Determinants of Forest Travelers’ Environmentally Responsible Behaviors and Willingness to Pay
Abstract
1. Introduction
2. Materials and Methods
2.1. Theoretical Background and Research Hypotheses
2.1.1. Stimulus–Organism–Response (S–O–R) Model
2.1.2. LOHAS
2.1.3. Recreational Benefits
2.1.4. Environmentally Responsible Behaviors (ERB)
2.1.5. Contingent Valuation Method (CVM)
2.2. Research Framework
2.3. Study Site
2.4. Measurement Scale
2.5. Sampling Approach
| Constructs Items | Sources | ||
|---|---|---|---|
| LOHAS | [39,41,80,81,82,83] | ||
| Environmental Awareness and Actions | |||
| Practice waste sorting and recycling regularly | |||
| Use environmentally friendly utensils and products | |||
| Stay informed about ecological and environmental issues | |||
| Conserve energy in daily life | |||
| Participate in environmental conservation activities | |||
| Internal Health | |||
| Pay attention to balancing life stress | |||
| Pursue inner growth and lifelong learning | |||
| Prioritize planning for leisure and recreation | |||
| External Health | |||
| Prefer natural and organic food products | |||
| Maintain a balanced and healthy diet | |||
| Schedule regular time for exercise | |||
| Fulfillment and Social Interaction | |||
| Use public transportation, walk, or cycle | |||
| Prioritize eco-friendly and energy-saving products | |||
| Maintain good relationships with family and friends | |||
| Recreational Benefits | [80,81,84,85,86] | ||
| Environmental Education and Learning Benefits (EB) | |||
| Learn about local history, culture, and traditions (RB1) | |||
| Broaden knowledge and access to information (RB2) | |||
| Reduce environmental damage and carbon emissions (RB3) | |||
| Show concern for and help preserve natural ecology (RB4) | |||
| Psychological Benefits (PsB) | |||
| Enrich life’s pleasure and value (RB5) | |||
| Relieve stress and uplift mood (RB6) | |||
| Gain positive reflection or inspiration (RB7) | |||
| Reduce a sense of destruction and feel more grounded (RB8) | |||
| Physiological Benefits (PhB) | |||
| Promote metabolism and improve physical fitness (RB9) | |||
| Enhance immunity and resistance (RB10) | |||
| Relieve fatigue and restore vitality (RB11) | |||
| Improve dietary health (RB12) | |||
| Social Benefits (SB) | |||
| Strengthen interpersonal relationships and expand social networks (RB13) | |||
| Deepen bonds with family and friends (RB14) | |||
| Share with others and create more conversation topics (RB15) | |||
| Interact with the local community (RB16) | |||
| Environmentally Responsible Behaviors | [58,87,88] | ||
| I intend to avoid littering and to dispose of my waste properly while hiking (ERB1) | |||
| I intend to follow the environmental protection policies at the destination (ERB2) | |||
| I intend to avoid disturbing the fauna and flora in the forest area (ERB3) | |||
2.6. Data Analysis Methods
3. Results
3.1. Description of the Participants
3.2. Confirmatory Factor Analysis
3.3. Hypotheses Testing Results
3.4. Value Estimation of Willingness-to-Pay (WTP)
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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| Variables | Category | Numbers | Percentage (%) |
|---|---|---|---|
| Gender | Male | 282 | 51.5 |
| Female | 266 | 48.5 | |
| Marriage | Married | 415 | 75.7 |
| Single | 133 | 24.3 | |
| Educational background | Junior high school or below | 131 | 23.8 |
| Junior college | 193 | 35.3 | |
| University degree | 161 | 29.4 | |
| Graduate degree | 63 | 11.5 | |
| Age | 30–39 | 100 | 18.2 |
| 40–49 | 178 | 32.5 | |
| 50–59 | 234 | 42.8 | |
| 60 or above | 36 | 6.5 | |
| Residential areas | Northern Taiwan (Keelung, Taipei, Taoyuan, Hsinchu) | 91 | 16.7 |
| Central Taiwan (Miaoli, Taichung, Changhua, Yunlin, Nantou) | 421 | 76.8 | |
| Southern Taiwan (Chiayi, Tainan, Kaohsiung, Pingtung) | 36 | 6.5 | |
| Average monthly income | NTD$40,000–60,000 | 320 | 58.3 |
