Developing a Conceptual Model for the Causal Effects of Outdoor Play in Preschools Using PLS-SEM
Abstract
:1. Introduction
2. Literature Review
2.1. Importance of Outdoor Play to Children
2.2. Importance of Outdoor Play Yard Design in Preschool
3. Methodology
3.1. Questionnaire Design
3.1.1. Demographic Information
3.1.2. Importance of Outdoor Play and Play Yards for Early Childhood Learning
3.1.3. Outdoor Play Yards Design in Preschools
4. Results
4.1. Descriptive Analysis
4.2. Importance of Outdoor Play and Outdoor Play Yards
4.3. Structural Equation Modelling
4.3.1. Conceptual Framework
4.3.2. Conceptual Model
- (a)
- Path with lower t statistics was removed one at a time (paths 11, 10, 9 and then 8).
- (b)
- Every time a path is removed, PLS algorithm and bootstrapping function were conducted to obtain the path loadings, t statistics and p values.
Assessment of Measurement Models
- (a)
- Internal consistency reliability:
- (b)
- Indicator reliability: Loading values equal to and greater than 0.5 are acceptable if the summation of loadings results in higher loading scores, contributing to AVE scores of greater than 0.5 [56].
- (c)
- (d)
- Rho_A: The reliability rho_A will usually lie between Cronbach’s alpha and composite reliability [52].
- (e)
- Discriminant validity: The square root of AVE of a construct should be larger than the correlations between the construct and other constructs in the model [58]. Using cross loadings to assess discriminant validity, each indicator should load high on its own construct but low on other constructs. According to Chin [60], the difference between loadings across latent constructs must not be less than 0.1.
Assessment of Structural Model
- (a)
- The predictor Functional Needs is significantly related to Development Needs (β = 0.796, ρ < 0.001),
- (b)
- The predictor Development Needs is significantly related to Social and Emotional Development (β = 0.299, ρ < 0.05) and Cognitive Development (β = 0.286, ρ < 0.001),
- (c)
- The predictor Social and Emotional Development is significantly related to Health and Physical Development (β = 0.671, ρ < 0.001) and Academic Learning (β = 0.511, ρ < 0.001),
- (d)
- The predictor Health and Physical Development is significantly related to Cognitive Development (β = 0.554, ρ < 0.001), and
- (e)
- The predictor Cognitive Development is significantly related to Academic Learning (β = 0.393, ρ < 0.05).
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Items | Requirements |
---|---|
Comfort environment |
|
Minimum space requirement for children |
|
Universal Design (UD) |
|
Variable | Response Category | Number | Percentage (%) | Total Percentage (%) |
---|---|---|---|---|
Gender | Male | 13 | 18.6 | 100 |
Female | 57 | 81.4 | ||
Age | 21–30 | 5 | 7.14 | 100 |
31–40 | 10 | 14.29 | ||
41–50 | 29 | 41.43 | ||
51–60 | 26 | 37.14 | ||
>60 years old | 0 | 0.00 | ||
