-
Applying Novel Visitation Models using Diverse Social Media to Understand Recreation Change after Wildfire and Site Closure
Benefit
Group
Region
Year
This study analyzes how visitation in the Columbia River Gorge of Oregon and Washington changed as a result of the 2017 Eagle Creek Fire. A visitation model is constructed by incorporating data from social media to measure visitation patterns and used to look for a substitution effect on nearby recreation sites after the fire.
Citation
White, E.M., Winder, S.G. and Wood, S.A. 2023. Applying novel visitation models using diverse social media to understand recreation change after wildfire and site closure. Society & Natural Resources 36(1): 58-75.
-
Assessing Forest Recreational Potential from Social Media Data and Remote Sensing Technologies Data
Group
Region
Year
This study uses Flickr data and remote sensing technologies to identify forest biometric and topographic data to map and estimate recreational potential of British Columbia’s provincial park system. Potential recreation and consumer surplus are mapped in Cypress Provincial Park using variables that influence visitors’ preferences for recreational activities. A machine learning approach called convolutional neural…
Citation
Lingua, F., Coops, N.C. and Griess, V.C. 2023. Assessing forest recreational potential from social media data and remote sensing technologies data. Ecological Indicators 149, 110165.
-
Evaluation of GNSS-based Volunteered Geographic Information for assessing visitor spatial distribution within protected areas: A case study of the Bavarian Forest National Park, Germany
This study analyzes the reliability of Global Navigation Satellite System-based (GNSS) Volunteered Geographic Information (VGI) using three platforms: GPSies, Outdooractive, and Komoot. These data sources are compared with automatic visitor counters to evaluate the spatial distribution of hikers in Germany’s Bavarian Forest National Park. In a comparison of all three platforms, GPSies and Outdooractive had…
Citation
Horst, L., Taczanowska, K., Porst, F. and Arnberger, A. 2023. Evaluation of GNSS-based Volunteered Geographic Information for assessing visitor spatial distribution within protected areas: A case study of the Bavarian Forest National Park, Germany. Applied Geography 150(2023), 102825.
-
The Knoxville Urban Wilderness Trail System and Baker Creek Preserve Bike Park: A Profile of Users and Physical Activity
This study is listed as the first in a series of Knoxville Urban Wilderness (KUW) health and economic impact reports. This paper details the number of KUW users during 2021. Findings include that the users of the KUW trail system are predominately white, adult males, and that mountain biking, running, and walking are the most…
Citation
Fitzhugh, E.C., Gregory, D. and Sims, C. 2023. The Knoxville Urban Wilderness Trail System and Baker Creek Preserve Bike Park: A Profile of Users and Physical Activity. Knoxville, TN: University of Tennessee.
-
Using Social Media Camping Data for Evaluating, Quantifying, and Understanding Recreational Ecosystem Services in Post-COVID-19 Megacities: A Case Study from Beijing
Group
Region
Year
The authors apply a GIS spatial analysis using social media data to quantify public perspectives of recreational ecosystem services (RESs) or green spaces in Beijing, China. This megacity-scale study was conducted using data from the Little Red Book (LRB) which has been referred to as “China’s Instagram.” Though the authors acknowledge there are some limitations…
Citation
Xu, H., Zhao, G., Liu, Y. and Miao, M. 2023. Using Social Media Camping Data for Evaluating, Quantifying, and Understanding Recreational Ecosystem Services in Post-COVID-19 Megacities: A Case Study from Beijing. Forests 14(6): 1151.
-
Spatial and Temporal Patterns of Visitation in the Annapurna Conservation Area, Nepal: Insights from Geolocated Social Media Images
This paper demonstrates how geolocated social media images can be used for monitoring tourism levels in remote mountains. Researchers identified visitor hotspots and seasonal variations using Flickr photos. Though this methodology has limitations, it serves as a useful approach to manage tourism in a remote, protected natural area where resources are limited.
Citation
Bhatt, P. and Pickering, C.M. 2022. Spatial and Temporal Patterns of Visitation in the Annapurna Conservation Area, Nepal: Insights from Geolocated Social Media Images. Mountain Research and Development 42(3): R16-R24.
-
The Economic Impact of Outdoor Recreation in Mesa County
Benefit
Group
Region
Year
To estimate the full economic impact of outdoor recreation across Mesa County, Colorado, researchers measured the impact of both outdoor recreation-related businesses (such as retail trade and manufacturing) and tourism. In 2019, the GDP impact of outdoor recreation was $484,474,065 or 7.2% of total GDP; the direct job impact was 9,897 jobs or 11% of…
Citation
Perry, N., Casey, T. and Snyder, J. 2022. The Economic Impact of Outdoor Recreation in Mesa County. Grand Junction, CO: Colorado Mesa University.
