An Empowerment Scale Analysis of Mexican MSMEs: Modeling with Covariance Structures
Abstract
:1. Introduction
2. Empowerment
2.1. Economic and Management Theories Related to Empowerment
2.2. Approaches to Empowerment
2.3. Theoretical Construction of Research Variables and Hypotheses
- Meaning. The collaborator connects his values, beliefs, and behaviors with the goals and objectives of the company.
- Competition. The confidence the collaborator has in his abilities, skills, and knowledge to carry out his work independently of other collaborators.
- Self-determination. The autonomy and initiative that the collaborator has to choose and make decisions to execute and develop his activities.
- Impact. The collaborator’s perception of the consequences of his actions and his influence on the results of the company.
3. Methods
3.1. Sample and Data Collection
3.2. Measurement Instruments
3.3. Statistical Analysis
- m = number of items on the scale.
- xi = items on the scale.
- m = number of items on the scale.
- xi = items on the scale.
- −
- Chi-squared (χ2) following the maximum likelihood estimation method:The setting function is
- Tr = trace.
- Ln = natural logarithm.
- P = total number of estimated independent parameters.
- N = sample size.
- p + q = number of observable variables analyzed.
- df = degrees of freedom = 0.5 (p + q)(p + q + 1) − P.
- S = observed covariance matrix (initial).
- χ2 = Chi squared.
- ∑ = matrix of covariances reproduced by the model.
- −
- Goodness of fit index (GFI)
- Tr = trace.
- S = observed covariance matrix (initial).
- I = Identity matrix.
- −
- Comparative fit index (CFI).
- χ2 = Chi squared.
- df = degrees of freedom = 0.5 (p + q) (p + q + 1) − P.
- −
- Root mean square error of approximation (RMSEA)
- χ2 = Chi squared.
- df = degrees of freedom = 0.5 (p + q) (p + q + 1) − P.
- N = sample size.
- −
- Normed chi-square (NCS).
- χ2 = Chi squared.
- df = degrees of freedom = 0.5 (p + q) (p + q + 1) − P.
- −
- Composite reliability (CR).
- −
- Average variance extracted (AVE).
3.4. Formal Establishment of the Model Structure in Confirmatory Factor Analysis
3.4.1. Specification of the Measurement Model
3.4.2. Structural Model Specification
E(YY´) = Λy(ΓΦΓ´ + Ψ) Λy´ + Θε
4. Results
4.1. Participant Characteristics
4.2. Validation of the Scale: Exploratory Factor Analysis
4.3. Second-Order Model: Confirmatory Factor Analysis
5. Discussion
6. Conclusions
Author Contributions
Funding
Conflicts of Interest
Appendix A
E1 | Importance of the work done by workers |
E2 | Personal meaning of the activities carried out by the worker |
E3 | Meaning of worker performance |
E4 | Confidence in the collaborator’s ability |
E5 | Confidence in the knowledge and skills of employees |
E6 | Confidence that the employee has mastered their skills to carry out their activities |
E7 | Confidence in the worker’s autonomy over their activities |
E8 | Freedom granted to the collaborator to plan their activities |
E9 | Freedom and independence granted to the collaborator to carry out their activities |
E10 | Impact of the workers’ initiative |
E11 | Control of collaborators over their work area |
E12 | Collaborator influence on company results |
E13 | Importance given to the worker’s educational level to grant authority |
E14 | Training programs implemented in the company |
E15 | Access to the information available to collaborators |
E16 | Efficiency with which the company distributes information to employees |
E17 | Expectation of remuneration for the work initiative |
E18 | Prize and reward information available to collaborators |
E19 | Information, about clients, available to collaborators |
Note: Items that were removed appear in italics. |
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Matrix | Parameter | Dimensions | Covariances | Dimensions | Description |
