Validating Scales for Measuring Self-Efficacy, Growth Mindset, and Goal Setting
Abstract
1. Introduction
2. Materials and Methods
3. Results
- Excellent: A Cronbach’s alpha of 0.9 or higher;
- Good: A Cronbach’s alpha between 0.8 and 0.9;
- Acceptable: A Cronbach’s alpha between 0.7 and 0.8;
- Questionable: A Cronbach’s alpha between 0.6 and 0.7;
- Poor: A Cronbach’s alpha between 0.5 and 0.6;
- Unacceptable: A Cronbach’s alpha below 0.5.
4. Discussion
4.1. Growth Mindset
4.2. Self-Efficacy
4.3. Goal Setting
5. Limitations
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Appendix A
| Growth Mindset Inter-Item Covariance Matrix | ||||||
|---|---|---|---|---|---|---|
| V13 | V14 | V15 | V16 | V17 | V18 | |
| V13 | 1.365 | 1.048 | 0.948 | 0.66 | 0.483 | 0.612 |
| V14 | 1.048 | 1.416 | 1.091 | 0.566 | 0.422 | 0.564 |
| V15 | 0.948 | 1.091 | 1.481 | 0.586 | 0.322 | 0.558 |
| V16 | 0.660 | 0.566 | 0.586 | 1.547 | 0.594 | 0.465 |
| V17 | 0.483 | 0.422 | 0.322 | 0.594 | 1.281 | 0.558 |
| Self-Efficacy Inter-Item Covariance Matrix | ||||||
|---|---|---|---|---|---|---|
| V7 | V8 | V9 | V10 | V11 | V12 | |
| V7 | 0.987 | 0.808 | 0.858 | 0.79 | 0.729 | 0.704 |
| V8 | 0.808 | 0.923 | 0.775 | 0.735 | 0.765 | 0.671 |
| V9 | 0.858 | 0.775 | 1.048 | 0.687 | 0.694 | 0.705 |
| V10 | 0.790 | 0.735 | 0.687 | 1.037 | 0.779 | 0.673 |
| V11 | 0.729 | 0.765 | 0.694 | 0.779 | 1.02 | 0.651 |
| V12 | 0.704 | 0.671 | 0.705 | 0.673 | 0.651 | 0.900 |
| Goal Setting Inter-Item Covariance Matrix | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| V19 | V20 | V21 | V22 | V23 | V24 | V25 | V26 | V27 | V28 | V29 | V30 | V31 | V32 | V33 | V34 | V35 | V36 | V37 | V38 | |
| V19 | 0.806 | 0.508 | 0.497 | 0.478 | 0.501 | 0.477 | 0.505 | 0.52 | 0.514 | 0.598 | 0.477 | 0.518 | 0.517 | 0.418 | 0.51 | 0.481 | 0.588 | 0.458 | 0.506 | 0.545 |
| V20 | 0.508 | 0.734 | 0.591 | 0.601 | 0.608 | 0.62 | 0.556 | 0.592 | 0.552 | 0.496 | 0.476 | 0.459 | 0.575 | 0.43 | 0.494 | 0.497 | 0.56 | 0.533 | 0.501 | 0.533 |
| V21 | 0.497 | 0.591 | 0.681 | 0.58 | 0.584 | 0.579 | 0.561 | 0.562 | 0.551 | 0.524 | 0.469 | 0.418 | 0.553 | 0.426 | 0.442 | 0.499 | 0.543 | 0.528 | 0.505 | 0.508 |
| V22 | 0.478 | 0.601 | 0.58 | 0.773 | 0.619 | 0.607 | 0.569 | 0.569 | 0.544 | 0.52 | 0.44 | 0.471 | 0.559 | 0.455 | 0.476 | 0.501 | 0.583 | 0.538 | 0.539 | 0.604 |
| V23 | 0.501 | 0.608 | 0.584 | 0.619 | 0.736 | 0.646 | 0.601 | 0.581 | 0.613 | 0.519 | 0.46 | 0.473 | 0.61 | 0.45 | 0.497 | 0.55 | 0.608 | 0.547 | 0.513 | 0.58 |
| V24 | 0.477 | 0.62 | 0.579 | 0.607 | 0.646 | 0.732 | 0.585 | 0.566 | 0.599 | 0.496 | 0.433 | 0.437 | 0.587 | 0.393 | 0.475 | 0.512 | 0.577 | 0.525 | 0.479 | 0.501 |
| V25 | 0.505 | 0.556 | 0.561 | 0.569 | 0.601 | 0.585 | 0.728 | 0.645 | 0.647 | 0.555 | 0.54 | 0.488 | 0.597 | 0.455 | 0.541 | 0.575 | 0.606 | 0.561 | 0.553 | 0.582 |
| V26 | 0.52 | 0.592 | 0.562 | 0.569 | 0.585 | 0.566 | 0.645 | 0.87 | 0.677 | 0.645 | 0.559 | 0.526 | 0.606 | 0.511 | 0.603 | 0.561 | 0.66 | 0.571 | 0.631 | 0.622 |
| V27 | 0.514 | 0.552 | 0.551 | 0.554 | 0.613 | 0.599 | 0.647 | 0.677 | 0.738 | 0.601 | 0.524 | 0.51 | 0.601 | 0.469 | 0.576 | 0.584 | 0.666 | 0.578 | 0.574 | 0.572 |
| V28 | 0.598 | 0.496 | 0.524 | 0.52 | 0.519 | 0.496 | 0.555 | 0.645 | 0.601 | 0.89 | 0.587 | 0.51 | 0.54 | 0.519 | 0.666 | 0.58 | 0.72 | 0.56 | 0.653 | 0.638 |