Years of experience operating preschools | 5 years or less | 15 | 21.4 | 100 |
6–10 years | 9 | 12.9 | ||
11–15 years | 20 | 28.6 | ||
16–20 years | 15 | 21.4 | ||
>20 years | 11 | 15.7 | ||
Number of preschools operated by respondents | 1 | 26 | 37.1 | 100 |
2 | 24 | 34.3 | ||
3 | 11 | 15.7 | ||
4 and above | 9 | 12.9 |
Statement | Response Category | Number | Percentage (%) |
---|---|---|---|
Is outdoor play important to children’s development? | Yes | 70 | 100.0 |
No | 0 | 0.0 | |
Does your preschool implement outdoor play for children’s learning? | Yes | 62 | 88.6 |
No | 8 | 11.4 | |
Is suitable outdoor play space essential to support outdoor play experience? | Yes | 70 | 100.0 |
No | 0 | 0.0 | |
Does your preschool own an outdoor play yard for children’s learning? | Yes | 62 | 88.6 |
No | 8 | 11.4 |
Construct | Indicator | Mean | Standard Deviation | Overall Mean | Ranking | |
---|---|---|---|---|---|---|
Description | Symbol | |||||
Health and physical development | Children are more likely to be active | P2Q4 | 4.677 | 0.467 | 4.420 | 4 |
Reduce obesity among children | P2Q5 | 4.081 | 0.809 | |||
Prevent children from being overweight | P2Q6 | 4.191 | 0.800 | |||
Good for physical growth | P2Q7 | 4.726 | 0.447 | |||
Cognitive development | Develop imagination | P2Q8 | 4.355 | 0.805 | 4.539 | 2 |
Have a chance to interact with nature | P2Q9 | 4.726 | 0.481 | |||
Enhance brain memory | P2Q10 | 4.403 | 0.750 | |||
Improve children’s senses of sights, sounds, smells and touch | P2Q11 | 4.484 | 0.615 | |||
Promote in recognizing the surroundings such as plants, animals and building structures | P2Q12 | 4.726 | 0.481 | |||
Social and emotional development | Have more communication | P2Q13 | 4.694 | 0.495 | 4.640 | 1 |
Children have more freedom to express themselves | P2Q14 | 4.839 | 0.409 | |||
Easy to make friends | P2Q15 | 4.532 | 0.615 | |||
Children are more confident and positive | P2Q16 | 4.484 | 0.641 | |||
Cooperation is learned when children are playing with each other | P2Q17 | 4.581 | 0.525 | |||
More feelings such as understanding, empathy are easier to develop | P2Q18 | 4.435 | 0.612 | |||
Children are happier | P2Q19 | 4.919 | 0.326 | |||
Academic learning | Children can be fast learners in class | P2Q20 | 4.403 | 0.706 | 4.436 | 3 |
Children learn how to speak and behave well | P2Q21 | 4.161 | 0.807 | |||
Learning becomes more meaningful and enjoyable | P2Q22 | 4.565 | 0.612 | |||
Children are more creative | P2Q23 | 4.613 | 0.605 |
Construct | Indicator | Mean | Standard Deviation | |
---|---|---|---|---|
Description | Symbol | |||
Functional Needs | The play yards have both sunny and shady areas. | P3Q1 | 2.710 | 1.098 |
The play yards allow mobility for children using wheelchairs or crutches (e.g., wide and hard paths, smooth ground surfaces, gentle slopes and ramps, etc.). | P3Q2 | 1.871 | 1.100 | |
Some of the play yard is open and largely flat. | P3Q3 | 2.500 | 1.118 | |
