research.
Victoria McGruerResearcher and surveyor; first author of the study
Macy GustavusResearcher and surveyor
Win CowgerResearcher; led the study at the Moore Institute for Plastic Pollution Research
Emin IsrafilRubbish technical support; co-author of the studyEvery piece was logged offline in the Rubbish app, with a photo, a type and a location, then exported for the study.
The study's other authors: Kendra Z. Hess, Hazel Vaquero, Krystle Moody Wood, Jorge Gonzalez-Estrella, Victoria M. Fulfer and Shelly Moore. Photos of the team: Moore Institute for Plastic Pollution Research.
A few of the 913 photos, each checked at full size. Most finds were photographed in the hand; photos with faces, legs, shoes, shadows of people or writing are not shown.