| NTD$60,000–80,000 | 141 | 25.8 | |
| NTD$80,000–100,000 | 67 | 12.3 | |
| Above NTD$100,000 | 20 | 3.6 |
| Constructs Items | FL | AVE | CR | ||
|---|---|---|---|---|---|
| LOHAS | |||||
| Environmental Awareness and Actions (EAA) | 0.67 | 0.91 | |||
| Practice waste sorting and recycling regularly (LL1) | 0.85 *** | ||||
| Use environmentally friendly utensils and products (LL2) | 0.82 *** | ||||
| Stay informed about ecological and environmental issues | 0.79 *** | ||||
| Conserve energy in daily life (LL3) | 0.88 *** | ||||
| Participate in environmental conservation activities (LL4) | 0.76 *** | ||||
| Internal Health (IH) | 0.68 | 0.86 | |||
| Pay attention to balancing life stress (LL5) | 0.82 *** | ||||
| Pursue inner growth and lifelong learning (LL6) | 0.85 *** | ||||
| Prioritize planning for leisure and recreation (LL7) | 0.80 *** | ||||
| External Health (EH) | 0.66 | 0.85 | |||
| Prefer natural and organic food products (LL8) | 0.77 *** | ||||
| Maintain a balanced and healthy diet (LL9) | 0.84 *** | ||||
| Schedule regular time for exercise (LL10) | 0.82 *** | ||||
| Fulfillment and Social Interaction (FSI) | 0.67 | 0.86 | |||
| Use public transportation, walk, or cycle (LL2) | 0.82 *** | ||||
| Prioritize eco-friendly and energy-saving products (LL3) | 0.86 *** | ||||
| Maintain good relationships with family and friends (LL4) | 0.78 *** | ||||
| Recreational Benefits | |||||
| Environmental Benefits (EB) | 0.73 | 0.92 | |||
| Learn about local history, culture, and traditions (RB1) | 0.90 *** | ||||
| Broaden knowledge and access to information (RB2) | 0.85 *** | ||||
| Reduce environmental damage and carbon emissions (RB3) | 0.81 *** | ||||
| Show concern for and help preserve natural ecology (RB4) | 0.86 *** | ||||
| Psychological Benefits (PsB) | 0.65 | 0.88 | |||
| Enrich life’s pleasure and value (RB5) | 0.75 *** | ||||
| Relieve stress and uplift mood (RB6) | 0.85 ** | ||||
| Gain positive reflection or inspiration (RB7) | 0.81 *** | ||||
| Reduce a sense of destruction and feel more grounded (RB8) | 0.80 *** | ||||
| Physiological Benefits (PhB) | 0.76 | 0.93 | |||
| Promote metabolism and improve physical fitness (RB9) | 0.91 *** | ||||
| Enhance immunity and resistance (RB10) | 0.85 *** | ||||
| Relieve fatigue and restore vitality (RB11) | 0.82 *** | ||||
| Improve dietary health (RB12) | 0.90 *** | ||||
| Social Benefits (SB) | 0.67 | 0.89 | |||
| Strengthen interpersonal relationships and expand social networks (RB13) | 0.88 *** | ||||
| Deepen bonds with family and friends (RB14) | 0.86 *** | ||||
| Share with others and create more conversation topics (RB15) | 0.74 *** | ||||
| Interact with the local community (RB16) | 0.78 *** | ||||
| Environmentally Responsible Behaviors (ERB) | 0.73 | 0.89 | |||
| I intend to avoid littering and to dispose of my waste properly while hiking. | 0.85 *** | ||||
| I intend to follow the environmental protection policies at the destination | 0.89 *** | ||||
| I intend to avoid disturbing the fauna and flora in the forest area | 0.82 *** | ||||
| Hypothesis | Path | Standardized Estimate | t-Value | Decision |
|---|---|---|---|---|
| H1-1 | EAA → EB | 0.325 | 4.85 *** | Supported |
| H1-2 | IH → PsB | 0.243 | 4.08 *** | Supported |
| H1-3 | EH→PhB | 0.287 | 4.251 *** | Supported |
| H1-4 | FSI → SB | 0.068 | 1.175 | Not Supported |
| H2-1 | EB → ERB | 0.256 | 2.48 * | Supported |
| H2-2 | PsB → ERB | 0.462 | 4.72 *** | Supported |
| H2-3 | PhB → ERB | 0.143 | 2.09 * | Supported |
| H2-4 | SB → ERB | 0.084 | 0.953 | Not Supported |
| Category/Group | WTP (NTD/Person) Starting Bid (Second Bid) | YY a Sample Size Percentage | YN b Sample Size Percentage | NY c Sample Size Percentage | NN d Sample Size Percentage |
|---|---|---|---|---|---|
| I Ecological and Environmental Protection | |||||
| Group 1 | 50 (100/25) N = 128 | 53 41.4% | 31 24.2% | 28 21.8% | 16 12.5% |
| Group 2 | 120 (240/60) N = 118 | 32 27.1% | 46 38.9% | 23 19.5% | 17 14.4% |
