3.1 Respondents' sociodemographic profiles
The total sample included 612 respondents, 290 of whom were from the GP SNR area and 322 were from the KPR SNR area. The gender ratio was different in the two areas; there were more men in the KPR SNR, and there were more women in the GP SNR, but the gender ratios were almost equal. In both protected areas, most people were aged 30–39 and 40–49 (about 60% of the total respondents). The majority of the respondents had a high school education (more than 60%). Most respondents were employed (64%), with an average monthly income of 535€ in the GP SNR, but with less than the national average (51.6%) in the KPR SN. Almost half of the respondents had an average monthly income smaller than 380 € (47.4%). In both protected areas households had 3–5 members on average, whereas the length of residence was 30–39 years (Table 1).
Table 1. Respondents' sociodemographic characteristics
Gornje Podunavlje (n = 290)
|
Koviljsko-petrovaradinski Rit (n = 322)
|
Gender (%)
|
Employment Status (%)
|
Gender (%)
|
Employment Status (%)
|
Male
|
Female
|
Pupil/Student
|
Employed
|
Unemployed
|
Retired
|
Housewife
|
Male
|
Female
|
Pupil/Student
|
Employed
|
Unemployed
|
Retired
|
Housewife
|
52.1
|
47.9
|
6.9
|
64.1
|
15.9
|
5.5
|
7.6
|
46.6
|
53.4
|
9.9
|
64.0
|
12.4
|
7.5
|
6.2
|
Age range (%)
|
Income (%)
|
Age range (%)
|
Income (%)
|
< 19 years
|
1.7
|
Less than average
|
Average (535€)
|
More than average
|
< 19 years
|
4.3
|
Less than average
|
Average (535€)
|
More than average
|
20−29 years
|
17.6
|
37.6
|
47.6
|
14.8
|
20−29 years
|
18.0
|
51.6
|
36.0
|
12.4
|
30−39 years
|
32.8
|
Household size (%)
|
30−39 years
|
32.8
|
Household size (%)
|
40−49 years
|
31.4
|
Less than three
|
Three to five
|
More than five
|
40−49 years
|
30.1
|
Less than three
|
Three to five
|
More than five
|
50−59 years
|
10.3
|
25.2
|
66.2
|
8.6
|
50−59 years
|
11.2
|
29.8
|
61.8
|
8.4
|
60+ years
|
6.2
|
Length of residence (%)
|
60+ years
|
6.5
|
Length of residence (%)
|
Education (%)
|
Less than 9 years
|
7.9
|
Education (%)
|
Less than 9 years
|
6.2
|
Elementary school
|
2.1
|
10−19 years
|
9.7
|
Elementary school
|
3.7
|
10−19 years
|
12.4
|
High school
|
61.7
|
20−29 years
|
23.1
|
High school
|
66.8
|
20−29 years
|
21.1
|
College/University
|
36.2
|
30−39 years
|
26.9
|
College/University
|
29.5
|
30−39 years
|
26.7
|
|
|
40−49 years
|
21.0
|
|
|
40−49 years
|
23.0
|
|
|
50+ years
|
11.4
|
|
|
50+ years
|
10.6
|
To summarize, the socio-demographic characteristics of the inhabitants of these two areas are mostly the same, with very few differences (e.g. income and gender ratio).
3.2 Factor analysis of the local communities’ perceptions of the impact of the protected areas on livelihoods improvement and development
Principal Component Analysis was applied to facilitate data analysis. In this way, the factors were determined. Initially, the factorability of the 17 items was examined (for both protected areas separately). The results showed that the correlation of all 17 items with at least one other item was 0.3, indicating a reasonable factorability. For both protected areas KMO was above the commonly recommended value of 0.6 required for a good factor analysis (Kaiser, 1970) – it was 0.839 for the GP and 0.836 for the KPR. Both KMOs were between 0.80 and 0.90 and can be described as “meritorious” (Kaiser, 1974). At the same time, Bartlett’s test of sphericity was significant for both protected areas (the KPR χ2 (105) = 2249.335, p= 0.000; the GP χ2 (105) = 2169.388, p= 0.000) indicating the eligibility of the data. Using the eigenvalues criterion (larger than 1) and an absolute value of factor loading greater than 0.6 has confirmed four significant factors with a total of 66.78 of variance explained for the KPR SNR and 69.76% of variance explained for the GP SNR. Two statements in both area surveys had to be excluded due to low factor loading values. For the KPR, the statements “The representation of the local community in decision-making on natural resource governance” and “The park employs members of the neighboring community” were not included in further analysis. For the GP, one excludes statement was the same – “The park employs members of the neighboring community”, whereas the other was “The park is important for livelihoods & community development”. Due to the weak factor loadings, these statements were not included in further analysis. Given these overall indicators, the principal factor analysis (PCA) was deemed to be suitable for 15 out of 17 items.