There is a large accessible storage room for outdoor play equipment. | P3Q4 | 2.129 | 1.085 | |
There is a sandpit with a partial shade cover. | P3Q5 | 2.258 | 1.269 | |
There are roofed outdoor areas that protect children’s activities in most local weather conditions (e.g., heat, rain, etc.). | P3Q6 | 2.532 | 1.146 | |
Development Needs | The play yard(s) provides enough diversity, such as a variety of surfaces for different types of play, to be interesting for children (e.g., grass, hard surfaces, sand, etc.). | P3Q7 | 2.274 | 1.124 |
The play yards have both large and small areas for children to play. | P3Q8 | 2.435 | 1.145 | |
The play yards have space for social and fantasy play (e.g., quiet areas away from physical play, cubby house, outdoor playhouse, storage for dress-up props, etc.). | P3Q9 | 2.290 | 1.022 | |
Some of the play yards are smaller and have a friendly feeling (e.g., intimate character, natural elements, etc.). | P3Q10 | 2.355 | 1.109 | |
Some of the play yards contain shape structures that are safe yet challenging enough for children to play on. | P3Q11 | 2.435 | 0.994 | |
Secret or rest places exist for a child to take time to be alone yet within sight of adults. | P3Q12 | 2.194 | 1.281 | |
There is a garden that children help to maintain. | P3Q13 | 1.823 | 1.185 | |
There is an identifiable area for outdoor water play (e.g., outdoor water table, tap, sprinklers, natural ponds, etc.). | P3Q14 | 1.935 | 1.469 |
Path | Original Sample | Standard Deviation | t Statistics | p Values | Decision on Path | |
---|---|---|---|---|---|---|
Loading | Mean | |||||
1. Functional Needs → Development Needs | 0.916 | 0.918 | 0.015 | 61.418 | 0.000 | Retained |
2. Social and Emotional Development → Health & Physical Development | 0.740 | 0.762 | 0.056 | 13.171 | 0.000 | Retained |
3. Cognitive Development → Academic Learning | 0.665 | 0.662 | 0.095 | 7.003 | 0.000 | Retained |
4. Social and Emotional Development → Academic Learning | 0.387 | 0.382 | 0.110 | 3.527 | 0.000 | Retained |
5. Development Needs → Social and Emotional Development | 0.305 | 0.332 | 0.132 | 2.303 | 0.021 | Retained |
6. Development Needs → Cognitive Development | 0.176 | 0.140 | 0.117 | 1.505 | 0.133 | Retained after reanalysis |
7. Health and Physical Development → Cognitive Development | 0.341 | 0.275 | 0.240 | 1.419 | 0.156 | |
8. Social and Emotional Development → Cognitive Development | 0.353 | 0.451 | 0.324 | 1.091 | 0.276 | Removed |
9. Development Needs → Academic Learning | −0.061 | −0.065 | 0.052 | 1.161 | 0.246 | Removed |
10. Health and Physical Development → Academic Learning | −0.081 | −0.074 | 0.102 | 0.795 | 0.427 | Removed |
11. Development Needs → Health and Physical Development | 0.057 | 0.041 | 0.095 | 0.600 | 0.548 | Removed |
Path | Original Sample | Sample Mean | Standard Deviation | t Statistics | p Values | Decision on Relationship |
---|---|---|---|---|---|---|
