Enhancing Athlete Resilience: Preliminary Validation of the Sports Mind Inventory and the Impact of Yoga of Immortals on Sports-Related Stress
Abstract
1. Introduction
2. Materials and Methods
2.1. Sports Mind Inventory
2.2. Study Approval
2.3. Participants for SMI Validation
2.4. Study Design and Participants
2.5. YOI Intervention
2.6. Statistical Analysis
3. Results
3.1. SMI Demographics
3.2. Exploratory Factorial Analysis
3.3. Confirmatory Factorial Analysis
3.4. Reliability Testing
3.5. Correlation Matrix for Factors and Overall Score
3.6. Effect of YOI on Athletes
4. Discussion
5. Limitations/Future Research
6. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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If I am or my team is losing while I am competing in a sport, I tend to: | |
Q1 | Blame myself |
Q2 | Look only at the negative side of things |
Q3 | Try not to think about it |
Q4 | Tell myself, I can come back no matter what |
Q5 | Get upset and emotional |
Q6 | Start giving up |
When I am competing in a sport: | |
Q7 | I enjoy playing the sport even though I may not always win |
Q8 | I stay focused |
Q9 | I use breathing techniques to keep calm and focused |
Q10 | I tend to recover from my mistakes fast |
Q11 | I am smart about how to win |
Q12 | When I am done with a particular competition or event, I usually know what to work on to get better |
Q13 | I feel good/confident about myself regardless if I am winning or losing |
Q14 | I can get intense at the right moments |
Q15 | I fight hard to win and do the best I can |
In general, I believe that: | |
Q16 | I have a purpose in life |
Q17 | I can talk to almost anyone |
Q18 | I fit in well with others |
Q19 | I am pretty flexible and can adapt to stressful situations |
Q20 | I have control over things in my life |
Q21 | I can figure things out when I have a problem |
Q22 | I can do things on my own if I have to |
Q23 | I am in excellent physical shape for my sport |
Q24 | I have strong fundamental skills in my sport |
Category | N |
---|---|
Gender | |
Female | 25 |
Male | 41 |
Age | |
Above 18–25 | 29 |
26–36 | 17 |
37–47 | 10 |
48–58 | 6 |
59–69 | 4 |
Ethnicity | |
American Indian or Alaska Native | 1 |
Asian | 29 |
Black or African American | 5 |
Native Hawaiian or Other Pacific Islander | 1 |
Other | 19 |
White | 11 |
Country | |
Canada | 1 |
France | 1 |
India | 12 |
Malaysia | 1 |
Mauritius | 47 |
Norway | 1 |
South Africa | 1 |
USA | 2 |
Category | Control Group (N = 14) | YOI Group (N = 26) |
---|---|---|
Gender | ||
Female | 8 | 13 |
Male | 6 | 13 |
Age | ||
Above 18–25 | 5 | 10 |
26–36 | 2 | 7 |
37–47 | 2 | 6 |
48–58 | 3 | 1 |
59–69 | 2 | 2 |
Ethnicity/Race | ||
American Indian or Alaska Native | 0 | 1 |
Asian | 7 | 6 |
Black or African American | 0 | 3 |
Native Hawaiian or Other Pacific Islander | 0 | 1 |
Other | 1 | 13 |
White | 6 | 2 |
Measures | Undimensional | Six-Factored |
---|---|---|
Comparative Fit Index (CFI) | 0.723 | 0.840 |
Tucker–Lewis Index (TLI) | 0.696 | 0.814 |
Bentler-Bonett Non-normed Fit Index (NNFI) | 0.696 | 0.814 |
Bentler-Bonett Normed Fit Index (NFI) | 0.551 | 0.648 |
Parsimony Normed Fit Index (PNFI) | 0.503 | 0.557 |
