Natural Environments and Childhood Experiences Promoting Physical Activity, Examining the Mediational Effects of Feelings about Nature and Social Networks
Abstract
:1. Introduction
1.1. Physical Activity and Natural Environments
1.2. Natural Environments Promoting Physical Activity: What Are the Determining Factors?
1.3. The Present Research and Hypotheses
- (H1)
- Participation in NE-based PA for at least 60 or 150 min within a regular week is predicted by the perceived availability of NEs, as indicated by self-reported proximity to NEs and perceived supportiveness of nearby NEs for PA;
- (H2)
- Participation in NE-based PA for at least 60- or 150-min within a regular week is predicted by childhood experiences, independent of other socio-demographic characteristics and the perceived availability of NEs;
- (H3)
- The relationships of participation in NE-based PA with perceived availability of NEs and childhood experiences are mediated by people’s feelings about nature and their social networks for NE-based PA.
2. Method
2.1. Study Design and Respondents
2.2. Dependent Variable: Weekly Levels of Participation in NE-Based PA
2.3. Independent Variables: Measurements of Perceived Availability of NEs and Childhood Experiences
2.4. Mediators: Inter- and Intra-Individual Aspects of NE-Based PA
2.5. Covariates
- Gender;
- Age;
- Educational level (“primary/compulsory education level” up to “university level”; the item “I’m currently studying” was also included);
- Yearly household income (“≤399,000 NOK”, “400,000–799,000 NOK”, “>800,000 NOK”; the item also included the answer alternatives “I don’t know” and “I don’t want to report it”, which were excluded from further the analysis);
- Co-inhabitation nucleus, defined as “being married or living with partner”, “living alone”, “living with friends” and “living with parents” (the two latter were pulled together due to small frequency);
- Whether respondents had responsibility for small children living at home with them permanently or frequently;
- Region of residence (subsequently grouped into seven major geographical areas);
- Centrality (living in a “large city”, “small city”, “town/village”, “countryside”);
- An objective measure of NE coverage within the municipality served as an indicator measure of the potential availability of NEs. Information about NE coverage (in square kilometres) for 441 Norwegian municipalities was obtained through a web-based resource of the national statistics agency, Statistics Norway [36], the available data being collected between September 2012 and August 2013 from registries and geographical information systems. The types of NE used for the present study included forests, open spaces of dry land, swampy areas, fresh water, bare mountains, gravel and scree, green spaces and sports fields. The “sports field” coverage is a confounder in this variable, but unfortunately it was impossible to separate it from the measure “green space”. The contribution of these measures, combined with the overall variables, was, however, quite small when compared with the other environments included, so it was deemed that possible confounding effects were, to a certain extent, negligible. The absolute values of NE coverage (km2) were subsequently recoded in an interval variable (1 ≤ 100 km2; 2 = 100–299 km2; 3 = 300–599 km2; and 4 ≥ 600 km2), to reduce the impact of outliers and obtain better data distribution.
2.6. Statistical Analysis
- If, a significant effect of the independent variable on NE-based PA was observed, linear regression was used to estimate the relation between the independent variable and the mediators (path a).
- The mediators were added to the model of “self-reported proximity to NEs”, “perceived supportiveness of NEs for PA” and “childhood experiences”, controlled for the socio-demographic characteristics, and the unstandardized coefficients were used to estimate the relation between the mediators and weekly participation in NE-based PA (path b). “Feelings about nature” and “social networks” were estimated simultaneously, but also tested individually, to better establish their contribution to the model.
- The extent of the mediational effect was established using a Monte Carlo method for assessing mediation (MCMAM [41]). According to this method, a mediational effect is considered significant when the confidence intervals for the indirect effects do not include zero (i.e., the null hypotheses of no mediation is rejected). The level of confidence was set as 95%, and the number of repetitions for the simulation was set as 20,000. To make the coefficients for path a and path b comparable across the equations, a correction was applied using the method described by MacKinnon and Dwyer [42].
3. Results
3.1. Sample Characteristics
3.2. Associations of NE-Based PA with Perceived Availability of NEs
3.3. Associations of NE-Based PA with Childhood Experiences
3.4. Mediational Analysis
4. Discussion
4.1. Summary of Results
4.2. Physical Activity is Predicted by Perceived Supportiveness of NEs for PA to a Greater Extent as Compared with Self-Reported Proximity to NEs
4.3. Perceived Supportiveness of NEs for PA and Childhood Experiences Make Independent Contributions in Predicting High Physical Activity Levels
4.4. The Relations of Physical Activity with Perceived Supportiveness of NEs for PA and Childhood Experiences are Mediated by Feelings about Nature and Social Networks
4.5. Strength and Limitations of the Study
4.6. Implications
- Protect and enhance access to NEs that support PA and are well suited to the needs and profile of local communities. It should be noted that, as opposed to other studies available in the literature, the variable used in this study did not specify what type of NE, or feature contained within it, was perceived as “supportive for PA”. It is expected that individuals from different backgrounds and with different preferences for PA assign different values to NEs, to the extent to which they consider them suitable for PA [62]. For example, some people with more experience of NE-based PA are likely to be more comfortable and perceive fewer barriers in NEs such as forests or open mountains, whereas other less experienced individuals might see these NEs as almost inaccessible. It is therefore especially important to take into account the way local communities perceive the available NEs; therefore “bottom-up” approaches for improvements of the local NEs should be considered.
