Understanding Ecosystem Service Preferences across Residential Classifications near Mt. Baker Snoqualmie National Forest, Washington (USA)
Abstract
:1. Introduction
1.1. Forest Management and Ecosystem Services
1.2. Ecosystem Service Bundles
1.3. Linking Ecosystem Services to Values and Residential Classification
- (1)
- What are the primary bundles of ES preferences for residents and stakeholders (or constituents/beneficiaries) of an urban-proximate national forest?
- (2)
- Does residential classification predict preferences for these ES services bundles?
2. Materials and Methods
2.1. Study Area
2.2. Methodological Approach
2.2.1. Community Meetings
2.2.2. Online Questionnaire
2.3. Analysis
3. Results
3.1. Demographics and Frequencies
3.2. Preference Bundles
3.3. Predictors of Preference Bundles
4. Discussion
5. Conclusions
Acknowledgments
Author Contributions
Conflicts of Interest
Appendix A. Ecosystem Service Questions Asked of Respondents
Question | Not Important | Somewhat Important | Extremely Important |
Providing wood products (lumber, pulp, paper) | ❍ | ❍ | ❍ |
Providing minerals, oil, and fossil fuels | ❍ | ❍ | ❍ |
Source of energy, biofuels, firewood | ❍ | ❍ | ❍ |
Rangeland for grazing | ❍ | ❍ | ❍ |
Tourism; commercial guiding and outfitting | ❍ | ❍ | ❍ |
Commercial forest products (floral greens, herbs, mushrooms, ornamentals) | ❍ | ❍ | ❍ |
Human-powered recreation (camping, hiking, mountain biking, climbing) | ❍ | ❍ | ❍ |
Motorized recreation (ATV, motorbikes) | ❍ | ❍ | ❍ |
Winter recreation | ❍ | ❍ | ❍ |
Water recreation (lakes, rivers) | ❍ | ❍ | ❍ |
Scenery, vistas, outlooks | ❍ | ❍ | ❍ |
Place to ride horses and pack animals | ❍ | ❍ | ❍ |
Source of fish and game | ❍ | ❍ | ❍ |
Source of foods and materials for household | ❍ | ❍ | ❍ |
Road systems for people to use | ❍ | ❍ | ❍ |
Undeveloped areas to be free from other people | ❍ | ❍ | ❍ |
Place for learning, nature study, science | ❍ | ❍ | ❍ |
Historic buildings, gravesites, homesteads | ❍ | ❍ | ❍ |
Spiritual, sacred, and religious sites | ❍ | ❍ | ❍ |
Cultural heritage sites | ❍ | ❍ | ❍ |
Designated wilderness | ❍ | ❍ | ❍ |
Clean air | ❍ | ❍ | ❍ |
Water quality | ❍ | ❍ | ❍ |
Fish and aquatic species habitat | ❍ | ❍ | ❍ |
Wildlife habitat | ❍ | ❍ | ❍ |
Biological diversity | ❍ | ❍ | ❍ |
Carbon storage | ❍ | ❍ | ❍ |
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Items | Factor Loadings 1 | |||||
---|---|---|---|---|---|---|
Environmental Quality | Utilitarian | Heritage | Specialized Recreation | General Recreation | Roads & Access | |
Wildlife habitat | 0.87 | |||||
Fish and aquatic species habitat | 0.86 | |||||
Water quality | 0.83 | |||||
Biological diversity | 0.82 | |||||
Clean air | 0.79 | |||||
Carbon storage | 0.63 | |||||
Designated wilderness | 0.62 | |||||
Source of energy/biofuels/firewood | 0.83 | |||||
Wood products | 0.81 | |||||
Minerals, oil, fossil fuels | 0.80 | |||||
Rangeland for grazing | 0.73 | |||||
Non-timber forest products | 0.72 | |||||
Tourism | 0.52 | |||||
Cultural heritage sites | 0.85 | |||||