| V29 | 0.477 | 0.476 | 0.469 | 0.44 | 0.46 | 0.433 | 0.54 | 0.559 | 0.524 | 0.587 | 0.938 | 0.574 | 0.572 | 0.384 | 0.584 | 0.537 | 0.548 | 0.552 | 0.589 | 0.63 |
| V30 | 0.518 | 0.459 | 0.418 | 0.471 | 0.473 | 0.437 | 0.488 | 0.526 | 0.51 | 0.51 | 0.574 | 0.998 | 0.536 | 0.478 | 0.585 | 0.492 | 0.544 | 0.523 | 0.563 | 0.562 |
| V31 | 0.517 | 0.575 | 0.553 | 0.559 | 0.61 | 0.587 | 0.597 | 0.606 | 0.601 | 0.54 | 0.572 | 0.536 | 0.732 | 0.447 | 0.537 | 0.562 | 0.626 | 0.59 | 0.566 | 0.567 |
| V32 | 0.418 | 0.43 | 0.426 | 0.455 | 0.45 | 0.393 | 0.455 | 0.511 | 0.469 | 0.519 | 0.384 | 0.478 | 0.447 | 0.896 | 0.537 | 0.483 | 0.551 | 0.443 | 0.463 | 0.54 |
| V33 | 0.51 | 0.494 | 0.442 | 0.476 | 0.497 | 0.475 | 0.541 | 0.603 | 0.576 | 0.666 | 0.584 | 0.585 | 0.537 | 0.537 | 0.887 | 0.618 | 0.686 | 0.548 | 0.632 | 0.627 |
| V34 | 0.481 | 0.497 | 0.499 | 0.501 | 0.55 | 0.512 | 0.575 | 0.561 | 0.584 | 0.58 | 0.537 | 0.492 | 0.562 | 0.483 | 0.618 | 0.77 | 0.642 | 0.609 | 0.623 | 0.627 |
| V35 | 0.588 | 0.56 | 0.543 | 0.583 | 0.608 | 0.577 | 0.606 | 0.66 | 0.666 | 0.72 | 0.548 | 0.554 | 0.626 | 0.551 | 0.686 | 0.642 | 0.882 | 0.598 | 0.67 | 0.658 |
| V36 | 0.458 | 0.533 | 0.528 | 0.538 | 0.547 | 0.525 | 0.561 | 0.571 | 0.578 | 0.56 | 0.552 | 0.523 | 0.59 | 0.443 | 0.548 | 0.609 | 0.598 | 0.729 | 0.627 | 0.611 |
| V37 | 0.506 | 0.501 | 0.505 | 0.539 | 0.513 | 0.479 | 0.553 | 0.631 | 0.574 | 0.653 | 0.589 | 0.563 | 0.566 | 0.463 | 0.632 | 0.623 | 0.67 | 0.627 | 0.922 | 0.666 |
| V38 | 0.545 | 0.533 | 0.508 | 0.604 | 0.58 | 0.501 | 0.582 | 0.622 | 0.572 | 0.638 | 0.63 | 0.562 | 0.567 | 0.54 | 0.627 | 0.627 | 0.658 | 0.611 | 0.666 | 0.932 |
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| Case Processing Summary | |||
|---|---|---|---|
| Category | Self-Efficacy | Growth Mindset | Goal Setting |
| Valid (N) | 231 (97.9%) | 230 (97.5%) | 232 (98.3%) |
| Excluded (N) | 5 (2.1%) | 6 (2.5%) | 4 (1.7%) |
| Total (N) | 236 (100%) | 236 (100%) | 236 (100%) |
| Reliability Statistics | |||
|---|---|---|---|
| Category | N of Items | Cronbach’s Alpha | Mean Inter-Item Covariance Matrix |
| Growth Mindset | 6 | 0.836 | 0.756 |
| Self-Efficacy | 6 | 0.946 | 0.777 |
| Goal Setting | 20 | 0.976 | 0.563 |
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Share and Cite
Buzzetto-Hollywood, N.; Thomas-Banks, L.; West, L.; Richerson, R. Validating Scales for Measuring Self-Efficacy, Growth Mindset, and Goal Setting. Soc. Sci. 2025, 14, 726. https://doi.org/10.3390/socsci14120726
Buzzetto-Hollywood N, Thomas-Banks L, West L, Richerson R. Validating Scales for Measuring Self-Efficacy, Growth Mindset, and Goal Setting. Social Sciences. 2025; 14(12):726. https://doi.org/10.3390/socsci14120726
Chicago/Turabian StyleBuzzetto-Hollywood, Nicole, Leesa Thomas-Banks, Leslie West, and Rob Richerson. 2025. "Validating Scales for Measuring Self-Efficacy, Growth Mindset, and Goal Setting" Social Sciences 14, no. 12: 726. https://doi.org/10.3390/socsci14120726
APA StyleBuzzetto-Hollywood, N., Thomas-Banks, L., West, L., & Richerson, R. (2025). Validating Scales for Measuring Self-Efficacy, Growth Mindset, and Goal Setting. Social Sciences, 14(12), 726. https://doi.org/10.3390/socsci14120726