Table 2. Principal component analysis (PCA) of the measured items
Gornje Podunavlje SNR
|
Koviljsko-petrovaradinski Rit SNR
|
Factor
|
Item description
|
Factor Loading
|
Cronbach’s Alpha (α)
|
Composite Reliability (CR)
|
Average Variance Extracted (AVE)
|
Mean
|
Factor
|
Item description
|
Factor Loading
|
Cronbach’s Alpha (α)
|
Composite Reliability (CR)
|
Average Variance Extracted (AVE)
|
Mean
|
The benefits of the protected area for the local community and resource protection
|
The protected area attracts social amenities into the community
|
0.811
|
0.90
|
0.91
|
0.56
|
3.67
|
The benefits of the protected area for the local community and resource protection
|
The protected area attracts social amenities into the community
|
0.891
|
0.91
|
0.93
|
0.62
|
3.75
|
The protected area’s rules are well explained to communities
|
0.791
|
The protected area maintains good forest and wildlife presence close to our community
|
0.859
|
Community members benefit from tourism activities
|
0.782
|
Protected area workers are good to the community members
|
0.819
|
The protected area maintains good forest and wildlife presence close to our community
|
0.759
|
Community members benefit from tourism activities
|
0.777
|
The actions of the protected area’s management take into account the community’s wellbeing
|
0.735
|
The community derives equitable share of economic benefits from the protected area
|
0.765
|
The community derives an equitable share of the economic benefits from protected area
|
0.732
|
Protected area – community communication
|
0.751
|
Protected area – community communication
|
0.722
|
The actions of the protected area’s management take into account the community’s wellbeing
|
0.710
|
The employees of the protected area are good to community members
|
0.636
|
The protected area’s rules are well explained to communities
|
0.688
|
Involvement of the local community in management and protection
|
Local views are respected by the park
|
0.881
|
0.83
|
0.87
|
0.68
|
2.55
|
Involvement of the local community in management and protection
|
Local views are respected by the protected area
Local views are respected by the protected area
|
0.868
|
0.80
|
0.85
|
0.86
|
2.22
|
The protected area’s governance structure includes local communities
|
0.876
|
The representation of the local community in decision-making on natural resource governance
|
0.715
|
Limited access and depredation
|
The community has a limited access to forest products
|
0.823
|
0.67
|
0.81
|
0.58
|
3.01
|
The protected area’s governance structure involves local communities
|
0.859
|
Wildlife depredation is a serious concern for neighboring communities
|
0.747
|
Limited access depredation and the impact of the protected area on community development
|
The community has a limited access to forest products
|
0.712
|
0.61
|
0.74
|
0.70
|
3.41
|
The protected area limits access to land for economic activities
|
0.716
|
Wildlife depredation is a serious concern for neighboring communities
|
0.697
|
Impact on culture
|
The protected area undermines our culture
|
0.927
|
/
|
0.86
|
0.86
|
1.41
|
The relevance of the protected area for livelihoods & community development
|
0.683
|
Accessibility and impact on culture
|
The presence of the protected area undermines our culture
|
0.770
|
0.71
|
0.74
|
0.77
|
1.89
|
The protected area limits access to land for economic activities
|
0.766
|
In this study, reliability scores ranged from 0.61 to 0.91 with the total scale reliability of 0.82 for the GP and 0.76 for the KPR, which means that it can be interpreted as moderate, acceptable, desirable and preferable. The composite reliability for factors was above 0.7 in all cases, indicating a desirable composite reliability for all factors (Table 2). Both approaches confirm a satisfactory convergent validity for each construct among the 15 items used to determine local residents' perception of the protected areas’ impacts on local livelihoods and development.