Spiritual, sacred, or religious sites | 0.79 | |||||
Historic building/gravesite/homestead | 0.75 | |||||
Water recreation | 0.72 | |||||
Fish and game | 0.68 | |||||
Horseback riding | 0.54 | |||||
Winter recreation | 0.54 | 0.52 | ||||
Human-powered recreation | 0.67 | |||||
Vistas and scenic views | 0.50 | |||||
Road systems | 0.79 | |||||
Food, wood, fuel, household material * | ||||||
Learning, science, nature study * | ||||||
Motor recreation (ATV/motorbikes) * | ||||||
Undeveloped areas free from people * | ||||||
Eigenvalue | 5.07 | 4.07 | 2.66 | 2.12 | 1.89 | 1.22 |
Percent of total variance explained 2 | 18.76 | 15.07 | 9.87 | 7.85 | 7.01 | 4.53 |
Bundle | Variable | B | SE B | β | t | p | R | R2 |
---|---|---|---|---|---|---|---|---|
Environmental Quality | 0.29 | 0.08 | ||||||
Education 1 | 0.19 | 0.03 | 0.21 | 6.25 | <0.01 | |||
Gender 2 | −0.38 | 0.07 | −0.16 | −5.08 | <0.01 | |||
Income 3 | −0.08 | 0.02 | −0.14 | −4.17 | <0.01 | |||
Utilitarian | 0.27 | 0.08 | ||||||
Education 1 | −0.12 | 0.03 | −0.13 | −4.0 | <0.01 | |||
Proximity 4 | −0.31 | 0.08 | −0.13 | −3.73 | <0.01 | |||
Income 3 | −0.04 | 0.02 | −0.07 | −2.06 | 0.04 | |||
Residential Classification 5 | 0.15 | 0.08 | −0.13 | 2.63 | <0.01 | |||
Age 6 | 0.001 | 0.001 | 0.07 | 2.30 | 0.02 | |||
Heritage | 0.28 | 0.08 | ||||||
Education 1 | −0.08 | 0.03 | −0.09 | −2.59 | 0.01 | |||
Gender 2 | −0.52 | 0.07 | −0.22 | −7.06 | <0.01 | |||
Income 3 | −0.06 | 0.02 | −0.11 | −3.28 | <0.01 | |||
Specialized Recreation | 0.24 | 0.06 | ||||||
Income 3 | 0.07 | 0.02 | 0.13 | 3.87 | <0.01 | |||
Education 1 | −0.21 | 0.03 | −0.24 | −7.12 | <0.01 | |||
General Recreation | 0.16 | 0.03 | ||||||
Education 1 | 0.11 | 0.03 | 0.12 | 3.98 | <0.01 | |||
Gender 2 | −0.21 | 0.07 | −0.09 | −2.93 | <0.01 | |||
Roads/Access | 0.23 | 0.05 | ||||||
Education 1 | −0.14 | 0.03 | −0.16 | −4.79 | <0.01 | |||
Gender 2 | 0.16 | 0.07 | 0.13 | 2.19 | 0.03 | |||
Income 3 | 0.07 | 0.02 | 0.13 | 3.85 | <0.01 | |||
Proximity 4 | −0.21 | 0.08 | −0.09 | −2.71 | <0.01 |
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Williams, K.; Biedenweg, K.; Cerveny, L. Understanding Ecosystem Service Preferences across Residential Classifications near Mt. Baker Snoqualmie National Forest, Washington (USA). Forests 2017, 8, 157. https://doi.org/10.3390/f8050157
Williams K, Biedenweg K, Cerveny L. Understanding Ecosystem Service Preferences across Residential Classifications near Mt. Baker Snoqualmie National Forest, Washington (USA). Forests. 2017; 8(5):157. https://doi.org/10.3390/f8050157
Chicago/Turabian StyleWilliams, Katherine, Kelly Biedenweg, and Lee Cerveny. 2017. "Understanding Ecosystem Service Preferences across Residential Classifications near Mt. Baker Snoqualmie National Forest, Washington (USA)" Forests 8, no. 5: 157. https://doi.org/10.3390/f8050157
APA StyleWilliams, K., Biedenweg, K., & Cerveny, L. (2017). Understanding Ecosystem Service Preferences across Residential Classifications near Mt. Baker Snoqualmie National Forest, Washington (USA). Forests, 8(5), 157. https://doi.org/10.3390/f8050157