1. Functional Needs → Development Needs | 0.915 | 0.917 | 0.015 | 60.370 | 0.000 | Significant |
2. Social and Emotional Development → Health & Physical Development | 0.762 | 0.777 | 0.044 | 17.317 | 0.000 | Significant |
3. Cognitive Development → Academic Learning | 0.630 | 0.630 | 0.083 | 7.623 | 0.000 | Significant |
4. Social and Emotional Development → Academic Learning | 0.329 | 0.328 | 0.095 | 3.459 | 0.001 | Significant |
5. Development Needs → Social and Emotional Development | 0.296 | 0.312 | 0.131 | 2.258 | 0.024 | Significant |
6. Development Needs → Cognitive Development | 0.199 | 0.202 | 0.093 | 2.111 | 0.033 | Significant |
7. Health and Physical Development → Cognitive Development | 0.597 | 0.601 | 0.096 | 6.189 | 0.000 | Significant |
Name of Construct | Indicators | Outer Loadings (>0.50) | Outer Weights | Outer Collinearity (For Formative Model) (<5.0) | Construct Reliability and Validity | |||
---|---|---|---|---|---|---|---|---|
Cronbach’s Alpha (>0.707) | Rho_A | Composite Reliability (>0.50, <0.90) | AVE (≥0.50) | |||||
Functional Needs | P3Q1 | 0.922 | 0.257 | 5.695 | 0.865 | 0.885 | 0.901 | 0.606 |
P3Q2 | 0.581 | 0.139 | 1.464 | |||||
P3Q3 | 0.843 | 0.223 | 4.865 | |||||
P3Q4 | 0.794 | 0.195 | 2.486 | |||||
P3Q5 | 0.768 | 0.233 | 2.049 | |||||
P3Q6 | 0.719 | 0.224 | 2.257 | |||||
Development Needs | P3Q7 | 0.814 | 0.175 | 3.164 | 0.933 | 0.941 | 0.945 | 0.682 |
P3Q8 | 0.891 | 0.178 | 3.887 | |||||
P3Q9 | 0.819 | 0.133 | 2.857 | |||||
P3Q10 | 0.818 | 0.164 | 2.408 | |||||
P3Q11 | 0.875 | 0.163 | 3.814 | |||||
P3Q12 | 0.844 | 0.148 | 3.517 | |||||
P3Q13 | 0.767 | 0.137 | 2.521 | |||||
P3Q14 | 0.766 | 0.107 | 2.526 | |||||
Health and Physical Development | P2Q4 | 0.791 | 0.315 | 5.704 | 0.790 | 0.795 | 0.864 | 0.613 |
P2Q5 | 0.794 | 0.354 | 4.819 | |||||
P2Q6 | 0.820 | 0.324 | 4.649 | |||||
P2Q7 | 0.724 | 0.282 | 5.541 | |||||
Cognitive Development | P2Q8 | 0.747 | 0.235 | 2.054 | 0.833 | 0.836 | 0.883 | 0.603 |
P2Q9 | 0.802 | 0.259 | 2.092 | |||||
P2Q10 | 0.830 | 0.262 | 2.866 | |||||
P2Q11 | 0.811 | 0.278 | 2.393 | |||||
P2Q12 | 0.682 | 0.256 | 1.816 | |||||
Social and Emotional Development | P2Q13 | 0.819 | 0.203 | 2.994 | 0.856 | 0.900 | 0.890 | 0.545 |
P2Q14 | 0.623 | 0.126 | 2.273 | |||||
P2Q15 | 0.868 | 0.227 | 5.678 | |||||
P2Q16 | 0.877 | 0.262 | 6.233 | |||||
P2Q17 | 0.553 | 0.154 | 2.228 | |||||
P2Q18 | 0.809 | 0.241 | 2.937 | |||||
P2Q19 | 0.521 | 0.093 | 1.625 | |||||
Academic Learning | P2Q20 | 0.792 | 0.291 | 1.979 | 0.854 | 0.861 | 0.901 | 0.696 |
P2Q21 | 0.856 | 0.335 | 2.459 | |||||
P2Q22 | 0.872 | 0.310 | 3.682 | |||||
P2Q23 | 0.815 | 0.262 | 3.048 |
Construct | Functional Needs | Development Needs | Health and Physical Development | Cognitive Development | Social and Emotional Development | Academic Learning |
---|---|---|---|---|---|---|
Functional Needs | 0.779 | |||||
Development Needs | 0.915 | 0.826 | ||||
