Employing Structural Equation Modeling to Examine the Determinants of Work Motivation and Performance Management in BUMDES: In Search of Key Driver Factors in Promoting Sustainable Rural Development Strategies
Abstract
1. Introduction
2. Literature Review
2.1. Local Politics
2.2. Village Facilitators
2.3. Recruitment of Administrators
2.4. Training and Education
2.5. Organizational Culture
2.6. Work Motivation
2.7. Management Performance
2.8. Synthesis of Variable Justification and Research Hypothesis
3. Materials and Methods
3.1. Construction of Conceptual Framework
3.2. SEM Model Development, Research Site, Primary Data Collection, and Data Analysis
3.2.1. SEM Model Development
3.2.2. Research Site and Primary Data Collection
4. Results
4.1. Data Normality
4.2. Data of Confirmatory Factor Analysis (CFA)/Factor Loading
4.3. Measurement Model Evaluation
4.4. Variance Extracted (VE) and Construct Reliability
4.5. SEM Model Evaluation
4.5.1. Goodness of Fit
4.5.2. Determinant Coefficient (Structural Model Test)
4.6. Hypothesis Testing and Interpretation
- (1)
- With a t-statistic value of 1.97 and an error value of 0.18, the coefficient of influence of the LV local politics (PL) on the LV work motivation (MT) was 0.23. The strong positive effect of the LV local politics (PL) on the LV of work motivation (MT) was supported by the t-statistic value of 1.97, which is greater than the t-table value of 1.96, so it has a significant effect.
- (2)
- The coefficient of influence of the LV village facilitator (PD) on the LV of work motivation (MT) was 0.15, with an error value of 0.19 and a t-statistic value of 1.98, where this value was greater than the t-table value of 1.96, so it has a significant effect.
- (3)
- The coefficient of influence of the LV of recruitment of administrators (RP) on the LV work motivation (MT) was 0.14, with an error value of 0.21 and a calculated t-value of 1.96. This indicates that the LV of recruitment of administrators (RP) has a significant positive effect on the LV of work motivation (MT), as the calculated t-value of 1.96 was greater than the t-table value of 1.96.
- (4)
- The coefficient value of the effect of the LV training and education (DL) on the LV work motivation (MT) was 0.15, with an error value of 0.16 and a t-statistic value of 2.09, indicating a significant positive relationship between the two variables. This was supported by the t-statistic value of 2.09, greater than the t-table value of 1.96.
- (5)
- The coefficient of influence of the LV organizational culture (BU) on the LV work motivation (MT) was 0.31, with an error value of 0.13 and a t-statistic value of 2.56. It can be concluded that the LV of organizational culture (BU) has a positive effect on the LV of work motivation (MT) because the t-statistic value of 2.56 was greater than the t-table value of 1.96.
- (6)
- The absence of a significant relationship between the LV local politics (PL) and the LV of management performance (KN) was supported by the t-statistic value of 1.54 < the t-table value of 1.96.
- (7)
- The coefficient of influence of the LV of village facilitator (PD) on LV management performance (KN) was 0.49, with an error value of 0.21 and a t-statistic value of 2.67. Because the t-statistic value was 2.67 > the t-table value of 1.96, it was concluded that the LV of village facilitator (PD) has a significant positive effect on the LV of management performance (KN).
- (8)
- The value of the influence coefficient of the LV of recruitment of administrators (RP) on the LV of management performance (KN) was 0.10, the error value was 0.22, and the t-statistical value was 0.98. Because the t-statistical value was 0.98 < the t-table value of 1.96, it was concluded that the LV of recruitment of administrators (RP) was not significant in relation to the LV of management performance (KN).
- (9)
- The value of the coefficient of influence of the LV training and education (DL) variable on the LV management performance (KN) was 0.41, the error value was 0.17, and the t-statistical value was 2.16. Training significantly improves the LV management performance (KN), as the t-statistical value of 2.16 > the t-table value of 1.96.
- (10)
- With a t-statistical value of 1.97 and an error value of 0.17, the influence coefficient of the LV of organizational culture (BU) on the LV of management performance (KN) was 0.32. It may be inferred that the LV of organizational culture (BU) significantly influences the LV of management performance (KN), as the t-statistical value of 1.97 was greater than the t-table value of 1.96. All the test results for indirect relationships between latent variables can be found in Table 15.
- (1)
- With a t-statistical value of 3.14 and an error value of 0.22, the effect coefficient of the LV local politics (PL) was 0.23. The LV of local politics (PL) has a positive effect on the LV of work motivation (MT) through the LV of management performance (KN) (t-statistic = 3.14 > t-table = 1.96).
- (2)
- The LV of village facilitator (PD) had an influence coefficient of 0.27, an error value of 0.15, and a t-statistic value of 2.63 on the LV of management performance (KN) through the LV of work motivation (MT).