-
Assessing the potential of social media for estimating recreational use of urban and peri-urban forests
This study analyzes data from Twitter, Flickr, and Instagram to assess visitation at 10 urban and peri-urban Swiss National Forest Inventory sites and evaluates recreational models on a national scale. Social media text was analyzed and a Flickr-based model and Twitter-based model were compared with a pre-existing potential recreation demand (PRD) model to estimate recreational…
Citation
Wartmann, F.M., Baer, M.F., Hegetschweiler, K.T., Fischer, C., Hunziker, M. and Purves, R.S. 2021. Assessing the potential of social media for estimating recreational use of urban and peri-urban forests. Urban Forestry & Urban Greening 64(2021),127261.
-
Bears Ears and Outdoor Recreation in San Juan County, Utah
Region
Year
Utah State University researchers found that the creation of the Bears Ears National Monument in San Juan County, Utah, has likely increased outdoor recreation volume and growth in outdoor recreation-related industries. Retail trade, scientific, professional, and technical services as well as food services have all experienced significant economic growth in the three years after the…
Citation
Smith, J., Wilkins, E., Miller, A.B. 2021. Bears Ears and Outdoor Recreation in San Juan County, Utah. Society & Natural Resources 34(7): 966-979.
-
Economic Analysis of Outdoor Recreation in Washington State 2020 Update
Region
Year
This report provides a comprehensive analysis of the economic impact of outdoor recreation in Washington State. The report includes estimates on spending, jobs, income, impact on GDP, consumer surplus, and environmental benefits of outdoor recreation. In 2019, outdoor recreation in Washington contributed $26.5 billion in spending and supported 264,000 jobs, compared to $21.5 billion and…
Citation
Mojica, J. and Fletcher, A. 2020. Economic Analysis of Outdoor Recreation in Washington State, 2020 Update. Tacoma, WA: Earth Economics.
-
Next-generation visitation models using social media to estimate recreation on public lands
This study evaluates how social media predicts visitation across multiple sites. Two geographically different areas were chosen to evaluate how well visitation models can be generalized to different areas. Adding social media data to a model was found to improve visitor estimates at unmonitored sites, even when a model is parameterized with data from another…
Citation
Wood, S.A., Winder, S.G., Lia, E.H., White, E.M., L. Crowley, C.S. and Milnor, A.A. 2020. Next-generation visitation models using social media to estimate recreation on public lands. Scientific Reports, 10, 15419.
-
The Economic Value of Trails in Arizona: A Travel Cost Method Study
Group
Region
Year
This study estimates the value Arizona residents derive from visiting motorized and non-motorized trails. The authors also estimated total annual trail use, Arizonans’ perceptions of trails, and favorite and most frequented trails. The value for Arizona residents from non-motorized trail use is around $8.3 billion per year; the value from motorized trail use is about…
Citation
Duval, D., Frisvold, G. and Bickel, A. 2020. The Economic Value of Trails in Arizona: A Travel Cost Method Study. University of Arizona Cooperative Extension. Tucson, AZ: University of Arizona.
-
Using social media images to assess ecosystem services in a remote protected area in the Argentinean Andes
Group
Region
Year
In this study, Flickr is used to evaluate the perception and attitudes of day-use and multi-day adventure-based visitors on Mount Aconcagua in Argentina. The study aims to determine the relative popularity of different parts of the park and how the Flickr image content differs between the easily accessible day-use areas and more remote areas of…
Citation
Rossi, S.D., Barros, A., Walden-Schreiner, C. and Pickering, C. 2020. Using social media images to assess ecosystem services in a remote protected area in the Argentinean Andes. Ambio 49:1146-1160.
-
The Economic Impact of Outdoor Recreation and the Whitefish Trail in Whitefish, Montana
Group
Region
Year
In Whitefish, Montana, outdoor recreation is the most important reason why residents stay and visitors come to the community. On the Whitefish Trail, 22,000 annual uses by visitors (30% of total use) generates $3.6 million in spending and supports 68 jobs.
Citation
Headwaters Economics. 2018. The Economic Impact of Outdoor Recreation and the Whitefish Trail in Whitefish, Montana. Prepared for Whitefish Legacy Partners; Whitefish Convention and Visitors Bureau.
Bozeman, Montana: Headwaters Economics.
-
Trail Usage and Value: A Helena, MT Case Study
Group
Region
Year
In Helena, Montana, an 80-mile hiking and mountain biking trail system attracts more than 63,000 trail users during the summer. Seven in 10 users are residents, but visitors who use the trail system account for $4 million in spending, support 60 jobs, and generate $185,000 in state and local taxes.