Health and Physical Development | 0.233 | 0.282 | 0.783 | |||
Cognitive Development | 0.275 | 0.367 | 0.653 | 0.776 | ||
Social and Emotional Development | 0.236 | 0.296 | 0.762 | 0.653 | 0.738 | |
Academic Learning | 0.213 | 0.274 | 0.625 | 0.845 | 0.741 | 0.834 |
Indicator | Academic Learning | Cognitive Development | Development Needs | Functional Needs | Health and Physical Development | Social and Emotional Development |
---|---|---|---|---|---|---|
P2Q4 | 0.032 | 0.429 | 0.292 | 0.280 | 0.791 | 0.650 |
P2Q5 | 0.663 | 0.685 | 0.192 | 0.155 | 0.794 | 0.557 |
P2Q6 | 0.537 | 0.569 | 0.118 | 0.074 | 0.820 | 0.559 |
P2Q7 | 0.327 | 0.323 | 0.297 | 0.235 | 0.724 | 0.634 |
P2Q8 | 0.664 | 0.747 | 0.443 | 0.400 | 0.301 | 0..413 |
P2Q9 | 0.706 | 0.802 | 0.304 | 0.297 | 0.430 | 0.446 |
P2Q10 | 0.667 | 0.830 | 0.317 | 0.210 | 0.498 | 0.543 |
P2Q11 | 0.592 | 0.811 | 0.310 | 0.174 | 0.705 | 0.636 |
P2Q12 | 0.655 | 0.682 | 0.060 | 0.005 | 0.566 | 0.475 |
P2Q13 | 0.653 | 0.641 | 0.272 | 0.211 | 0.469 | 0.819 |
P2Q14 | 0.267 | 0.174 | 0.261 | 0.339 | 0.393 | 0.623 |
P2Q15 | 0.644 | 0.570 | 0.182 | 0.094 | 0.658 | 0.868 |
P2Q16 | 0.710 | 0.722 | 0.239 | 0.136 | 0.784 | 0.877 |
P2Q17 | 0.433 | 0.328 | 0.175 | 0.143 | 0.431 | 0.553 |
P2Q18 | 0.659 | 0.536 | 0.309 | 0.278 | 0.675 | 0.809 |
P2Q19 | 0.189 | 0.034 | 0.031 | 0.047 | 0.358 | 0.521 |
P2Q20 | 0.792 | 0.703 | 0.297 | 0.229 | 0.386 | 0.555 |
P2Q21 | 0.856 | 0.758 | 0.289 | 0.260 | 0.593 | 0.737 |
P2Q22 | 0.872 | 0.742 | 0.163 | 0.115 | 0.605 | 0.604 |
P2Q23 | 0.815 | 0.602 | 0.152 | 0.090 | 0.486 | 0.558 |
P3Q1 | 0.279 | 0.282 | 0.847 | 0.922 | 0.251 | 0.284 |
P3Q2 | 0.086 | 0.163 | 0.459 | 0.581 | 0.014 | 0.093 |
P3Q3 | 0.210 | 0.200 | 0.735 | 0.843 | 0.225 | 0.236 |
P3Q4 | 0.265 | 0.264 | 0.645 | 0.794 | 0.192 | 0.163 |
P3Q5 | −0.037 | 0.109 | 0.768 | 0.768 | 0.104 | 0.073 |
P3Q6 | 0.176 | 0.263 | 0.741 | 0.719 | 0.247 | 0.217 |
P3Q7 | 0.574 | 0.579 | 0.814 | 0.730 | 0.273 | 0.403 |
P3Q8 | 0.262 | 0.380 | 0.891 | 0.859 | 0.268 | 0.296 |
P3Q9 | −0.001 | 0.085 | 0.819 | 0.762 | 0.208 | 0.112 |
P3Q10 | 0.265 | 0.304 | 0.818 | 0.809 | 0.281 | 0.288 |
P3Q11 | 0.328 | 0.356 | 0.875 | 0.788 | 0.181 | 0.271 |
P3Q12 | 0.074 | 0.171 | 0.844 | 0.782 | 0.332 | 0.219 |
P3Q13 | 0.191 | 0.355 | 0.767 | 0.643 | 0.257 | 0.220 |
P3Q14 | −0.074 | 0.046 | 0.766 | 0.634 | −0.012 | 0.039 |
Item | Saturated Model | Estimated Model | ||||||
---|---|---|---|---|---|---|---|---|
Original Model | Sample Mean | 95% | 99% | Original Model | Sample Mean | 95% | 99% | |
SRMR (≤0.10) | 0.132 | 0.081 | 0.098 | 0.104 | 0.134 | 0.093 | 0.114 | 0.130 |
NFI (≥0.90) | 0.373 | 0.373 |
Indicator | Academic Learning | Cognitive Development | Development Needs | Functional Needs | Health & Physical Development | Social & Emotional Development |
---|---|---|---|---|---|---|
P2Q4 | 0.409 | 0.393 | 0.264 | 0.280 | 0.647 | 0.579 |
P2Q5 | 0.699 | 0.607 | 0.209 | 0.174 | 0.907 | 0.552 |