- (3)
- The coefficient of influence of the LV recruitment of administrator (RP) was 0.19, with an error value of 0.15 and a t-statistic value of 2.43. This indicates that the LV recruitment of administrators (RP) positively affects the LV of management performance (KN) through the LV work motivation (MT) variable, as evidenced by the t-statistic value of 2.43, which is greater than the t-table value of 1.96.
- (4)
- The coefficient of influence of the LV training and education (DL) was 0.19, with an error value of 0.19 and a t-statistic value of 2.46. This indicates that LV training and education (DL) have a positive and significant impact on LV management performance (KN) through the LV of work motivation (MT). The t-table value of 1.96 is smaller than the t-statistic value of 2.46. The LV organizational culture (BU) had an influence coefficient of 0.19, an error value of 0.14, and a t-statistical value of 2.34.
- (5)
- This shows that the LV organizational culture (BU) significantly affects the LV management performance (KN) through the LV work motivation (MT) (t-table = 1.96 vs. 2.34). We can conclude that LV organizational culture (BU), significantly affects LV work motivation (MT), a latent variable, through management performance (KN), as the t-statistic value was 2.34 > t-table value of 1.96.
5. Discussion
5.1. Direct Effect Between Variables
5.1.1. The Effect of the Latent Variables Local Politics (PL), Village Facilitator (PD), and Recruitment of Administrators (RP) on the Latent Variable Work Motivation (MT)
5.1.2. The Effect of the Latent Variables Training and Education (DL) and Organizational Culture (BU) on the Latent Variable Work Motivation (MT)
5.1.3. The Effect of the Latent Variables Local Politics (PL), Village Facilitator (PD), and Recruitment of Administrators (RP) on the Latent Variable Management Performance (KN)
5.1.4. The Effect of the Latent Variables of Training and Education (DL) and Organizational Culture (BU) on the Latent Variable of Management Performance (KN)
5.2. Indirect Effects Between Latent Variables
5.2.1. The Effect of the Latent Variable Local Politics (PL) on the Latent Variable Management Performance (KN) Through the Latent Variable Work Motivation (MT)
5.2.2. The Influence of the Latent Variables of Village Facilitators (PD) and Recruitment of Administrators (RP) on the Latent Variable of Management Performance (KN) Through the Latent Variable of Work Motivation (MT)
5.2.3. The Effect of the Latent Variables of Training and Education (DL) and Organizational Culture (BU) on the Latent Variable of Management Performance (KN) Through the Latent Variable Work Motivation (MT)
6. Conclusions and Recommendations
6.1. Research Conclusions
6.2. Relevant Recommendations
- (1)
- Given that local politics only indirectly influences management performance through work motivation, local governments need to ensure that political processes do not hinder the management of BUMDES. Instead, local political actors need to be involved in strengthening governance, marketing, and supervision, including the use of digital tools to enhance transparency and oversight, rather than in operational decision-making, which has the potential for bias.
- (2)
- The significant role of village facilitators in motivating work emphasizes the need to strengthen their functions through technical training, regular supervision, and performance-based incentives. Digital skill development and innovative management tools will enhance their capacity to support BUMDES efficiency and work ethics.
- (3)
- Since recruitment of administrators did not have a direct impact on management performance, a merit- and competency-based selection system needs to be established. Implementing digital recruitment systems, open and objective recruitment mechanisms can improve accountability and attract individuals with high work motivation and relevant expertise. Management will be motivated to work and performance will be enhanced because they have the right team members.
- (4)
- Education and training, along with a conducive organizational culture, are key drivers of work motivation and management performance. Therefore, it is essential to develop sustainable training policies that are based on local needs and cultural transformation, supporting innovation, collaboration, and accountability. Using digital learning platforms and innovation-focused content ensures relevance, sustainability, and continuous improvement.
- (5)
- Since work motivation acts as an intermediary in the relationship between structural variables and management performance, policies related to motivation, such as rewards, career development, and the implementation of participatory decision-making processes, need to be applied in the village administration system. Digital participatory tools to promote inclusive, accountable decision-making in village administration should be utilized.