---|---|---|---|---|---|
ξ | ξ (ksi) | n × 1 | Φ = E (ξξ´) | n × n | Exogenous latent variables |
X | x | q × 1 | ∑ = E (´) | q × q | Exogenous observable variables |
Λx Λy | λ (lambda) | q × n p × m | -- | -- | Factor loads of X on ξ Factor loads of Y on η |
δ | δ (delta) | q × 1 | Θδ = E (δδ´) | q × q | X measurement errors |
η | η (eta) | m × 1 | Cov(η) = E (ηη´) | m × m | Endogenous latent variables |
ζ | Ζ (zeta) | m × 1 | Ψ = E (ζζ´) | m × m | Measurement errors of η |
B | Β (beta) | m × m | -- | -- | Direct effects of η on η |
Γ | Γ (gamma) | m × n | -- | -- | Direct effects of ξ on η |
Y | Y | p × 1 | E (YY´) | p × p | Endogenous observable variables |
ε | Ε (epsilon) | p × 1 | Θε = E (εε´) | p × p | Measurement errors of Y |
Constructs | Scale Items 1 | Correlation Item-Total | Mean | Standard Deviation | Exploratory Factor Analysis (Loadings) | |
---|---|---|---|---|---|---|
Factor 1 | Factor 2 | |||||
Empowerment (α Cronbach: 0.870) | EM1 | 0.482 | 5.60 | 0.875 | 0.821 0.847 0.839 0.732 0.687 0.614 | 0.794 0.818 0.758 0.595 0.709 0.532 -- -- 0.475 |
EM2 | 0.510 | 5.44 | 0.943 | |||
EM3 | 0.550 | 5.59 | 0.801 | |||
EM4 | 0.629 | 5.47 | 0.822 | |||
EM5 | 0.612 | 5.41 | 0.795 | |||
EM6 | 0.611 | 5.41 | 0.795 | |||
EM7 | 0.639 | 4.81 | 1.111 | |||
EM8 | 0.538 | 4.64 | 1.209 | |||
EM9 | 0.483 | 4.77 | 1.165 | |||
EM10 | 0.548 | 5.08 | 1.003 | |||
EM11 | 0.32 | 4.81 | 1.008 | |||
EM12 | 0.543 | 5.21 | 1.021 | |||
EM13 | Eliminated | 4.42 | 1.537 | |||
EM14 | Eliminated | 4.31 | 1.512 | |||
EM15 | 0.479 | 5.15 | 1.029 | |||
EM16 | Eliminated | 4.01 | 1.549 | |||
EM17 | Eliminated | 4.69 | 1.338 | |||
EM18 | Eliminated | 4.20 | 1.738 | |||
EM19 | Eliminated | 4.33 | 1.671 | |||
Own value | 3.820 | 3.603 | ||||
% factor explained variance | 29.384 | 27.718 | ||||
% cumulative explained variance | 29.384 | 57.102 | ||||
Bartlett’s test of Sphericity Kaiser–Meyer–Oklin index 2 | χ2(sig.): 1396.883 (0.000); KMO: 0.844; Measure of simple adequacy: (0.897–0.918); % variance: 57.102 |
Models | χ2 | df | χ2(df) | P | GFI | AGFI | TLI | CFI | RMSEA | PRATIO |
---|---|---|---|---|---|---|---|---|---|---|
Model 1—(1 variable—13 items) | 590.438 | 65 | 9.084 | 0.000 | 0.611 | 0.508 | 0.534 | 0.611 | 0.191 | 0.833 |
Model 2—1st order (2 oblique factors—13 items) | 331.406 | 64 | 5.178 | 0.000 | 0.792 | 0.704 | 0.759 | 0.802 | 0.137 | 0.821 |
Model 3—1st order (2 orthogonal factors—13 items) | 368.100 | 65 | 5.663 | 0.000 | 0.784 | 0.698 | 0.731 | 0.776 | 0.145 | 0.833 |
Model 4—1st order (Model 2 re-specified- 2 variables—13 items) | 100.714 | 58 | 1.736 | 0.000 | 0.937 | 0.902 | 0.958 | 0.968 | 0.058 | 0.744 |
Model 5—2nd order (3 variables—13 items) | 94.148 | 57 | 1652 | 0.001 | 0.941 | 0.905 | 0.962 | 0.973 | 0.054 | 0.731 |
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del Río-Rama, M.d.l.C.; Ríos-Manríquez, M.; Álvarez-García, J.; Sánchez-Fernández, M.D. An Empowerment Scale Analysis of Mexican MSMEs: Modeling with Covariance Structures. Mathematics 2020, 8, 1817. https://doi.org/10.3390/math8101817
del Río-Rama MdlC, Ríos-Manríquez M, Álvarez-García J, Sánchez-Fernández MD. An Empowerment Scale Analysis of Mexican MSMEs: Modeling with Covariance Structures. Mathematics. 2020; 8(10):1817. https://doi.org/10.3390/math8101817
Chicago/Turabian Styledel Río-Rama, María de la Cruz, Martha Ríos-Manríquez, José Álvarez-García, and María Dolores Sánchez-Fernández. 2020. "An Empowerment Scale Analysis of Mexican MSMEs: Modeling with Covariance Structures" Mathematics 8, no. 10: 1817. https://doi.org/10.3390/math8101817
APA Styledel Río-Rama, M. d. l. C., Ríos-Manríquez, M., Álvarez-García, J., & Sánchez-Fernández, M. D. (2020). An Empowerment Scale Analysis of Mexican MSMEs: Modeling with Covariance Structures. Mathematics, 8(10), 1817. https://doi.org/10.3390/math8101817