Bollen’s Relative Fit Index (RFI) | 0.508 | 0.590 |
Bollen’s Incremental Fit Index (IFI) | 0.731 | 0.848 |
Relative Noncentrality Index (RNI) | 0.723 | 0.840 |
Root mean square error of approximation (RMSEA) | 0.112 | 0.087 |
RMSEA 90% CI lower bound | 0.095 | 0.067 |
RMSEA 90% CI upper bound | 0.128 | 0.105 |
RMSEA p-value | 1.793 × 10−8 | 0.002 |
Standardized root mean square residual (SRMR) | 0.096 | 0.083 |
Hoelter’s critical N (α = 0.05) | 42.72 | 51.34 |
Hoelter’s critical N (α = 0.01) | 45.19 | 54.40 |
Goodness of fit index (GFI) | 0.638 | 0.935 |
McDonald fit index (MFI) | 0.209 | 0.408 |
Expected cross validation index (ECVI) | 8.406 | 8.118 |
Χ2 (Baseline Model) | 1021.22 | 1005.75 |
df (Baseline model) | 458.79 | 353.67 |
Χ2 (Factor Model) | 276.00 | 276.00 |
df (Factor Model) | 252.00 | 237.00 |
p-value | <0.001 | <0.001 |
Factor | Items | Estimate | Std. Error | z-Value | p | Lower CI | Upper CI |
---|---|---|---|---|---|---|---|
Factor 1: Positive and Competitive sports mindset’ | Q8 | 1.000 | 0.000 | 1.000 | 1.000 | ||
Q10 | 0.965 | 0.152 | 6.360 | <0.001 | 0.668 | 1.263 | |
Q11 | 1.040 | 0.164 | 6.346 | <0.001 | 0.719 | 1.362 | |
Q12 | 1.088 | 0.163 | 6.685 | <0.001 | 0.769 | 1.407 | |
Q14 | 0.693 | 0.144 | 4.821 | <0.001 | 0.411 | 0.974 | |
Q15 | 0.838 | 0.138 | 6.053 | <0.001 | 0.567 | 1.109 | |
Factor 2: Social relatedness and adaptability | Q17 | 1.000 | 0.000 | 1.000 | 1.000 | ||
Q18 | 1.196 | 0.231 | 5.172 | <0.001 | 0.743 | 1.649 | |
Q19 | 1.264 | 0.240 | 5.277 | <0.001 | 0.794 | 1.733 | |
Q20 | 1.095 | 0.212 | 5.175 | <0.001 | 0.680 | 1.510 | |
Q22 | 0.792 | 0.183 | 4.333 | <0.001 | 0.434 | 1.150 | |
Q23 | 0.932 | 0.231 | 4.036 | <0.001 | 0.480 | 1.385 | |
Factor 3: Resilient mindset and self-confidence | Q9 | 1.000 | 0.000 | 1.000 | 1.000 | ||
Q16 | 0.998 | 0.265 | 3.765 | <0.001 | 0.478 | 1.517 | |
Q21 | 0.959 | 0.244 | 3.925 | <0.001 | 0.480 | 1.438 | |
Q24 | 0.733 | 0.217 | 3.385 | <0.001 | 0.309 | 1.157 | |
Factor 4: Sports Resilience and Emotional Respons-es | Q1 | 1.000 | 0.000 | 1.000 | 1.000 | ||
Q2 | 1.680 | 0.614 | 2.737 | 0.006 | 0.477 | 2.884 | |
Q5 | 1.820 | 0.690 | 2.637 | 0.008 | 0.468 | 3.173 | |
Q6 | 1.775 | 0.682 | 2.603 | 0.009 | 0.439 | 3.111 | |
Factor 5: Positive Sports mindset and motivation | Q4 | 1.000 | 0.000 | 1.000 | 1.000 | ||
Q13 | 0.854 | 0.157 | 5.442 | <0.001 | 0.546 | 1.161 | |
Factor 6: Enjoyment and Detachment from Outcome | Q3 | 1.000 | 0.000 | 1.000 | 1.000 | ||
Q7 | 1.505 | 0.795 | 1.893 | 0.058 | −0.053 | 3.064 |
Factors | Domains | Coefficient ω | Coefficient α |
---|---|---|---|
Factor 1 | Positive and Competitive sports mindset’ | 0.887 | 0.884 |
Factor 2 | Social relatedness and adaptability | 0.860 | 0.848 |
Factor 3 | Resilient mindset and self-confidence | 0.708 | 0.732 |
Factor 4 | Sports Resilience and Emotional Responses | 0.702 | 0.703 |
Factor 5 | Positive Sports mindset and motivation | 0.738 | 0.734 |
Factor 6 | Enjoyment and Detachment from Outcome | 0.472 | 0.453 |
Overall | SMI | 0.949 | 0.917 |