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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Latent Variables (LV) | Indicator Variables | Number of Respondents | Likert Scale Frequencies | Means | Min. Value | Max. Value | Std. Deviation | ||||
---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | |||||||
LV of Local Politics (PL) | Local Leader Intervention (PL1) | 250 | 0 | 44 | 81 | 86 | 39 | 3.48 | 2 | 5 | 0.958 |
Kinship Relationship (PL2) | 250 | 0 | 21 | 117 | 71 | 41 | 3.53 | 2 | 5 | 0.865 | |
BUMDES Development Priority (PL3) | 250 | 0 | 36 | 67 | 112 | 35 | 3.58 | 2 | 5 | 0.902 | |
Political Elite Intervention (PL4) | 250 | 0 | 20 | 72 | 128 | 30 | 3.67 | 2 | 5 | 0.789 | |
LV of Village Facilitator (PD) | Facilitator (PD1) | 250 | 0 | 13 | 63 | 137 | 37 | 3.79 | 2 | 5 | 0.753 |
Motivator (PD2) | 250 | 0 | 11 | 73 | 125 | 41 | 3.78 | 2 | 5 | 0.767 | |
Supervisor (PD3) | 250 | 0 | 18 | 66 | 124 | 42 | 3.76 | 2 | 5 | 0.816 | |
Communicator (PD4) | 250 | 0 | 17 | 57 | 129 | 47 | 3.82 | 2 | 5 | 0.812 | |
LV of Recruitment of Administrators (RP) | Human Resource Needs (RP1) | 250 | 0 | 70 | 64 | 71 | 45 | 3.36 | 2 | 5 | 1.075 |
Source of Human Resources (RP2) | 250 | 0 | 71 | 77 | 59 | 43 | 3.30 | 2 | 5 | 1.061 | |
Open Recruitment (RP3) | 250 | 0 | 67 | 81 | 56 | 46 | 3.32 | 2 | 5 | 1.062 | |
Transparency (RP4) | 250 | 0 | 39 | 53 | 93 | 65 | 3.74 | 2 | 5 | 1.015 | |
LV of Training and Education (DL) | Knowledge (DL1) | 250 | 0 | 33 | 65 | 112 | 40 | 3.64 | 2 | 5 | 0.905 |
Skills (DL2) | 250 | 0 | 35 | 75 | 84 | 56 | 3.64 | 2 | 5 | 0.980 | |
Attitude (DL3) | 250 | 0 | 27 | 77 | 90 | 56 | 3.70 | 2 | 5 | 0.937 | |
Cooperative Relationship (DL4) | 250 | 0 | 39 | 56 | 107 | 48 | 3.66 | 2 | 5 | 0.962 | |
LV of Organizational Culture (BU) | Risk Tolerance (BU1) | 250 | 0 | 23 | 77 | 107 | 43 | 3.68 | 2 | 5 | 0.865 |
Supervision (BU2) | 250 | 0 | 24 | 87 | 87 | 52 | 3.67 | 2 | 5 | 0.913 | |
Result-Oriented (BU3) | 250 | 0 | 20 | 83 | 87 | 60 | 3.75 | 2 | 5 | 0.912 | |
Reward (BU4) | 250 | 0 | 20 | 79 | 92 | 59 | 3.76 | 2 | 5 | 0.904 | |
LV of Work Motivation (MT) | Willingness to Work (MT1) | 250 | 0 | 21 | 62 | 112 | 55 | 3.80 | 2 | 5 | 0.877 |
Desire for Achievement (MT2) | 250 | 0 | 12 | 72 | 103 | 63 | 3.87 | 2 | 5 | 0.847 | |
Perseverance at Work (MT3) | 250 | 0 | 11 | 60 | 125 | 54 | 3.89 | 2 | 5 | 0.789 | |
Forward-Oriented (MT4) | 250 | 0 | 12 | 56 | 132 | 50 | 3.88 | 2 | 5 | 0.777 | |
LV of Management Performance (KN) | BUMDES Income (KN1) | 250 | 0 | 12 | 64 | 118 | 56 | 3.87 | 2 | 5 | 0.811 |
Asset Addition (KN2) | 250 | 0 | 19 | 44 | 127 | 60 | 3.91 | 2 | 5 | 0.846 | |
Increase in Management Salary (KN3) | 250 | 0 | 15 | 44 | 142 | 49 | 3.90 | 2 | 5 | 0.777 | |
Improving the Quality of Human Resources of the Management (KN4) | 250 | 0 | 9 | 42 | 140 | 59 | 4.00 | 2 | 5 | 0.742 |
No. | Latent Variables | Indicator Variables and Symbols | Term Error | No. | Latent Variables | Indicator Variables and Symbols | Term Error |
---|---|---|---|---|---|---|---|
1 | Management Performance (KN) | BUMDES Income (KN1) | ε1 | 4 | Village Facilitator (PD) | Facilitator (PD1) | δ5 |
Asset Addition (KN2) | ε2 | Motivator (PD2) | δ6 | ||||
Increase in Management Salary (KN3) | ε3 | Supervisor (PD3) | δ7 | ||||
Improving the Quality of Human Resources of the Management (KN4) | ε4 | Communicator (PD4) | δ8 | ||||
2 | Work Motivation (MT) | Willingness to Work (MT1) | ε5 | 5 | Recruitment of Administrators (RP) | Human Resource Needs (RP1) | δ9 |
Desire for Achievement (MT2) | ε6 | Source of Human Resources (RP2) | δ10 | ||||
Perseverance at Work (MT3) | ε7 | Open Recruitment (RP3) | δ11 | ||||
Forward-Oriented (MT4) | ε8 | Transparency (RP4) | δ12 | ||||