- Foster supportive social networks for NE-based PA, e.g., facilitating buddy systems, programming walking/exercising groups in local NEs and/or organizing internet communities. This approach should target particularly those who engage in NE-based PA in small or irregular amounts.
- Elicit enhanced feelings about nature by promoting positive experiences in pleasant NEs and activities that aim to re-connect people with the natural world. Such interventions should target children especially, but can and should also involve adults. More attention should be put into encouraging NE-based PA in women as they were found to be less likely to engage in higher amounts of NE-based PA.
5. Conclusions
Acknowledgments
Author Contributions
Conflicts of Interest
References
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Variable | Total Sample (n = 2168) |
---|---|
Gender (%) | |
Male | 50.4 |
Female | 49.6 |
Age (%) | |
18–44 years | 30.3 |
45–64 years | 48.7 |
>65 years | 21.0 |
Education (%) | |
≤10 years (compulsory) | 8.4 |
11–13 years (high school) | 28.1 |
>13 years (higher education) | 46.1 |
Currently studying | 17.4 |
Household income (6 NOK ≈ 1 US$) (%) | |
≤399,000 NOK | 15.7 |
400,000–799,000 NOK | 40.8 |
>800,000 NOK | 33.7 |
Missing | 9.8 |
Co-inhabitation nucleus (living with …) (%) | |
Parents or friends | 4.6 |
Alone | 26.1 |
Spouse or partner | 69.3 |
Small children at home (%) | |
Living with children | 28.9 |
No children | 71.1 |
Region (major geographical areas) (%) | |
Oslo and Akershus | 25.9 |
Hedmark and Oppland | 8.1 |
South-eastern Norway | 18.5 |
Agder and Rogaland | 11.7 |
Western Norway | 17.8 |
Trøndelag | 8.4 |
Northern Norway | 9.7 |
Centrality (%) | |
Large city | 36.0 |
Small city | 24.1 |
Town/village | 24.2 |
Countryside | 15.7 |
NE coverage within the municipality (absolute values) (%) | |
<100 km2 | 17.3 |
100–299 km2 | 28.1 |
300–599 km2 | 33.0 |
≥600 km2 | 20.4 |
Not available | 1.1 |
NE coverage within the municipality (adjusted for the municipality’s size) (%) | |
≤25% | 10.4 |
26%–50% | 25.1 |
51%–75% | 29.2 |
76%–100% | 24.9 |
Not available | 1.1 |
Self-reported proximity to NEs (%) “How far, more or less, is the closest park, green space or other natural environment from where you live?” | |
<100 m | 41.2 |
100–199 m | 23.1 |
200–499 m | 12.6 |
500 m to 1 km | 15.2 |
>1 km | 6.3 |
I don’t know | 1.6 |
Perceived supportiveness of NEs for PA (%) “From my home, natural environments where I can walk, hike or use for PA are easily accessible” | |
It suits me very well | 55.4 |
It suits me rather well | 29.0 |
It suits me little | 15.1 |
It does not suit me | 2.9 |
Not applicable | 0.4 |
Walking or exercising in natural environments (NE-based PA) (%) | |
<60 min/week | 49.9 |
60–149 min/week | 30.4 |
150+ min/week | 20.5 |
Other forms of leisure-time PA (%) (organized sports, exercise in the gym or other activities) | |
<60 min/week | 60.9 |
60–149 min/week | 21.3 |
150+ min/week | 17.8 |
Childhood experiences (Mean ± SD) * Included items: | 2.34 ± 0.63 |
I often experienced nature’s quietness | |
I often engaged in walks or hiking trips in the forest | |
I often engaged in walks or hiking trips in the mountains | |
I often visited the seaside | |
I often went fishing | |
I often went skiing | |
I often engaged in orienteering | |
Feelings about nature (Mean ± SD) * Included items (ranked by factor loading): | 3.14 ± 0.72 |