Comparison | r | p-Value | Lower 95% CI | Upper 95% CI | rho | p-Value | Lower 95% CI | Upper 95% CI | ||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Total | - | FA1 | 0.891 | *** | <0.001 | 0.828 | 0.932 | 0.883 | *** | <0.001 | 0.815 | 0.927 |
Total | - | FA2 | 0.834 | *** | <0.001 | 0.741 | 0.895 | 0.82 | *** | <0.001 | 0.722 | 0.886 |
Total | - | FA3 | 0.719 | *** | <0.001 | 0.578 | 0.819 | 0.729 | *** | <0.001 | 0.591 | 0.825 |
Total | - | FA4 | 0.689 | *** | <0.001 | 0.536 | 0.798 | 0.729 | *** | <0.001 | 0.592 | 0.826 |
Total | - | FA5 | 0.448 | *** | <0.001 | 0.231 | 0.623 | 0.354 | ** | 0.004 | 0.122 | 0.549 |
Total | - | FA6 | 0.528 | *** | <0.001 | 0.328 | 0.683 | 0.506 | *** | <0.001 | 0.301 | 0.667 |
FA1 | - | FA2 | 0.691 | *** | <0.001 | 0.539 | 0.799 | 0.685 | *** | <0.001 | 0.531 | 0.795 |
FA2 | - | FA3 | 0.587 | *** | <0.001 | 0.402 | 0.726 | 0.633 | *** | <0.001 | 0.462 | 0.759 |
FA3 | - | FA4 | 0.571 | *** | <0.001 | 0.381 | 0.714 | 0.629 | *** | <0.001 | 0.457 | 0.756 |
FA4 | - | FA5 | 0.425 | *** | <0.001 | 0.204 | 0.605 | 0.339 | ** | 0.006 | 0.105 | 0.537 |
FA5 | - | FA6 | 0.325 | ** | 0.008 | 0.09 | 0.526 | 0.32 | ** | 0.009 | 0.084 | 0.521 |
FA2 | - | FA3 | 0.615 | *** | <0.001 | 0.438 | 0.746 | 0.636 | *** | <0.001 | 0.466 | 0.761 |
FA3 | - | FA4 | 0.498 | *** | <0.001 | 0.291 | 0.661 | 0.487 | *** | <0.001 | 0.278 | 0.652 |
FA4 | - | FA5 | 0.142 | 0.256 | −0.104 | 0.371 | 0.044 | 0.725 | −0.2 | 0.283 | ||
FA5 | - | FA6 | 0.304 | * | 0.013 | 0.067 | 0.509 | 0.267 | * | 0.03 | 0.027 | 0.478 |
FA3 | - | FA4 | 0.311 | * | 0.011 | 0.075 | 0.514 | 0.334 | ** | 0.006 | 0.1 | 0.533 |
FA3 | - | FA5 | 0.024 | 0.846 | −0.219 | 0.265 | 0.033 | 0.794 | −0.211 | 0.273 | ||
FA4 | - | FA6 | 0.194 | 0.118 | −0.05 | 0.417 | 0.203 | 0.102 | −0.041 | 0.424 | ||
FA4 | - | FA5 | 0.385 | ** | 0.001 | 0.158 | 0.574 | 0.379 | ** | 0.002 | 0.151 | 0.569 |
FA5 | - | FA6 | 0.417 | *** | <0.001 | 0.195 | 0.599 | 0.459 | *** | <0.001 | 0.244 | 0.631 |
FA5 | - | FA6 | 0.498 | *** | <0.001 | 0.291 | 0.661 | 0.46 | *** | <0.001 | 0.246 | 0.632 |
Mean SMI Scores | Mean Difference from Baseline | ||||||||
---|---|---|---|---|---|---|---|---|---|
Week 0 (Control) | Week 4 (Control) | p-Value | Week 0 (Pre-YOI) | Week 4 (Post-YOI) | p-Value | δ-Control | δ-YOI | p-Value | |
Overall | 93 ± 14.32 | 90.64 ± 15.52 | 0.291 | 87.96 ± 15.63 | 97.69 ± 16.3 | 0.002 | −2.36 ± 9.82 | 9.73 ± 19.41 | 0.008 |
FA1 | 24.57 ± 3.3 | 23.71 ± 3.79 | 0.342 | 22.42 ± 5.39 | 25.08 ± 4.78 | 0.014 | −0.86 ± 3.13 | 2.65 ± 6.37 | 0.026 |
FA2 | 24.36 ± 4.52 | 23.36 ± 5.94 | 0.278 | 22.08 ± 4.47 | 24.27 ± 4.72 | 0.008 | −1 ± 4.69 | 2.19 ± 5.76 | 0.041 |
FA3 | 15.93 ± 2.65 | 15.86 ± 2.48 | 0.451 | 15.27 ± 3.6 | 16.77 ± 3.09 | 0.036 | −0.07 ± 2.53 | 1.5 ± 3.94 | 0.214 |
FA4 | 13.21 ± 3.29 | 12.79 ± 2.94 | 0.241 | 12.73 ± 3.37 | 15.27 ± 3.64 | 0.001 | −0.43 ± 1.7 | 2.54 ± 3.57 | 0.002 |
FA5 | 7.36 ± 1.99 | 7.07 ± 2.13 | 0.383 | 7.89 ± 1.68 | 8.35 ± 1.94 | 0.137 | −0.29 ± 1.27 | 0.46 ± 2.21 | 0.171 |
FA6 | 7.57 ± 1.6 | 7.86 ± 1.35 | 0.172 | 7.58 ± 1.68 | 7.96 ± 1.46 | 0.305 | 0.29 ± 0.99 | 0.38 ± 2.04 | 0.734 |
Comparison | r | p-Value | Lower 95% CI | Upper 95% CI | rho | p-Value | Lower 95% CI | Upper 95% CI | ||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Total | - | FA1 | 0.965 | *** | <0.001 | 0.927 | 0.984 | 0.937 | *** | <0.001 | 0.869 | 0.970 |