Citation
Sage, J.L. and Nickerson, N.P. 2018. Trail Usage and Value-A Helena, MT Case Study. Missoula, MT: Institute for Tourism and Recreation Research, College of Forestry and Conservation, University of Montana.
-
Bonner County Trails Final Survey Results
Benefit
Group
Region
Year
In rural Bonner County in northern Idaho, trails are used by three-quarters of residents an average of every day in the summer and every other day in the winter. Trail use is high for all residents, even accounting for differences in the length of residence in the county, income, and age. Business owners are more…
Citation
RRC Associates. 2016. Bonner County Trails Final Survey Results. Bozeman, MT: Headwaters Economics.
-
Continental-scale quantification of landscape values using social media data
Group
Region
Year
This study compares three social media platforms (Panoramio, Flickr, and Instagram) and their applicability for mapping and quantifying landscape values at a continental scale through multiple models. The authors assume that landscape values increase as posts about the areas increase, interpreting spatial concentrations of posts as indicators of higher landscape values derived from aesthetic enjoyment…
Citation
Van Zanten, B.T., Van Berkel, D.B., Meentemeyer, R.K., Smith, J.W., Tieskens, K.F. and Verburg, P.H. 2016. Continental-scale quantification of landscape values using social media data. Proceedings of the National Academy of Sciences 113(46):12974-12979.
-
Economic Impact of the Proposed Run of River Whitewater Park in Skowhegan Maine
Region
Year
The study estimates the impact of the proposed Run of River Whitewater Park in Skowhegan, Maine. The park would include infrastructure to support water sports and additional trails to encourage hiking, walking, and cross-country skiing. Run of River was estimated to generate a direct economic impact of nearly $6 million in spending in its first…
Citation
O’Hara, F., Young, K. and Cannon, K. 2016. Economic Impact of the Proposed Run of River Whitewater Park in Skowhegan, Maine. Skowhegan, ME: The Town of Skowhegan.
-
Enchanted Circle Trails: Final Survey Results
Benefit
Group
Region
Year
In Taos, New Mexico, Hispanic residents and low-income residents are less likely to have used trails during the previous year, but those who have used trails during the previous year use them just as often as other (non-Hispanic) residents. Among low-income residents, those with a park or trail within a 10-minute walk of their house…
Citation
RRC Associates. 2016. Enchanted Circle Trails: Final Survey Results. Prepared for Taos Land Trust; Headwaters Economics. Boulder, CO: RRC Associates.
-
Oregon Non-Motorized Trail Participation and Priorities
Group
Region
Year
Non-motorized trail users in Oregon account for 162.3 million user days per year, and the vast majority of these days are spent walking or hiking. While these recreation days are associated with substantial expenditures, the amount spent per person per day and the total economic impact vary greatly within the state.
Citation
Lindberg, K. and T. Bertone-Riggs. 2015. Oregon Non-Motorized Trail Participation and Priorities. Prepared for the Oregon Parks and Recreation Department. Corvallis, OR: Oregon State University.
-
Outdoor Recreation Scarcity and Abundance in Western Oregon: A Spatial Analysis
Across western Oregon, there is substantial variation in how well the supply of hiking, mountain biking, and off-highway vehicle (OHV) trails meets demand for these trails by local users. Although some communities have many miles of trails, such as the 146 miles of mountain biking trails within 60 minutes of Portland, the supply of trails…
Citation
ECONorthwest. 2015. Outdoor recreation scarcity and abundance in Western Oregon: A Spatial Analysis. Portland, OR: Bureau of Land Management.
-
Spearhead Trails Implementation Plan, Vol. II Economic Impact Assessment
Benefit
Group
Region
Year
This study assesses the potential impact of a region-wide trail destination for multiple user groups on private, primarily corporate-owned land in southwest Virginia. It found that developing a destination-quality trail system requires region-wide coordination, both in trail construction and linking, as well as in providing supporting infrastructure for tourists and marketing to potential visitors outside…
Citation
Sustainable Development Consulting International. 2012. Spearhead Trails Implementation Plan, Vol. II: Economic Impact Assessment. Southwest Virginia Regional Recreation Authority.
-
Jackson Hole Trail Project Economic Impact Study
Benefit
Group
Region
Year
This study found that locals are the main beneficiary of the Teton County, Wyoming trail system, although visitors are increasingly enjoying area trails outside of Teton and Yellowstone National Parks. The economic impact of the trails may be significant, but is difficult to estimate without knowing how many visitors come to the area just for…
Citation
Kaliszewski, N. 2011. Jackson Hole Trail Project Economic Impact Study (Unpublished Master’s Thesis). University of Wyoming. Laramie, Wyoming.