The Principal Component Analysis showed four factors. For both protected areas Factor 1 was the same and it contained eight items in which factor loads range from at least 0.63. This factor was named The protected area’s benefits for the local community and resource protection and had the mean value 3.67 for the GP and 3.75 for the KPR. There is a difference when it comes to Factor 2, even though it was assigned the same name – The involvement of the local community in management and protection. For the GP SNR, this factor comprises three items (M=2.55), whereas for the KPR SNR it comprises two items (M=2.22). There is a difference between the two protected areas as regards the statement “The representation of the local community in decision-making on natural resource governance”. In both protected areas Factor 3 contains three items but its name is slightly different. For the GP SNR, it is named Limited access and depredation (M=3.01), while for the KPR SNR it is named Limited access, depredation and the impact of the protected area on community development (M=3.41). There is a difference as regards the third statement (it is not the same for the two protected areas). This factor for the KPR includes the item “The protected area’s relevance for livelihoods & community development”, which means that the community members perceive the protected area as moderately important for their life and development. Factor 4 comprises only one item for the GP SNR (Impact on culture) and two items for the KPR SNR (Accessibility and impact on culture). This factor has the lowest mean value (M=1.89), indicating that people are not satisfied with the accessibility in the KPR. In particular, they believe that the special nature reserve limits their access to land for economic activities. On the other hand, in both protected areas, locals do not consider that the special nature reserve undermines their culture. For the GP (M=1.41) there is only one item “the presence of the protected area undermines our culture”. The local community of both protected areas believes that the protected area does not undermine their culture.
3.3 The influence of socio-demographic characteristics on local community attitudes
Table 3. The relation between the gender of the respondents and the factors of protected areas’ impacts on local livelihoods and development
Gornje Podunavlje
|
Koviljsko-petrovaradinski Rit
|
Factors
|
|
Male
|
Female
|
|
|
Male
|
Female
|
The benefits of the protected area for the local community and resource protection
|
Mean
|
3.59
|
3.76
|
The benefits of the protected area for the local community and resource protection
|
Mean
|
3.75
|
3.74
|
F
|
13.246
|
|
5.581
|
p
|
0.000*
|
|
0.019*
|
The involvement of the local community in management and protection
|
Mean
|
2.40
|
2.71
|
The involvement of the local community in management and protection
|
Mean
|
2.07
|
2.35
|
F
|
0.336
|
|
4.705
|
p
|
0.563
|
|
0.031*
|
Limited access and depredation
|
Mean
|
3.00
|
3.01
|
Limited access, depredation and the impact of the protected area on community development
|
Mean
|
3.48
|
3.35
|
F
|
1.771
|
|
0.218
|
p
|
0.184
|
|
0.641
|
Impact on culture
|
Mean
|
1.52
|
1.36
|
Accessibility and impact on culture
|
Mean
|
1.86
|
1.92
|
F
|
11.183
|
F
|
0.055
|
p
|
0.001*
|
P
|
0.815
|
* – differences between the protected areas significant for 0.05 level of significance
Statistically significant differences in the respondents' answers can be observed in two factors in both protected areas (Table 3). As far as the GP SNR is concerned, the mean scores show that women have a stronger attitude toward The benefits of the protected area for the local community and resource protection than men. However, the opposite is observed for the Impact on culture. On the other hand, for the KPR SNR the mean scores show that men have a stronger attitude toward The benefits of the protected area for the local community and resource protection than women, but women have a stronger attitude toward The involvement of the local community in management and protection.
