Table 3. Evaluation indicators for mountain villages considering socio-economic and ecological factors.

Major Category Subcategory Data or Evaluation Technique Description and Analysis Method Data Source
Socio-Economic Factors Urban Accessibility Urbanized Area Boundary Applied Euclidean distance based on the boundary of urbanized areas: closer = closer to 1, farther = closer to 0 National Spatial Information Portal (2022)
Population Resident Population Population data compiled at the county level is allocated based on the proportion of urbanized area within 100m grid Statistics Korea (2024)
De facto Population
Forestry Income Forestry Management Entity Data Estimated forestry income based on registration status (forest area) of forestry management entities KFS (2024), Private Forest Management Division
Road Accessibility Forest Road Network, National Road Link - KFS, National Transport Info Center (2021)
Ecosystem Services Provisioning Water Supply InVEST WaterYield Model Land Cover Map 2019 Land Cover Classification Map Ministry of Environment (2020)
Annual Precipitation Interpolated map based on 10-year average rainfall Korea Meteorological Administration (2023)
Annual Reference Evapotranspiration Approximate values between 1950–2010 CGIAR-CSI (2023)
Soil Water Content Amount of moisture available to plants Rural Development Administration (2023)
Effective Soil Depth Depth limit for vegetation roots; Forest Site Classification and Soil Map KFS, WAMIS (2023)
Watershed Map - WAMIS
Seasonal Factor Applied value of 15 using average number of rainfall days Sharp et al. (2020)
Biophysical Coefficient Determined by land cover types Sharp et al. (2020)
Timber Forest Healthiness (Forest Type, Site Quality) KFS (2021)
Regulating Climate Regulation InVEST Carbon Model Land Cover Map Land cover classification for 1989, 2009, 2019 Ministry of Environment
Biophysical Coefficient Carbon sequestration coefficient by land cover types, modified based on Sharp et al. (2020) Sharp et al. (2020)
Erosion Control Landslide Risk Map Applied 5-grade risk rating KFS (2019)
Forest Fire Regulation Forest Fire Risk Map Applied 5-grade fire risk rating KFS (2022)
Supporting Ecosystem Quality Eco-Natural Map Evaluation of flora, fauna, wetlands Ministry of Environment (2023)
Cultural Landscape Ridge Accessibility Euclidean distance National Geographic Information Institute (2020)
Tourism 100 Famous Mountains Euclidean distance KFS
Forest Recreation Facilities Arboreta, forest bathing parks, healing forests, etc. KFS (2022)
Market Accessibility Highway IC Accessibility Euclidean distance National Geographic Information Institute (2020)
Boundary Forest Watershed Area Integrated Forest Management Zone (eup/myeon unit) Korea Rural Economic Institute (2023)
To enable comparative evaluation across the three study areas, the factor scores were standardized to a range between 0 and 1 within each region. This standardization facilitated the identification of functionally dominant characteristics unique to each region, while also allowing for the spatial analysis of prevailing functions within sub-regional units.