I get in a good mood when I’m in nature | |
I like nature’s quietness | |
Experiences of nature are important to me | |
I experience positive feelings of mastery when I engage in PA in nature | |
Social networks for NE-based PA (Mean ± SD) * Included items (ranked by factor loading): | 2.26 ± 0.67 |
I am often invited to participate in some PA in nature | |
I often engage in NE-based PA together with friends | |
I often engage in NE-based PA together with my children | |
I know many people who engage in PA in nature |
Predictors | Walking or Exercising in NEs (NE-Based PA) | |||||
---|---|---|---|---|---|---|
Cut Off 60 min/Week (n = 2137) | Cut Off 150 min/Week (n = 2137) | |||||
p | OR | 95% CI | p | OR | 95% CI | |
Self-reported proximity to NEs | 0.039 | 0.93 | (0.86–1.00) | 0.013 | 0.89 | (0.82–0.98) |
Perceived supportiveness of NEs for PA | <0.001 | 1.38 | (1.22–1.56) | <0.001 | 1.57 | (1.32–1.86) |
Childhood experiences | 0.001 | 1.30 | (1.12–1.50) | 0.001 | 1.36 | (1.14–1.63) |
Gender | ||||||
Male | - | - | ||||
Female | n.s. | 1.11 | (0.93–1.33) | n.s. | 0.89 | (0.71–1.11) |
Age (years) | <0.001 | 1.03 | (1.02–1.04) | <0.001 | 1.03 | (1.02–1.04) |
Education level (years) | ||||||
≤10 (compulsory) | - | - | ||||
11–13 (high school) | n.s. | 1.06 | (0.74–1.52) | n.s. | 0.88 | (0.58–1.35) |
>13 (higher education) | n.s. | 1.15 | (0.81–1.62) | n.s. | 0.92 | (0.62–1.37) |
Currently studying | n.s. | 1.09 | (0.74–1.61) | n.s. | 0.82 | (0.52–1.30) |
Income (NOK) (6 NOK ≈ 1 US$) | ||||||
≤399,000 | - | - | ||||
400,000–799,000 | n.s. | 0.88 | (0.68–1.13) | n.s. | 0.82 | (0.59–1.12) |
>800,000 | n.s. | 1.02 | (0.77–1.35) | n.s. | 1.11 | (0.78–1.56) |
Missing | n.s. | 0.97 | (0.68–1.38) | n.s. | 0.86 | (0.55–1.35) |
Co-inhabitation nucleus | ||||||
Living with parents/friends | - | - | ||||
Living alone | n.s. | 1.12 | (0.66–1.91) | n.s. | 0.83 | (0.39–1.77) |
Living with spouse/partner | n.s. | 1.36 | (0.81–2.27) | n.s. | 1.06 | (0.51–2.21) |
Having small children | ||||||
No | - | - | ||||
Yes | n.s. | 1.07 | (0.86–1.32) | n.s. | 0.89 | (0.68–1.18) |
Region | ||||||
Oslo and Akershus | - | - | ||||
Hedmark and Oppland | n.s. | 0.81 | (0.55–1.19) | n.s. | 0.78 | (0.47–1.29) |
South-eastern Norway | n.s. | 0.89 | (0.66–1.21) | n.s. | 0.92 | (0.63–1.36) |
Agder and Rogaland | n.s. | 1.34 | (0.98–1.83) | n.s. | 1.20 | (0.82–1.76) |
Western Norway | n.s. | 1.24 | (0.94–1.62) | 0.019 | 1.49 | (1.09–2.07) |
Trøndelag | n.s. | 0.95 | (0.67–1.34) | n.s. | 1.26 | (0.82–1.93) |
Northern Norway | n.s. | 0.79 | (0.54–1.15) | n.s. | 1.02 | (0.64–1.63) |
Centrality | ||||||
Large city | - | - | ||||
Small city | n.s. | 0.91 | (0.70–1.18) | n.s. | 1.23 | (0.90–1.69) |
Small town | n.s. | 0.89 | (0.69–1.14) | n.s. | 1.01 | (0.74–1.38) |
Countryside | n.s. | 0.92 | (0.68–1.23) | n.s. | 1.31 | (0.92–1.66) |
Municipality’s NE coverage (km2) | n.s. | 1.04 | (0.94–1.16) | n.s. | 0.99 | (0.87–1.12) |
Explained variance (Nagelkerke’s R2) (%) | 10 | 11 |
Predictor | Walking or Exercising in NEs (NE-Based PA) | |||||
---|---|---|---|---|---|---|
Cut-Off 60 min/Week (n = 2134) | Cut-Off 150 min/Week (n = 2134) | |||||
p | OR | 95% CI | p | OR | 95% CI | |
Feelings about nature | <0.001 | 1.68 | (1.42–1.98) | <0.001 | 2.04 | (1.62–2.56) |
Social networks for NE-based PA | <0.001 | 1.88 | (1.59–2.23) | <0.001 | 1.67 | (1.37–2.05) |
Self-reported proximity to NEs | n.s. | 0.96 | (0.89–1.03) | n.s. | 0.93 | (0.85–1.02) |