P2Q6 | 0.554 | 0.527 | 0.122 | 0.042 | 0.908 | 0.538 |
P2Q9 | 0.567 | 0.803 | 0.437 | 0.409 | 0.353 | 0.364 |
P2Q10 | 0.614 | 0.916 | 0.332 | 0.217 | 0.564 | 0.523 |
P2Q11 | 0.565 | 0.835 | 0.312 | 0.126 | 0.649 | 0.547 |
P2Q13 | 0.601 | 0.638 | 0.279 | 0.203 | 0.452 | 0.792 |
P2Q14 | 0.256 | 0.119 | 0.248 | 0.292 | 0.347 | 0.638 |
P2Q15 | 0.622 | 0.604 | 0.165 | 0.069 | 0.575 | 0.797 |
P2Q17 | 0.541 | 0.257 | 0.200 | 0.194 | 0.459 | 0.651 |
P2Q18 | 0.708 | 0.518 | 0.299 | 0.357 | 0.651 | 0.859 |
P2Q19 | 0.184 | −0.039 | 0.029 | 0.041 | 0.295 | 0.544 |
P2Q21 | 0.854 | 0.736 | 0.279 | 0.348 | 0.619 | 0.731 |
P2Q22 | 0.917 | 0.565 | 0.167 | 0.153 | 0.646 | 0.605 |
P2Q23 | 0.840 | 0.417 | 0.163 | 0.099 | 0.481 | 0.541 |
P3Q1 | 0.252 | 0.304 | 0.822 | 0.948 | 0.211 | 0.307 |
P3Q2 | 0.084 | 0.179 | 0.434 | 0.635 | −0.019 | 0.108 |
P3Q3 | 0.221 | 0.233 | 0.728 | 0.926 | 0.199 | 0.283 |
P3Q4 | 0.250 | 0.225 | 0.635 | 0.832 | 0.209 | 0.195 |
P3Q7 | 0.507 | 0.580 | 0.818 | 0.676 | 0.269 | 0.381 |
P3Q8 | 0.248 | 0.428 | 0.904 | 0.800 | 0.257 | 0.323 |
P3Q9 | −0.018 | 0.193 | 0.821 | 0.678 | 0.180 | 0.136 |
P3Q11 | 0.320 | 0.316 | 0.874 | 0.691 | 0.139 | 0.271 |
P3Q12 | 0.065 | 0.241 | 0.855 | 0.643 | 0.283 | 0.218 |
P3Q13 | 0.194 | 0.371 | 0.774 | 0.569 | 0.238 | 0.246 |
P3Q14 | −0.122 | 0.159 | 0.766 | 0.505 | −0.093 | 0.042 |
Construct | Functional Needs | Development Needs | Health and Physical Development | Cognitive Development | Social and Emotional Development | Academic Learning |
---|---|---|---|---|---|---|
Functional Needs | 0.844 | |||||
Development Needs | 0.796 | 0.831 | ||||
Health and Physical Development | 0.196 | 0.238 | 0.830 | |||
Cognitive Development | 0.284 | 0.418 | 0.622 | 0.853 | ||
Social and Emotional Development | 0.279 | 0.299 | 0.671 | 0.567 | 0.722 | |
Academic Learning | 0.250 | 0.243 | 0.679 | 0.682 | 0.734 | 0.871 |
Construct | Functional Needs | Development Needs | Health and Physical Development | Cognitive Development | Social and Emotional Development | Academic Learning |
---|---|---|---|---|---|---|
Development Needs | 0.860 | |||||
CI = 90% | ||||||
(0.774, 0.928) | ||||||
Health and Physical Development | 0.287 | 0.323 | ||||
CI = 90% | CI = 90% | |||||
(0.138, 0.441) | (0.184, 0.493) | |||||
Cognitive Development | 0.349 | 0.459 | 0.778 | |||
CI = 90% | CI = 90% | CI = 90% | ||||
(0.197, 0.512) | (0.315, 0.618) | (0.613, 0.891) | ||||
Social and Emotional Development | 0.314 | 0.309 | 0.822 | 0.617 | ||
CI = 90% | CI = 90% | CI = 90% | CI = 90% | |||
(0.171, 0.546) | (0.156, 0.539) | (0.674, 0.985) | (0.358, 0.954) | |||
Academic Learning | 0.265 | 0.295 | 0.827 | 0.793 | 0.792 | |
CI = 90% | CI = 90% | CI = 90% | CI = 90% | CI = 90% | ||
(0.131, 0.414) | (0.187, 0.359) | (0.683, 0.939) | (0.637, 0.930) | (0.653, 0.975) |
Construct | Functional Needs | Development Needs | Social and Emotional Development | Cognitive Development | Health and Physical Development | Academic Learning |
