Economic Value of Recreation as an Ecosystem Service in Ayer Keroh Recreational Forest, Malaysia
Abstract
:1. Introduction and Problem Statement
1.1. Ecosystem Services
1.2. Non-Market Valuation Methods
- The total round-trip travel cost, which comprises the amount of money and time spent travelling to a site, serves as a WTP’s proxy estimator to visit the site.
- Site visitors react similarly to the changes in entrance fees and the changes in the travel cost.
- The trip to a particular site is assumed to be the sole intention. Therefore, all travel costs are incurred solely for the purpose of visiting the site.
1.3. Multiple Destination (MDT) Visitors
2. Materials and Methods
2.1. Study Site
2.2. Land use Changes
2.3. Calculation of the Economic Values of Ecoystem Services
Recreational Value
- i.
- Individual Travel Cost Model (ITCM)
- Visit = The individual’s number of visits in 2020
- RITC = The individuals total round trip cost
- FS = Facilities of the place, AKRF as measured by mean satisfaction
- QPS = Quality of the place, AKRF as measured by mean satisfaction
- Age = Age of individuals
- Edu = Education level of individuals
- β0–β5 = Coefficients to be estimated
- ε = Random error
2.4. Sampling Procedures
2.5. Questionnaire Design
- i.
- Section C. Travel Cost Information
- ii.
- Total Round-trip Cost
2.6. Consumer Surplus Estimation
2.7. Data Collection
- z = 1.96 for a confidence level (α) of 95% (1.96)
- p = proportion (expressed as a decimal) (0.5)
- N = population size (92,318)
- E = margin of error (0.05)
2.8. Reliability and Validity
2.9. Data Analysis
3. Results and Discussion
3.1. Travel Cost Method
Descriptive Statistics of Variables
- i.
- Demographic information
- ii.
- Respondent general information
- iii.
- Satisfaction level with the facilities
- iv
- Satisfaction level with place quality.
3.2. Consumer Surplus Estimation
4. Conclusions
5. Discussion on the Contribution
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Authors | Location | Type of Forests | Type of Establishment (Ownership and Protected Status) | Valuation Method | Consumer Surplus per Trip/Visitor | Analysis | Economic Value |
---|---|---|---|---|---|---|---|
| |||||||
Awang, Mohd Yusrizal, Tuan Marina and Mohd Syauki [7] | Chamang Forest Recreation Area, Pahang, Malaysia | Dipterocarp forest | State forest | TCM | RM106.40 | Tobit regression | RM 1.06 million/year |
Nurul Shahirawati [8] | Urban Forests in Johor Bahru, Malaysia | Dipterocarp forest | State forest | TCM | RM41.75 | Linear regression | No information available |
Gwee, Tan and Narayanan [9] | Belum-Temengor Rainforest Complex in Perak, Malaysia | Tropical rainforests | State forest | TCM | RM654.49 | Truncated Poisson regression | RM14.66 million/year |
Solikin et al. [10] | Srengseng Jakarta Urban Forest, Indonesia | Tropical rainforests | State forest | TCM | RM24.32 | Poisson and Negative Binomial regression | RM0.44 million/year |
| |||||||
Ezebilo [11] | Sweden recreational forests | No information available | No information available | TCM | US$72 | Negative Binomial regression | US$3,406,751 |
Chaudhry and Tewari [12] | Urban Forestry of Chandigarh, India | No information available | No information available | TCM | Rs. 308 | Linear regression | Rs. 92.4 millions |
Borzykowskil, Baranzini and Maradan [13] | Swiss recreational forests | No information available | No information available | TCM | CHF112.8 | Zero Truncated Negative Binomial regression | No information available |
Bertram and Larondelle [14] | Urban Forest, Berlin Germany | No information available | No information available | TCM | €14.95 | Negative Binomial regression | No information available |
Liu, Fang and Hsieh [15] | Alishan National Forest Recreation Area, Taiwan | No information available | No information available | TCM | NTD 1703 | Negative Binomial regression | (NTD 2,157,121,944–NTD 2,452,136,112) |
No. | Types | 2010 | 2015 | 2020 |
---|---|---|---|---|
Length (m)/Area (ha) | ||||
1. | Water stream | 2861.30 m | 2861.30 m | 2861.30 m |
2. | Forest | 78.94 ha | 78.31 ha | 78.10 ha |
3. | Buildings | 0.65 ha | 1.51 ha | 1.63 ha |
4. | Open area/bare land | 2.95 ha | 3.08 ha | 3.53 ha |
5. | Lakes | 1.47 ha | 1.11 ha | 0.75 ha |
6. | PLKN camp | 8.49 ha | 8.49 ha | 8.49 ha |
Item (During the Trip) | Total Expenditure (RM) (Each Person) |
---|---|
1. Food | |
2. Fuel | |
3. Toll | |