-
Pedestrian and Bicycle Infrastructure: A National Study of Employment Impacts
This report estimates the job creation resulting from the construction of bicycle and pedestrian facilities such as bike paths, trails, sidewalks, and related projects. Based on data from transportation and public works departments in 11 cities with 58 projects, the author estimated that on average, these infrastructure projects create 9 in-state jobs for each $1…
Citation
Garrett-Peltier, H. 2011. Pedestrian and bicycle infrastructure. A national study of employment impacts. Amherst, MA: University of Massachusetts Political Economy Research Institute.
-
Determining Economic Benefits of Park Trails: Management Implications
This study found that most users of Table Rock State Park in South Carolina are willing to pay a fee to use the hiking trails in addition to the existing park entrance fee. The authors found that users were willing to pay a higher fee when they believed the trails were of higher quality.
Citation
Oh, C. and W. Hammitt. 2010. “Determining economic benefits of park trails: Management implications.” Journal of Park and Recreation Administration 28(2): 94-107.
-
Planning for Environmental Justice in an Urban National Park
The authors conducted a survey in Santa Monica Mountains National Recreation Area in Los Angeles to understand park accessibility and how socio-demographic characteristics affect individuals’ use of the park. They found that the average park user is white, male, middle-aged, has a college education, earns between $50,000-$75,000 per annum, and was born in the United…
Citation
Byrne, J., Wolch, J. and Zhang, J. 2009. Planning for environmental justice in an urban national park. Journal of Environmental Planning and Management 52(3): 365-392.
-
Characteristics and Behavior of Tourists Who Visited the George S. Mickelson Trail During the 2005 Peak Season
Group
Region
Year
The George S. Mickelson Trail (GSMT) is a multipurpose recreational trail that spans 114 miles across South Dakota beginning in the Black Hills. Researchers compiled survey data from 2,388 trail users who resided outside of the Black Hills Region. They analyzed the perceptions and use patterns of tourism activity on the GSMT and found that…
Citation
Spencer, D. 2006. Characteristics and Behavior of Tourists Who Visited the George S. Mickelson Trail During the 2005 Peak Season. Submitted to Black Hills Community Economic Development/Mickelson Trail Coalition. Spearfish, SD: Center for Tourism Research, Black Hills State University.
-
Wildfire Effects on Hiking and Biking Demand in New Mexico: A Travel Cost Study
This study found that crown wildfires that cross trails are likely to have a dramatic effect on use and individual benefit for hikers and mountain bikers that persists for decades after the fire occurs. Prescribed fires are also shown to decrease benefits and use for both groups, but these declines occur gradually over decades rather…
Citation
Hesseln, H., J. Loomis, A. Gonzalez-Caban, and S. Alexander. 2003. “Wildfire effects on hiking and biking demand in New Mexico: a travel cost study.” Journal of Environmental Management 69(4): 359-368.
-
Estimating Social Welfare Using Count Data Models: An Application to Long-Run Recreation Demand Under Conditions of Endogenous Stratification and Truncation
This study found that surveys that directly extrapolate the number of times an individual person visits a trail to the general population will significantly overstate the future trail use. Care must be taken to account for the differences between those interviewed at the trailhead and the rest of the population.
Citation
Englin, J. and J. Shonkwiler. 1995. “Estimating social welfare using count data models: an application to long-run recreation demand under conditions of endogenous stratification and truncation.” The Review of Economics and Statistics 77(1): 104-112.
-
The Economic Value of Hiking: Further Considerations of Opportunity Cost of Time in Recreational Demand Models
This study found that hikers were willing to travel on average over four hours to visit the Grandfather Mountain Wilderness Preserve and its trail system, and did so five times per year. Although this study is old, it is one of the few with values specifically for a day of hiking, particularly in the southern…
Citation
Casey, J., T. Vukina, and L. Danielson. 1995. “The Economic Value of Hiking: Further Considerations of Opportunity Cost of Time in Recreational Demand Models.” Journal of Agricultural and Applied Economics 27(2): 658-668.
-
A Hedonic Travel Cost Analysis for Valuation of Multiple Components of Site Quality: The Recreation Value of Forest Management
This study found that wilderness trail users are willing to travel farther (and therefore spend more) to reach trails with campgrounds, old-growth forests, and views. Conversely, they avoid trails with long dirt road approaches and clear-cuts visible from the trail.
Citation
Englin, J. and R. Mendelsohn. 1991. “A hedonic travel cost analysis for valuation of multiple components of site quality: the recreation value of forest management.” Journal of Environmental Economics and Management 21(3): 275-290.
Library of Trails Benefits
This Trails Benefits Library is a collection of studies on the positive impacts of trails on businesses, public health, and quality of life. Use this form to search by type of benefit, use, year, and region.