3 | Local Politics (PL) | Local Leader Intervention (PL1) | δ1 | 6 | Training and education (DL) | Knowledge (DL1) | δ13 |
Kinship Relationship (PL2) | δ2 | Skills (DL2) | δ14 | ||||
BUMDES Development Priority (PL3) | δ3 | Attitude (DL3) | δ15 | ||||
Political Elite Intervention (Pl4) | δ4 | Cooperative Relationship (DL4) | δ16 | ||||
7 | Organizational Culture (BU) | Risk Tolerance (BU1) | δ17 | Result-Oriented (BU3) | δ19 | ||
Supervision (BU2) | δ18 | Reward (BU4) | δ20 |
No. | Latent Variables | Measurable Variables | Unit of Measurement | |||
---|---|---|---|---|---|---|
Indicator Variables and Symbols | Source | Base Data | Scale Range * | Data Entered ** | ||
1 | Management Performance (KN) | The BUMDES Revenue (KN1) | [12,13] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” |
Asset Addition (KN2) | [99] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
The BUMDES Management Income (KN3) | [99,100] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Improvement of Human Resource Quality of the Management (KN4) | [101] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
2 | Work Motivation (MT) | Willingness to Work (MT1) | [77] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” |
Desire for Achievement (MT2) | [77] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Diligence to Work (MT3) | [102] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Forward-Oriented (MT4) | [103,104] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
3 | Local Politics (PL) | Local Leader Intervention (PL1) | [105] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” |
Kinship Relationship (PL2) | [106] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Prioritization of BUMDES Development (PL3) | [105] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Political Elite Intervention (PL4) | [107] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
4 | Village Facilitator (PD) | Facilitator (PD1) | [17,99] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” |
Motivator (PD2) | [99,108] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Supervisor (PD3) | [52,99] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Communicator (PD4) | [99,109] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
5 | Recruitment of Administrators (RP) | Human Resource Needs (RP1) | [110,111] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” |
Source of Human Resource (RP2) | [110,111] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Open recruitment (RP3) | [110,111] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Transparency (RP4) | [110,111] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
6 | Training and Education (DL) | Knowledge (DL1) | [87,112] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” |
Skill (DL2) | [113] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Attitude (DL3) | [87,112] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Cooperative Relationship (DL4) | [113] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
7 | Organizational Culture (BU) | Risk Tolerance (BU1) | [69,114] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” |
Supervision (BU2) | [115,116] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Result-Oriented (BU3) | [69,104] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” | ||
Reward (BU4) | [69,104] | Likert Scale | 5 PLS | “SD = 1, D = 2, N = 3, A = 4, SA = 5” |
Goodness of Fit | Cutoff Value | Goodness of Fit | Cutoff Value |
---|---|---|---|
Chi-Square (χ2) | Small | CMIN/DF | ≤2.00 |
Significance | ≥0.05 | CFI | ≥0.95 |
RMSEA | ≤0.08 | IFI | ≥0.90 |
GFI | ≥0.90 | NFI | ≥0.90 |
AGFI | ≥0.90 | RMSR | ≤0.08 |
No. | Indicator Variables | Skewness | Kurtosis | Skewness and Kurtosis | |||
---|---|---|---|---|---|---|---|
Z-Score | p-Value | Z-Score | p-Value | Chi-Square | p-Value | ||