4. Other expenditures | |
In the AKRF | |
5. Food | |
6. Souvenir | |
7. Lodging | |
8. Other expenditures | |
Total |
Demographic Profile | N | % |
---|---|---|
Gender | ||
Male | 114 | 45.6 |
Female | 136 | 54.4 |
Age | ||
Less than 30 | 136 | 54.4 |
31–40 | 53 | 21.2 |
41–50 | 33 | 13.2 |
More than 50 | 28 | 11.2 |
Education | ||
No formal education | 1 | 0.4 |
Primary school | 9 | 3.6 |
Secondary school | 57 | 22.8 |
Pre-university | 34 | 13.6 |
Diploma and degree | 130 | 52.0 |
Master/PhD | 19 | 7.6 |
Married status | ||
Single | 118 | 47.2 |
Married | 125 | 50.0 |
Divorced | 7 | 2.8 |
Frequency | Percent % | |
---|---|---|
A1. Have you ever visited the AKRF before? | ||
Yes | 190 | 76.0 |
No | 60 | 24.0 |
A2. Is your visit to the AKRF your primary purpose of a trip to Melaka? | ||
Yes | 88 | 35.2 |
No | 162 | 64.8 |
A3. How often do you visit the AKRF in the last 12 months, including your current visit? | ||
First time (1) | 60 | 24 |
2–10 | 97 | 39.6 |
11–20 | 44 | 17.6 |
21–30 | 16 | 6.4 |
31–40 | 7 | 2.8 |
41–50 | 4 | 1.6 |
More than 50 | 20 | 8 |
A4. Please state the approximate distance between your starting point to AKRF. | ||
Less than 51 km | 204 | 81.6 |
51 km–100 km | 14 | 5.6 |
101 km–150 km | 13 | 5.2 |
151 km–200 km | 14 | 5.6 |
More than 200 km | 5 | 2.0 |
A5. How did you come to AKRF? | ||
Car | 177 | 70.8 |
Taxi/e-hailing services | 10 | 4.0 |
Public transport | 10 | 4.0 |
Motorcycle | 53 | 21.2 |
Item | Frequency | ||||||
---|---|---|---|---|---|---|---|
1 (%) | 2 (%) | 3 (%) | 4 (%) | 5 (%) | Mean | Level | |
Sufficient facilities provided | 13 (5.2) | 22 (8.8) | 109 (43.6) | 79 (31.6) | 27 (10.8) | 3.34 | 2 |
Reasonably placed facilities | 12 (4.8) | 16 (6.4) | 95 (38.0) | 105 (42.0) | 22 (8.8) | 3.44 | 2 |
The facilities provided are in good condition | 12 (4.8) | 37 (14.8) | 83 (33.2) | 99 (39.6) | 19 (7.6) | 3.30 | 2 |
The functional performance of the facility meets the needs of tourist | 11 (4.4) | 35 (14.0) | 93 (37.2) | 91 (36.4) | 20 (8.0) | 3.30 | 2 |
The cleanliness of the AKRF is good | 11 (4.4) | 29 (11.6) | 80 (32.0) | 94 (37.6) | 36 (14.4) | 3.46 | 2 |
Number of the trash bin are enough in the forest | 16 (6.4) | 42 (16.8) | 82 (32.8) | 72 (28.8) | 38 (15.2) | 3.30 | 2 |
Overall mean | 3.56 |
Item | Frequency | ||||||
---|---|---|---|---|---|---|---|
1 (%) | 2 (%) | 3 (%) | 4 (%) | 5 (%) | Mean | Level | |
The environment in this place brings me a sense of calmness | 12 (4.8) | 17 (6.8) | 52 (20.8) | 97 (38.8) | 72 (28.8) | 3.80 | 3 |
The environment here makes me want to come again | 8 (3.2) | 15 (6.0) | 68 (27.2) | 95 (38.0) | 64 (25.6) | 3.77 | 3 |
The maintenance of nature in AKRF is good | 8 (3.2) | 21 (8.4) | 73 (29.2) | 92 (36.8) | 56 (22.4) | 3.67 | 3 |
AKRF has a strong image to attract me to come | 7 (2.8) | 25 (10.0) | 55 (22.0) | 99 (39.6) | 64 (25.6) | 3.75 | 3 |
Travel to this place is enjoyable to me | 5 (2.0) | 19 (7.6) | 64 (25.6) | 97 (38.8) | 66 (26.4) | 3.80 | 3 |
Travel to this place is an achievement for me | 7 (2.8) | 19 (7.6) | 72 (28.8) | 105 (42.0) | 47 (18.8) | 3.66 | 2 |
I am feeling happy being close to nature | 6 (2.4) | 19 (7.6) | 58 (23.2) | 109 (43.6) | 58 (23.2) | 3.78 | 3 |
I feel comfortable being here | 13 (5.2) | 11 (4.4) | 71 (28.4) | 93 (37.2) | 62 (24.8) | 3.72 | 3 |
Overall mean | 3.74 | 3 |
Dependent Variable: Number of Visits in 2020 | Negative Binomial (NB) |
---|---|
Constant | 2.716 (0.685) *** |
RITC | −0.014 (0.004) *** |
Age | 0.030 (0.006) *** |
Edu | −0.206 (0.967) ** |
FS | −0.435 (0.170) *** |
QPS | 0.308 (0.180) * |
/lndelta | 2.848 |
delta | 17.259 |
LR: chibar2(01) | 2332.58 (Prob ≥ chibar2 = 0.000) |
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Matthew, N.K.; Shuib, A.; Raja Gopal, N.G.; Zheng, G.I. Economic Value of Recreation as an Ecosystem Service in Ayer Keroh Recreational Forest, Malaysia. Sustainability 2022, 14, 4935. https://doi.org/10.3390/su14094935
Matthew NK, Shuib A, Raja Gopal NG, Zheng GI. Economic Value of Recreation as an Ecosystem Service in Ayer Keroh Recreational Forest, Malaysia. Sustainability. 2022; 14(9):4935. https://doi.org/10.3390/su14094935
Chicago/Turabian StyleMatthew, Nitanan Koshy, Ahmad Shuib, Nitya Ganeshwaari Raja Gopal, and Goh Ie Zheng. 2022. "Economic Value of Recreation as an Ecosystem Service in Ayer Keroh Recreational Forest, Malaysia" Sustainability 14, no. 9: 4935. https://doi.org/10.3390/su14094935