| Group 3 | 200 (400/100) N = 109 | 12 11.0% | 26 23.9% | 49 50.0% | 22 20.2% |
| Group 4 | 300 (600/150) N = 103 | 10 9.7% | 29 28.2% | 46 44.7% | 18 17.5% |
| II Maintenance of Recreational Facilities | |||||
| Group 1 | 50 (100/25) N = 123 | 47 38.5% | 21 16.9% | 29 23.5% | 26 21.1% |
| Group 2 | 60 (120/30) N = 118 | 31 25.8% | 44 37.4% | 25 21.5% | 18 15.3% |
| Group 3 | 120 (240/60) N = 115 | 7 6.2% | 21 17.9% | 69 60.2% | 18 15.7% |
| Group 4 | 200 (400/100) N = 102 | 8 7.8% | 18 17.3% | 49 48.1% | 27 26.8% |
| Variable Name | The Probability Distribution of the Evaluation Function | |||
|---|---|---|---|---|
| I Ecological and Environmental Protection | ||||
| Lognormal | Gamma | Weibull | ||
| Intercept | 3.52 (12.4) *** | 4.12 (14.8) *** | 3.95 (13.3) *** | |
| Socioeconomic Variable | lninome | 0.175 (3.45) *** | 0.158 (2.49) ** | 0.164 (3.23) *** |
| Recreational Benefits | EB | 0.152 (2.21) ** | 0.132 (1.93) * | 0.149 (2.18) ** |
| PsB | 0.123 (2.10) * | 0.145 (2.35) ** | 0.138 (2.12) * | |
| PhB | 0.215 (3.12) *** | 0.223 (3.25) *** | 0.217 (3.21) *** | |
| SB | 0.078 (0.12) | 0.069 (0.32) | 0.055 (0.64) | |
| Perceptions of XFRA Forest Recreation Resources | RR1 | 0.208 (2.22) ** | 0.241 (3.26) *** | 0.265 (3.64) *** |
| LOHAS Cluster | CLU1 | −0.225 (−2.19) ** | −0.251 (−2.64) ** | −0.125 (−1.32) |
| CLU2 | −0.156 (−1.69) * | −0.161 (−1.83) * | −0.167 (−1.88) * | |
| Log Likelihood | −423.15 | −405.37 | −409.58 | |
| Log Likelihood ratio | 57.43 ** | 63.48 ** | 60.28 ** | |
| II Maintenance of Recreational Facilities | ||||
| Lognormal | Gamma | Weibull | ||
| Intercept | 3.37 (11.29) *** | 3.52 (11.62) *** | 3.33 (10.98) *** | |
| Socioeconomic Variables | lninome | 0.188 (2.98) *** | 0.119 (1.55) * | 0.299 (4.95) *** |
| Recreational Benefits | EB | 0.163 (1.89) ** | 0.142 (1.71) * | 0.228 (2.65) ** |
| PsB | 0.132 (1.38) | 0.121 (1.18) | 0.192 (2.21) ** | |
| PhB | 0.220 (2.34) ** | 0.235 (2.44) * | 0.224 (2.39) *** | |
| SB | 0.181 (2.08) * | 0.172 (1.91) * | 0.161 (1.88) * | |
| Perceptions of XFRA Forest Recreation Resources | RR2 | 0.199 (2.23) ** | 0.208 (2.95) ** | 0.236 (3.71) *** |
| LOHAS Cluster | CLU1 | −0.287 (−3.15) ** | −0.266 (−3.12) *** | −0.206 (−2.15) ** |
| CLU2 | −0.145 (−1.75) * | −0.153 (−1.89) * | −0.143 (−1.72) * | |
| Log Likelihood | −409.52 | −395.92 | −401.270 | |
| Log Likelihood ratio | 58.22 ** | 61.35 ** | 49.51 ** | |
| Evaluation Item | LOHAS Clusters | F-Value | ||
|---|---|---|---|---|
| Socially Engaged LOHAS Cluster | Eco-Friendly LOHAS Cluster | Health-Conscious LOHAS Cluster | ||
| 95% Confidence Interval for WTP for Ecological and Environmental Protection | 231 (223,239) | 242 (234,250) | 263 (255,271) | 69.31 *** |
| 95% Confidence Interval for WTP for Maintenance of Recreational Facilities | 192 (184,200) | 201 (193,209) | 216 (208,224) | 59.24 *** |
| Overall Average WTP—95% Confidence Interval | 213 (205,221) | 224 (216,232) | 242 (234,250) | 62.18 *** |
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Keela, M.; Chang, H.-Y.; Liao, S.-Y.; Hsieh, C.-M. Determinants of Forest Travelers’ Environmentally Responsible Behaviors and Willingness to Pay. Forests 2025, 16, 1811. https://doi.org/10.3390/f16121811
Keela M, Chang H-Y, Liao S-Y, Hsieh C-M. Determinants of Forest Travelers’ Environmentally Responsible Behaviors and Willingness to Pay. Forests. 2025; 16(12):1811. https://doi.org/10.3390/f16121811
Chicago/Turabian StyleKeela, Mathurada, Hsin-Yu Chang, Shu-Yi Liao, and Chi-Ming Hsieh. 2025. "Determinants of Forest Travelers’ Environmentally Responsible Behaviors and Willingness to Pay" Forests 16, no. 12: 1811. https://doi.org/10.3390/f16121811
APA StyleKeela, M., Chang, H.-Y., Liao, S.-Y., & Hsieh, C.-M. (2025). Determinants of Forest Travelers’ Environmentally Responsible Behaviors and Willingness to Pay. Forests, 16(12), 1811. https://doi.org/10.3390/f16121811