1 | Local Leader Intervention (PL1) | 0.098 | 0.922 | −4.220 | 0.000 | 17.818 | 0.142 |
2 | Kinship Relationship (PL2) | 0.153 | 0.878 | −1.852 | 0.064 | 3.454 | 0.178 |
3 | BUMDES Development Priority (PL3) | −0.302 | 0.763 | −2.586 | 0.010 | 6.778 | 0.034 |
4 | Political Elite Intervention (PL4) | −0.672 | 0.502 | −0.690 | 0.490 | 0.927 | 0.629 |
5 | Facilitator (PD1) | −0.891 | 0.373 | −0.298 | 0.765 | 0.883 | 0.643 |
6 | Motivator (PD2) | −0.703 | 0.482 | −0.963 | 0.336 | 1.421 | 0.491 |
7 | Supervisor (PD3) | −0.831 | 0.406 | −1.318 | 0.188 | 2.428 | 0.297 |
8 | Communicator (PD4) | −1.028 | 0.304 | −1.241 | 0.215 | 2.598 | 0.273 |
9 | Human Resource Needs (RP1) | 0.806 | 0.420 | −8.853 | 0.000 | 79.017 | 0.102 |
10 | Source of Human Resources (RP2) | 0.974 | 0.330 | −8.329 | 0.000 | 70.327 | 0.107 |
11 | Open Recruitment (RP3) | 0.761 | 0.446 | −8.303 | 0.000 | 69.514 | 0.110 |
12 | Transparency (RP4) | −0.940 | 0.347 | −6.226 | 0.000 | 39.652 | 0.132 |
13 | Knowledge (DL1) | −0.467 | 0.640 | −2.702 | 0.007 | 7.522 | 0.123 |
14 | Skills (DL2) | −0.625 | 0.532 | −5.013 | 0.000 | 25.517 | 0.221 |
15 | Attitude (DL3) | −0.794 | 0.427 | −3.951 | 0.000 | 16.245 | 0.314 |
16 | Cooperative Relationship (DL4) | −0.489 | 0.625 | −4.049 | 0.000 | 16.635 | 0.305 |
17 | Risk Tolerance (BU1) | −0.592 | 0.554 | −2.280 | 0.023 | 5.551 | 0.362 |
18 | Supervision (BU2) | −0.608 | 0.543 | −3.349 | 0.001 | 11.587 | 0.103 |
19 | Result-Oriented (BU3) | −0.928 | 0.354 | −3.590 | 0.000 | 13.750 | 0.101 |
20 | Reward (BU4) | −0.957 | 0.338 | −3.444 | 0.001 | 12.777 | 0.102 |
21 | Willingness to Work (MT1) | −1.062 | 0.288 | −2.655 | 0.008 | 8.177 | 0.117 |
22 | Desire for Achievement (MT2) | −1.185 | 0.236 | −2.845 | 0.004 | 9.499 | 0.109 |
23 | Perseverance at Work (MT3) | −1.136 | 0.256 | −1.458 | 0.145 | 3.417 | 0.181 |
24 | Forward-Oriented (MT4) | −1.118 | 0.264 | −0.976 | 0.329 | 2.201 | 0.333 |
25 | BUMDES Income (KN1) | −1.130 | 0.259 | −1.912 | 0.056 | 4.932 | 0.085 |
26 | Asset Addition (KN2) | −1.355 | 0.176 | −1.931 | 0.053 | 5.565 | 0.062 |
27 | Increase in Management Salary (KN3) | −1.186 | 0.236 | −0.473 | 0.636 | 1.629 | 0.443 |
28 | Improving the Quality of Human Resources of the Management (KN4) | −1.391 | 0.164 | −0.619 | 0.536 | 2.318 | 0.314 |
Skewness | Kurtosis | Skewness and Kurtosis | |||||
---|---|---|---|---|---|---|---|
Value | Z-Score | p-Value | Value | Z-Score | p-Value | Chi-Square | p-Value |
195.721 | 35.385 | 0.000 | 902.03 | 9.137 | 0.000 | 1335.558 | 0.000 |
No. | Indicators | Local Politics (PL) | Village Facilitator (PD) | Recruitment of Management (RP) | Education Training (DL) | Organizational Culture (BU) | Work Motivation (MT) | Management Performance (KN) |
---|---|---|---|---|---|---|---|---|
1 | Local Leader Intervention (PL1) | 0.69 | — | — | — | — | — | — |
2 | Kinship Relationship (PL2) | 0.82 | — | — | — | — | — | — |
3 | BUMDES Development Priority (PL3) | 0.75 | — | — | — | — | — | — |
4 | Political Elite Intervention (PL4) | 0.74 | — | — | — | — | — | — |
5 | Facilitator (PD1) | — | 0.64 | — | — | — | — | — |
6 | Motivator (PD2) | — | 0.71 | — | — | — | — | — |
7 | Supervisor (PD3) | — | 0.74 | — | — | — | — | — |
8 | Communicator (PD4) | — | 0.65 | — | — | — | — | — |
9 | Human Resource Needs (RP1) | — | — | 0.72 | — | — | — | — |
10 | Source of Human Resources (RP2) | — | — | 0.80 | — | — | — | — |
11 | Open Recruitment (RP3) | — | — | 0.80 | — | — | — | — |
12 | Transparency (RP4) | — | — | 0.73 | — | — | — | — |
13 | Knowledge (DL1) | — | — | — | 0.74 | — | — | — |
14 | Skills (DL2) | — | — | — | 0.74 | — | — | — |
15 | Attitude (DL3) | — | — | — | 0.83 | — | — | — |
16 | Cooperative Relationship (DL4) | — | — | — | 0.67 | — | — | — |