Table 4. Relation between the respondents’ education, household size and income and the factors of the protected areas’ impacts on local livelihoods and development
Gornje Podunavlje
|
Koviljsko-petrovaradinski Rit
|
EDUCATION
|
EDUCATION
|
Factors
|
F-value
|
LSD post-hoc test
|
Factors
|
F-value
|
LSD post-hoc test
|
The benefits of the protected area for the local community and resource protection
|
2.644
|
/
|
The benefits of the protected area for the local community and resource protection
|
1.875
|
/
|
The involvement of the local community in management and protection
|
15.801*
|
1>2,3
|
The involvement of the local community in management and protection
|
1.432
|
/
|
Limited access and depredation
|
3.403
|
3>2
|
Limited access, depredation and the impact of the protected area on community development
|
15.927*
|
3>2
|
Impact on culture
|
4.548
|
2>3
|
Accessibility and impact on culture
|
1.010
|
/
|
HOUSEHOLD SIZE
|
HOUSEHOLD SIZE
|
Gornje Podunavlje
|
Koviljsko-petrovaradinski Rit
|
Factors
|
F-value
|
LSD post-hoc test
|
Factors
|
F-value
|
LSD post-hoc test
|
The benefits of the protected area for the local community and resource protection
|
6.119*
|
1,3>2
|
The benefits of the protected area for the local community and resource protection
|
2.455
|
/
|
The involvement of the local community in management and protection
|
3.583*
|
1>2
|
The involvement of the local community in management and protection
|
5.430*
|
2>1
|
Limited access and depredation
|
3.648*
|
3>1,2
|
Limited access, depredation and the impact of the protected area on community development
|
1.518
|
/
|
Impact on culture
|
2.615
|
/
|
Accessibility and impact on culture
|
0.767
|
/
|
INCOME
|
INCOME
|
Gornje Podunavlje
|
Koviljsko-petrovaradinski Rit
|
Factors
|
F-value
|
LSD post-hoc test
|
Factors
|
F-value
|
LSD post-hoc test
|
The benefits of the protected area for the local community and resource protection
|
9.022*
|
3<1,2
|
The benefits of the protected area for the local community and resource protection
|
3.693*
|
3<1,2
|
The involvement of the local community in management and protection
|
3.249*
|
1>2
|
The involvement of the local community in management and protection
|
0.266
|
/
|
Limited access and depredation
|
0.072
|
/
|
Limited access, depredation and the impact of the protected area on community development
|
1.901
|
/
|
Impact on culture
|
1.114
|
/
|
Accessibility and impact on culture
|
1.791
|
/
|
*p<0.01 Note (Education): (1) elementary school; (2) high school; (3) college/) university;
*p < 0.05 Note (Household size) (1) Less than three; (2) Three to five; (3) More than five
*p < 0.05 Note (Income): (1) Less than average; (2) Average; (3) More than average
The results show differences in the second, third and fourth factors as regards the GP SNR. Respondents with higher education (college/university) take into account Limited access, depredation and the impact of the protected area on community development more than those with high school. On the other hand, in the KPR SNR, differences are observed in the third factor. Respondents with elementary education are more concerned about The involvement of the local community in management and protection than those with high school or college/university education. Respondents with college/university consider Limited access and depredation more important than those with high school. The situation is reverse as regards the factor Impact on culture (Table 4). There are differences in the second factor in both protected areas, but the results are different. In the KPR SNR, households with 3–5 members are more interested in the involvement of the local community in management and protection than those with less than three members, while the opposite trend is observed in the GP SNR. In the GP SNR, there are also differences in the first factor, where households with less than three and more than five members are more interested in the benefits of the protected area for the local community and resource protection than those with 3–5 members. As for the third factor, households with more members are more likely to take into account limited access and depredation than those with fewer household members (Table 4). In both protected areas, there are differences in the first factor as regards income; respondents with an income higher than average care less about the benefits of the protected area for the local community and resource protection than the other two groups (less than average and average income). As far as the GP SNR is concerned, differences are also found in the second factor, namely locals with below average incomes are more interested in the involvement of the local community in management and protection than those with average incomes (Table 4).
The ANOVA test was also conducted to identify potential differences in the respondents’ answers related to their age, employment and length of residence. In all three cases, the results showed no statistically significant differences. This means that the formation of their perception of the protected areas’ impacts on local livelihoods and development is not influenced by the length of residence, the type of employment, or their age.