---|---|---|---|---|---|---|
Functional Needs | 1.000 | |||||
Development Needs | 1.000 | 1.060 | ||||
Social and Emotional Development | 1.000 | 1.473 | ||||
Cognitive Development | 1.473 | |||||
Health and Physical Development | 1.060 |
Item | Saturated Model | Estimated Model | ||||||
---|---|---|---|---|---|---|---|---|
Original Model | Sample Mean | 95% | 99% | Original Model | Sample Mean | 95% | 99% | |
SRMR (≤0.10) | 0.125 | 0.079 | 0.098 | 0.108 | 0.127 | 0.092 | 0.116 | 0.125 |
NFI (≥0.90) | 0.486 | 0.484 |
Path | Original Sample | Sample Mean | Standard Deviation | t Statistics | p Values | Causal Relationship | Effect Size, f2 |
---|---|---|---|---|---|---|---|
1. Functional Needs → Development Needs | 0.796 | 0.805 | 0.042 | 19.036 | 0.000 | Significant | 1.734 (p = 0.004) |
2. Social & Emotional Development → Health and Physical Development | 0.671 | 0.696 | 0.062 | 10.830 | 0.000 | Significant | 0.810 (p = 0.049) |
3. Cognitive Development → Academic Learning | 0.393 | 0.338 | 0.156 | 2.520 | 0.012 | Significant | 0.294 (p = 0.258) |
4. Social and Emotional Development → Academic Learning | 0.511 | 0.569 | 0.117 | 4.356 | 0.000 | Significant | 0.497 (p = 0.007) |
5. Development Needs → Social and Emotional Development | 0.299 | 0.325 | 0.138 | 2.173 | 0.030 | Significant | 0.098 (p = 0.481) |
6. Development Needs → Cognitive Development | 0.286 | 0.284 | 0.079 | 3.600 | 0.000 | Significant | 0.144 (p = 0.086) |
7. Health and Physical Development → Cognitive Development | 0.554 | 0.564 | 0.090 | 6.138 | 0.000 | Significant | 0.499 (p = 0.061) |
R Square | Adjusted R Square | |||||
---|---|---|---|---|---|---|
Construct | Original Sample | t Statistics | p Values | Original Sample | t Statistics | p Values |
Development Needs | 0.634 ## | 9.510 | 0.000 | 0.628 ## | 9.264 | 0.000 |
Social & Emotional Development | 0.089 # | 0.973 | 0.331 | 0.074 # | 0.794 | 0.427 |
Cognitive Development | 0.464 ## | 6.409 | 0.000 | 0.446 ## | 5.956 | 0.000 |
Health & Physical Development | 0.450 ## | 5.195 | 0.000 | 0.441 ## | 5.006 | 0.000 |
Academic Learning | 0.643 ## | 11.699 | 0.000 | 0.631 ## | 11.103 | 0.000 |
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Yew, W.C.; Kong, S.M.; Awang, A.H.; Yi, G.R. Developing a Conceptual Model for the Causal Effects of Outdoor Play in Preschools Using PLS-SEM. Sustainability 2022, 14, 3365. https://doi.org/10.3390/su14063365
Yew WC, Kong SM, Awang AH, Yi GR. Developing a Conceptual Model for the Causal Effects of Outdoor Play in Preschools Using PLS-SEM. Sustainability. 2022; 14(6):3365. https://doi.org/10.3390/su14063365
Chicago/Turabian StyleYew, Wong Chin, Sia Mal Kong, Abd Hair Awang, and Goh Rou Yi. 2022. "Developing a Conceptual Model for the Causal Effects of Outdoor Play in Preschools Using PLS-SEM" Sustainability 14, no. 6: 3365. https://doi.org/10.3390/su14063365