17 | Risk Tolerance (BU1) | — | — | — | — | 0.70 | — | — |
18 | Supervision (BU2) | — | — | — | — | 0.70 | — | — |
19 | Result-Oriented (BU3) | — | — | — | — | 0.77 | — | — |
20 | Reward (BU4) | — | — | — | — | 0.80 | — | — |
21 | Willingness to Work (MT1) | — | — | — | — | — | 0.70 | — |
22 | Desire for Achievement (MT2) | — | — | — | — | — | 0.78 | — |
23 | Perseverance at Work (MT3) | — | — | — | — | — | 0.81 | — |
24 | Forward-Oriented (MT4) | — | — | — | — | — | 0.84 | — |
25 | BUMDES Income (KN1) | — | — | — | — | — | — | 0.73 |
26 | Asset Addition (KN2) | — | — | — | — | — | — | 0.74 |
27 | Increase in Management Salary (KN3) | — | — | — | — | — | — | 0.74 |
28 | Improving the Quality of Human Resources of the Management (KN4) | — | — | — | — | — | — | 0.73 |
Chi-square = 743.23, df = 329, p-value = 0.0000, RMSEA = 0.071 |
Between | And | Decrease in Chi-Square | New Estimate |
---|---|---|---|
Prioritization of BUMDES Development (PL3) | Local Leader Intervention (PL1) | 13.20 | −0.12 |
Prioritization of BUMDES Development (PL3) | Kinship Relationship (PL2) | 31.20 | 0.16 |
Political Elite Intervention (PL4) | Kinship Relationship (PL2) | 16.40 | −0.10 |
Source of Human Resource (RP2) | Motivator (PD2) | 9.20 | −0.08 |
Open Recruitment (RP3) | Source of Human Resource (RP2) | 8.20 | 0.11 |
Transparency (RP4) | Kinship Relationship (PL2) | 8.00 | −0.08 |
Risk Tolerance (BU1) | Open Recruitment (RP3) | 12.30 | 0.10 |
Supervision (BU2) | Transparency (RP4) | 8.20 | −0.09 |
Result-Oriented (BU3) | Transparency (RP4) | 11.40 | 0.10 |
Result-Oriented (BU3) | Supervision (BU2) | 12.50 | 0.11 |
Reward (BU4) | Knowledge (DL1) | 9.70 | −0.08 |
Willingness to Work (MT1) | Communicator (PD4) | 8.00 | −0.08 |
Willingness to Work (MT1) | Supervision (BU2) | 20.60 | −0.12 |
Willingness to Work (MT1) | Reward (BU4) | 9.70 | 0.08 |
Desire for Achievement (MT2) | Knowledge (DL1) | 10.40 | −0.08 |
Diligence to Work (MT3) | Desire for Achievement (MT2) | 26.60 | 0.11 |
BUMDES Income (KN1) | Desire for Achievement (MT2) | 10.30 | −0.07 |
BUMDES Income (KN1) | Forward-Oriented (MT4) | 18.20 | 0.08 |
Asset Addition (KN2) | Forward-Oriented (MT4) | 13.00 | 0.07 |
Improvement in Human Resource Quality of the Management (KN4) | Communicator (PD4) | 8.20 | 0.06 |
Chi-square = 532.33 |
Latent Variables | Symbols | PL | PD | RP | DL | BU | MT |
---|---|---|---|---|---|---|---|
Local Politics | PL | 1.00 | |||||
Village Facilitator | PD | 0.83 | 1.00 | ||||
(0.04) | |||||||
21.80 | |||||||
Recruitment of Administrators | RP | 0.60 | 0.75 | 1.00 | |||
(0.05) | (0.04) | ||||||
11.30 | 17.25 | ||||||
Training and Education | DL | 0.76 | 0.78 | 0.83 | 1.00 | ||
(0.04) | (0.04) | (0.03) | |||||
18.31 | 18.64 | 25.04 | |||||
Organizational Culture | BU | 0.72 | 0.73 | 0.79 | 0.73 | 1.00 | |
(0.05) | (0.05) | (0.04) | (0.04) | ||||
16.00 | 15.56 | 21.21 | 16.58 | ||||
Work Motivation | MT | 0.75 | 0.77 | 0.73 | 0.78 | 0.78 | 1.00 |
(0.04) | (0.04) | (0.04) | (0.04) | (0.04) | |||
18.23 | 18.16 | 17.61 | 20.09 | 19.70 | |||
Management Performance | KN | 0.75 | 0.85 | 0.76 | 0.83 | 0.79 | 0.92 |
(0.04) | (0.04) | (0.04) | (0.03) | (0.04) | (0.02) | ||
17.51 | 23.68 | 19.23 | 24.01 | 19.87 | 38.23 | ||
Description: | Correlation Value | Error | t-Count |
No. | Correlation Relationships | Symbols | Values | Errors | t-Count | Description |
---|---|---|---|---|---|---|
1 | Local Politics and Village Facilitator | PL and PD | 0.83 | −0.04 | 21.80 | Significant |
2 | Local Politics and Recruitment of Administrators | PL and RP | 0.60 | −0.05 | 11.30 | Significant |
3 | Local Politics and Training and Education | PL and DL | 0.76 | −0.04 | 18.31 | Significant |
4 | Local Politics and Organizational Culture | PL and BU | 0.72 | −0.05 | 16.00 | Significant |
