Results of SPSS & SmartPLS

SmartPLS

Structural Model Analysis: SmartPLS

Hypothesized Model


All factor loading showed more than (>0.5) with 70 records of respondents which are all accepted. The highest factor loading from EMP_4 from empowerment. The question is based on a questionnaire which is (tourism in my community provides ways for me to get involved in my community).

Path Coefficient

Item variable

CK

CUL

ECO

EMP

ENV

KS

PDM

SOC

Community Knowledge-Tourism

-

0.666

0.599

-

0.728

-

-

0.509

Cultural

-

-

-

-

-

-

-

-

Economic

-

-

-

-

-

-

-

-

Empowerment

-

0.342

0.041

-

0.380

-

-

0.281

Environmental

-

-

-

-

-

-

-

-

Knowledge Sharing

-

0.001

0.419

-

-0.130

-

-

0.189

Participation in Decision Making

-

-0.129

-0.226

-

 

-

-

-0.029

Social

-

-

-

-

-

-

-

-

Path coefficients describe the relationship between independent variable and dependent variable. Based on comparison between each match, the connection from community knowledge about tourism to environmental got the highest value which is 0.728 better than others. 

R-Square of the Model


The R- square based on 4 predictors of 4 construct firstly is from cultural which is 0.751. From this value is made into a percentage and the result become to 75%. For economic can be 69%, environmental is 80% and lastly for social can be 78%. So, environmental has a strong percentage compared to the other three.

Bootstrapping Model


This bootstrapping calculation for p-value/significant value. For the bootstrapping model, factor loading values; items to variables and path coefficients; variable to variable must be greater than 1.96 (>1.96). 

Cronbach’s Alpha


For Cronbach’s alpha results above all the values above 0.7 that means all have a good result. That is also known as a reliability test.


Construct reliability and validity test

For this finding, this is the result of Cronbach’s alpha, composite reliability, average variance extracted from all items. All the values of factor loading after calculation are also above 0.5.

Construct

Items

Factors Loading

Cronbach’s Alpha

Composite Reliability (CR)

Average Variance Extracted (AVE)

Community Knowledge-Tourism

CK_1

CK_2

CK_3

CK_4

CK_5

0.902

0.880

0.850

0.870

0.900

0.928

0.945

0.776

Cultural

CUL_1

CUL_2

CUL_3

CUL_4

CUL_5

0.929

0.963

0.950

0.953

0.960

0.973

0.979

0.904

Economic

ECO_1

ECO_2

ECO_3

ECO_4

ECO_5

0.904

0.831

0.895

0.906

0.909

0.934

0.950

0.791

Empowerment

EMP_1

EMP_2

EMP_3

EMP_4

EMP_5

0.927

0.961

0.950

0.968

0.879

0.965

0.973

0.879

Environmental

ENV_1

ENV_2

ENV_3

ENV_4

ENV_5

0.933

0.934

0.791

0.938

0.918

0.943

0.957

0.818

Knowledge Sharing

KS_1

KS_2

KS_3

KS_4

KS_5

0.927

0.914

0.916

0.924

0.895

0.952

0.963

0.838

Participant in Decision Making

PDM_1

PDM_2

PDM_3

PDM_4

0.882

0.907

0.934

0.894

0.926

0.947

0.818

Social

SOC_1

SOC_2

SOC_3

SOC_4

SOC_5

0.935

0.938

0.943

0.964

0.961

0.972

0.978

0.899



SPSS
Profile of Respondents: SPSS





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