Total | - | FA2 | 0.967 | *** | <0.001 | 0.930 | 0.984 | 0.943 | *** | <0.001 | 0.881 | 0.973 |
Total | - | FA3 | 0.978 | *** | <0.001 | 0.953 | 0.990 | 0.944 | *** | <0.001 | 0.883 | 0.974 |
Total | - | FA4 | 0.816 | *** | <0.001 | 0.642 | 0.910 | 0.638 | *** | <0.001 | 0.354 | 0.814 |
Total | - | FA5 | 0.816 | *** | <0.001 | 0.641 | 0.910 | 0.891 | *** | <0.001 | 0.779 | 0.948 |
Total | - | FA6 | 0.720 | *** | <0.001 | 0.481 | 0.860 | 0.619 | *** | <0.001 | 0.327 | 0.803 |
FA1 | - | FA2 | 0.924 | *** | <0.001 | 0.843 | 0.964 | 0.862 | *** | <0.001 | 0.723 | 0.933 |
FA2 | - | FA3 | 0.955 | *** | <0.001 | 0.906 | 0.979 | 0.909 | *** | <0.001 | 0.813 | 0.957 |
FA3 | - | FA4 | 0.710 | *** | <0.001 | 0.465 | 0.854 | 0.476 | ** | 0.009 | 0.133 | 0.717 |
FA4 | - | FA5 | 0.838 | *** | <0.001 | 0.680 | 0.921 | 0.854 | *** | <0.001 | 0.710 | 0.930 |
FA5 | - | FA6 | 0.674 | *** | <0.001 | 0.409 | 0.835 | 0.509 | ** | 0.005 | 0.175 | 0.738 |
FA2 | - | FA3 | 0.965 | *** | <0.001 | 0.926 | 0.984 | 0.922 | *** | <0.001 | 0.839 | 0.963 |
FA3 | - | FA4 | 0.740 | *** | <0.001 | 0.513 | 0.871 | 0.538 | ** | 0.003 | 0.214 | 0.756 |
FA4 | - | FA5 | 0.810 | *** | <0.001 | 0.631 | 0.907 | 0.854 | *** | <0.001 | 0.710 | 0.930 |
FA5 | - | FA6 | 0.690 | *** | <0.001 | 0.434 | 0.843 | 0.583 | *** | <0.001 | 0.275 | 0.782 |
FA3 | - | FA4 | 0.747 | *** | <0.001 | 0.524 | 0.874 | 0.511 | ** | 0.005 | 0.178 | 0.739 |
FA3 | - | FA5 | 0.855 | *** | <0.001 | 0.711 | 0.930 | 0.899 | *** | <0.001 | 0.795 | 0.952 |
FA4 | - | FA6 | 0.709 | *** | <0.001 | 0.463 | 0.854 | 0.587 | *** | <0.001 | 0.281 | 0.785 |
FA4 | - | FA5 | 0.629 | *** | <0.001 | 0.341 | 0.809 | 0.471 | ** | 0.01 | 0.126 | 0.714 |
FA5 | - | FA6 | 0.484 | ** | 0.008 | 0.142 | 0.722 | 0.390 | * | 0.036 | 0.028 | 0.662 |
FA5 | - | FA6 | 0.671 | *** | <0.001 | 0.404 | 0.833 | 0.610 | *** | <0.001 | 0.313 | 0.798 |
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Shivanand, I.; Dewan, N.; Kathuria, H.; Verma, S. Enhancing Athlete Resilience: Preliminary Validation of the Sports Mind Inventory and the Impact of Yoga of Immortals on Sports-Related Stress. Behav. Sci. 2025, 15, 1385. https://doi.org/10.3390/bs15101385
Shivanand I, Dewan N, Kathuria H, Verma S. Enhancing Athlete Resilience: Preliminary Validation of the Sports Mind Inventory and the Impact of Yoga of Immortals on Sports-Related Stress. Behavioral Sciences. 2025; 15(10):1385. https://doi.org/10.3390/bs15101385
Chicago/Turabian StyleShivanand, Ishan, Naakesh Dewan, Himanshu Kathuria, and Sadhna Verma. 2025. "Enhancing Athlete Resilience: Preliminary Validation of the Sports Mind Inventory and the Impact of Yoga of Immortals on Sports-Related Stress" Behavioral Sciences 15, no. 10: 1385. https://doi.org/10.3390/bs15101385
APA StyleShivanand, I., Dewan, N., Kathuria, H., & Verma, S. (2025). Enhancing Athlete Resilience: Preliminary Validation of the Sports Mind Inventory and the Impact of Yoga of Immortals on Sports-Related Stress. Behavioral Sciences, 15(10), 1385. https://doi.org/10.3390/bs15101385