5 | Local Politics and Work Motivation | PL and MT | 0.75 | −0.04 | 18.23 | Significant |
6 | Local Politics and Management Performance | PL and KN | 0.75 | −0.04 | 17.51 | Significant |
7 | Village Facilitator and Recruitment of Administrators | PD and RP | 0.75 | −0.04 | 17.25 | Significant |
8 | Village Facilitator and Training and Education | PD and DL | 0.78 | −0.04 | 18.64 | Significant |
9 | Village Facilitator and Organizational Culture | PD and BU | 0.73 | −0.05 | 15.56 | Significant |
10 | Village Facilitator and Work Motivation | PD and MT | 0.77 | −0.04 | 18.16 | Significant |
11 | Village Facilitator and Management Performance | PD and KN | 0.85 | −0.04 | 23.68 | Significant |
12 | Recruitment of Administrators and Training and Education | RP and DL | 0.83 | −0.03 | 25.04 | Significant |
13 | Recruitment of Administrators and Organizational Culture | RP and BU | 0.79 | −0.04 | 21.21 | Significant |
14 | Recruitment of Administrators and Work Motivation | RP and MT | 0.73 | −0.04 | 17.61 | Significant |
15 | Recruitment of Administrators and Management Performance | RP and KN | 0.76 | −0.04 | 19.23 | Significant |
16 | Training and Education and Organizational Culture | DL and BU | 0.73 | −0.04 | 16.58 | Significant |
17 | Training and Education, and Work Motivation | DL and MT | 0.78 | −0.04 | 20.09 | Significant |
18 | Training and Education, and Management Performance | DL and KN | 0.83 | −0.03 | 24.01 | Significant |
19 | Organizational Culture and Work Motivation | BU and MT | 0.78 | −0.04 | 19.70 | Significant |
20 | Organizational Culture and Management Performance | BU and KN | 0.79 | −0.04 | 19.87 | Significant |
21 | Work Motivation and Management Performance | MT and KN | 0.92 | −0.02 | 38.23 | Significant |
Latent Variables | Indicators | Symbols | SLF * | Errors | SLF2 | Construct Reliability | Variance Extracted |
---|---|---|---|---|---|---|---|
Local Politics (PL) | Local Leader Intervention | PL1 | 0.66 | 0.48 | 0.4356 | 0.835687 | 0.507621 |
Kinship Relationship | PL2 | 0.71 | 0.25 | 0.5041 | |||
BUMDES Development Priority | PL3 | 0.68 | 0.35 | 0.4624 | |||
Political Elite Intervention | PL4 | 0.58 | 0.28 | 0.3364 | |||
Village Facilitator (PD) | Facilitator | PD1 | 0.48 | 0.33 | 0.2304 | 0.778897 | 0.469907 |
Motivator | PD2 | 0.54 | 0.29 | 0.2916 | |||
Supervisor | PD3 | 0.60 | 0.30 | 0.3600 | |||
Communicator | PD4 | 0.52 | 0.38 | 0.2704 | |||
Recruitment of Administrators (RP) | Human Resource Needs | RP1 | 0.78 | 0.55 | 0.6084 | 0.849284 | 0.585679 |
Source of Human Resources | RP2 | 0.85 | 0.40 | 0.7225 | |||
Open Recruitment | RP3 | 0.85 | 0.41 | 0.7225 | |||
Transparency | RP4 | 0.74 | 0.48 | 0.5476 | |||
Training and Education (DL) | Knowledge | DL1 | 0.67 | 0.37 | 0.4489 | 0.82963 | 0.550254 |
Skills | DL2 | 0.72 | 0.44 | 0.5184 | |||
Attitude | DL3 | 0.77 | 0.29 | 0.5929 | |||
Cooperative Relationship | DL4 | 0.64 | 0.51 | 0.4096 | |||
Organizational Culture (BU) | Risk Tolerance | BU1 | 0.60 | 0.38 | 0.3600 | 0.841817 | 0.572027 |
Supervision | BU2 | 0.69 | 0.36 | 0.4761 | |||
Result-Oriented | BU3 | 0.70 | 0.34 | 0.4900 | |||
Reward | BU4 | 0.72 | 0.30 | 0.5184 | |||
Work Motivation (MT) | Willingness to Work | MT1 | 0.61 | 0.40 | 0.3721 | 0.85852 | 0.602912 |
Desire for Achievement | MT2 | 0.66 | 0.28 | 0.4356 | |||
Perseverance at Work | MT3 | 0.64 | 0.22 | 0.4096 | |||
Forward-Oriented | MT4 | 0.65 | 0.18 | 0.4225 | |||
Management Performance (KN) | BUMDES Income | KN1 | 0.59 | 0.31 | 0.3481 | 0.826431 | 0.544193 |
Asset Addition | KN2 | 0.63 | 0.32 | 0.3969 | |||
Increase in Management Salary | KN3 | 0.58 | 0.27 | 0.3364 | |||
Improving the Quality of Human Resources of the Management | KN4 | 0.54 | 0.25 | 0.2916 |