Perceived supportiveness of NEs for PA | n.s. | 1.01 | (0.88–1.16) | n.s. | 1.10 | (0.91–1.32) |
Childhood experiences | n.s. | 0.86 | (0.73–1.02) | n.s. | 0.90 | (0.74–1.11) |
Gender | ||||||
Male | - | - | ||||
Female | n.s. | 0.90 | (0.75–1.09) | 0.003 | 0.70 | (0.55–0.88) |
Age (years) | <0.001 | 1.04 | (1.03–1.04) | <0.001 | 1.04 | (1.03–1.05) |
Education level (years) | ||||||
≤10 (compulsory) | - | - | ||||
11–13 (high school) | n.s. | 1.14 | (0.78–1.65) | n.s. | 0.92 | (0.60–1.44) |
>13 (higher education) | n.s. | 1.10 | (0.77–1.58) | n.s. | 0.89 | (0.59–1.35) |
Currently studying | n.s. | 0.97 | (0.65–1.46) | n.s. | 0.74 | (0.46–1.20) |
Income (NOK) (6 NOK ≈ 1 US$) | ||||||
≤399.000 | - | - | ||||
400.000–799.000 | n.s. | 0.89 | (0.68–1.16) | n.s. | 0.82 | (0.59–1.14) |
>800.000 | n.s. | 1.08 | (0.81–1.44) | n.s. | 1.18 | (0.83–1.68) |
Missing | n.s. | 0.97 | (0.67–1.41) | n.s. | 0.86 | (0.54–1.36) |
Co-inhabitation nucleus | ||||||
Living with parents/friends | - | - | ||||
Living alone | n.s. | 1.07 | (0.62–1.84) | n.s. | 0.78 | (0.36–1.66) |
Living with spouse/partner | n.s. | 1.27 | (0.74–2.16) | n.s. | 0.96 | (0.45–2.01) |
Having small children | ||||||
No | - | - | ||||
Yes | n.s. | 1.01 | (0.81–1.26) | n.s. | 0.76 | (0.46–1.30) |
Region | ||||||
Oslo and Akershus | - | - | ||||
Hedmark and Oppland | n.s. | 0.82 | (0.55–1.23) | n.s. | 0.77 | (0.46–1.30) |
South-eastern Norway | n.s. | 0.91 | (0.66–1.25) | n.s. | 0.94 | (0.63–1.39) |
Agder and Rogaland | n.s. | 1.34 | (0.97–1.85) | n.s. | 1.17 | (0.79–1.73) |
Western Norway | n.s. | 1.26 | (0.95–1.67) | 0.014 | 1.50 | (1.07–2.11) |
Trøndelag | n.s. | 0.99 | (0.69–1.41) | n.s. | 1.33 | (0.86–2.05) |
Northern Norway | n.s. | 0.84 | (0.57–1.25) | n.s. | 1.09 | (0.67–1.75) |
Centrality | ||||||
Large city | - | - | ||||
Small city | n.s. | 0.91 | (0.69–1.19) | n.s. | 1.24 | (0.90–1.73) |
Town/village | n.s. | 0.96 | (0.74–1.25) | n.s. | 1.08 | (0.78–1.50) |
Countryside | n.s. | 0.85 | (0.63–1.16) | n.s. | 1.25 | (0.87–1.79) |
Municipality’s NE coverage (km2) | n.s. | 1.03 | (0.93–1.15) | n.s. | 0.98 | (0.86–1.12) |
Explained variance (Nagelkerke R2) (%) | 17 | 17 |
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Calogiuri, G. Natural Environments and Childhood Experiences Promoting Physical Activity, Examining the Mediational Effects of Feelings about Nature and Social Networks. Int. J. Environ. Res. Public Health 2016, 13, 439. https://doi.org/10.3390/ijerph13040439
Calogiuri G. Natural Environments and Childhood Experiences Promoting Physical Activity, Examining the Mediational Effects of Feelings about Nature and Social Networks. International Journal of Environmental Research and Public Health. 2016; 13(4):439. https://doi.org/10.3390/ijerph13040439
Chicago/Turabian StyleCalogiuri, Giovanna. 2016. "Natural Environments and Childhood Experiences Promoting Physical Activity, Examining the Mediational Effects of Feelings about Nature and Social Networks" International Journal of Environmental Research and Public Health 13, no. 4: 439. https://doi.org/10.3390/ijerph13040439
APA StyleCalogiuri, G. (2016). Natural Environments and Childhood Experiences Promoting Physical Activity, Examining the Mediational Effects of Feelings about Nature and Social Networks. International Journal of Environmental Research and Public Health, 13(4), 439. https://doi.org/10.3390/ijerph13040439