Goodness of Fit | Cut Off Value | Estimation | Description |
---|---|---|---|
Chi-Square (χ2) | Small | 532.53 | Fit |
Signifikansi | ≥0.05 | 0.000 | Not fit |
RMSEA | ≤0.08 | 0.054 | Fit |
GFI | ≥0.90 | 0.870 | Marginal Fit |
AGFI | ≥0.90 | 0.830 | Marginal Fit |
CMIN/DF | ≤2.00 | 1.717 | Fit |
CFI | ≥0.95 | 0.990 | Fit |
IFI | ≥0.90 | 0.990 | Fit |
NFI | ≥0.90 | 0.970 | Fit |
RMSR | ≤0.08 | 0.036 | Fit |
R-Square (R2) | R-Square Adjusted | |
---|---|---|
Work Motivation (MT) | 0.74 | 0.74 |
Management Performance (KN) | 0.92 | 0.82 |
No. | Direct Influences | Coefficients | Error Values | t-Statistic Values | Descriptions |
---|---|---|---|---|---|
1 | Local Politics (PL) → Work Motivation (MT) | 0.23 | 0.18 | 1.97 | Significant |
2 | Village Facilitator (PD) → Work Motivation (MT) | 0.15 | 0.19 | 1.98 | Significant |
3 | Recruitment of Administrators (RP) → Work Motivation (MT) | 0.14 | 0.21 | 1.96 | Significant |
4 | Training and Education (DL) → Work Motivation (MT) | 0.15 | 0.16 | 2.09 | Significant |
5 | Organizational Culture (BU) → Work Motivation (MT) | 0.31 | 0.13 | 2.56 | Significant |
6 | Local Politics (PL) → Management Performance (KN) | 0.12 | 0.19 | 1.54 | Insignificant |
7 | Village Facilitator (PD) → Management Performance (KN) | 0.49 | 0.21 | 2.67 | Significant |
8 | Recruitment of Administrator (RP) → Management Performance (KN) | 0.10 | 0.22 | 0.98 | Insignificant |
9 | Training and Education (DL) → Management Performance (KN) | 0.41 | 0.17 | 2.16 | Significant |
10 | Organizational Culture (BU) → Management Performance (KN) | 0.32 | 0.17 | 1.97 | Significant |
No. | Indirect Influences | Coefficients | Error Values | t-Statistic Values | Descriptions |
---|---|---|---|---|---|
1 | Local Politics (PL) → Work Motivation (MT) → Management Performance (KN) | 0.23 | 0.22 | 3.14 | Significant |
2 | Village Facilitator (PD) → Work Motivation (MT) → Management Performance (KN) | 0.27 | 0.15 | 2.63 | Significant |
3 | Recruitment of Administrators (RP) → Work Motivation (MT) → Management Performance (KN) | 0.19 | 0.15 | 2.43 | Significant |
4 | Training and Education (DL) → Work Motivation (MT) → Management Performance (KN) | 0.19 | 0.19 | 2.46 | Significant |
5 | Organizational Culture (BU) → Work Motivation (MT) → Management Performance (KN) | 0.19 | 0.08 | 2.34 | Significant |
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Ikram, A.A.D.W.; Salam, M.; AT, M.R.; Muhammad, S. Employing Structural Equation Modeling to Examine the Determinants of Work Motivation and Performance Management in BUMDES: In Search of Key Driver Factors in Promoting Sustainable Rural Development Strategies. Sustainability 2025, 17, 6855. https://doi.org/10.3390/su17156855
Ikram AADW, Salam M, AT MR, Muhammad S. Employing Structural Equation Modeling to Examine the Determinants of Work Motivation and Performance Management in BUMDES: In Search of Key Driver Factors in Promoting Sustainable Rural Development Strategies. Sustainability. 2025; 17(15):6855. https://doi.org/10.3390/su17156855
Chicago/Turabian StyleIkram, Andi Abdul Dzuljalali Wal, Muslim Salam, M. Ramli AT, and Sawedi Muhammad. 2025. "Employing Structural Equation Modeling to Examine the Determinants of Work Motivation and Performance Management in BUMDES: In Search of Key Driver Factors in Promoting Sustainable Rural Development Strategies" Sustainability 17, no. 15: 6855. https://doi.org/10.3390/su17156855
APA StyleIkram, A. A. D. W., Salam, M., AT, M. R., & Muhammad, S. (2025). Employing Structural Equation Modeling to Examine the Determinants of Work Motivation and Performance Management in BUMDES: In Search of Key Driver Factors in Promoting Sustainable Rural Development Strategies. Sustainability, 17(15), 6855. https://doi.org/10.3390/su17156855