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Martina Schäfer, Noara Kebir, Daniel Philipp (editors) - TU Berlin

Martina Schäfer, Noara Kebir, Daniel Philipp (editors) - TU Berlin

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PROCEEDINGS Conference MPDES 2011<br />

Research Question Two<br />

To establish the influence of MTs on environmentally<br />

significant behaviour, it is important to review the<br />

interaction of the variables included within the<br />

supported hypothesis across the entire respondent<br />

population. The table of findings in Annex II<br />

represents the core results of each variable<br />

independently. In short, the univariate analysis<br />

revealed that there is a significant environmental<br />

commitment across the entire respondent population.<br />

This commitment is evidenced by high levels of<br />

respondent commitment to reducing energy use,<br />

reducing rubbish creation, installing energy efficiency<br />

improvements in the home, and environmentally<br />

conscious transport preferences. The analysis also<br />

demonstrates that the apparent uneven distribution<br />

across the responses to categorical or numerical<br />

questions potentially compounds the skewed<br />

responses to nominal responses (i.e. yes/no). Finally,<br />

the uneven distribution of responses may signal a<br />

sampling bias, which might affect the bivariate<br />

analysis of responses from the Generators and<br />

Average Users.<br />

Bivariate Analysis - Research Question One<br />

The application of the scoring matrix to the survey<br />

responses sheds light on the relationship between<br />

MTs in the home and overall individual energy<br />

demand. Generators achieved an average energy<br />

savings score of 78.6 kWh/d, whereas Average Users<br />

attained an averaged energy savings of 58.5 kWh/d.<br />

The difference of 20.1 kWh/d is substantial, achieving<br />

a 5% (F=0.00) significance level (Tp=4.5; p=0.43).<br />

On average, Generators save 26% more energy than<br />

Average Users. Generators and Average Users share a<br />

minimum score of 23kWh/d and differing maximum<br />

scores of 123 kWh/d and 112 kWh/d respectively. In<br />

the behaviours considered, individuals with MTs in<br />

their homes save more (i.e. use less) energy than<br />

individuals who do not generate their own energy.<br />

Bivariate Analysis - Research Question Two<br />

Hypothesis A<br />

The univariate analysis on the Air Temperature<br />

variable discovered that there were two outliers,<br />

which were removed before this test was conducted.<br />

The average home temperatures of the Energy<br />

Generator and Average Energy User groups were<br />

18.98 °C and 19.00 °C respectively—a statistically<br />

insignificant difference. Hypothesis A is rejected at a<br />

5% (F=.93) significance level (Tp=-0.057; p=0.86).<br />

Thus, the results suggest that the presence of MTs has<br />

no relationship with home air temperature.<br />

Hypothesis B<br />

Only thirty-seven (67.3%) Average Users have<br />

double-glazed windows compared to sixty-four<br />

(95.6%) Generators, resulting in a difference of<br />

28.3%. This outcome represents a statistically<br />

significant difference. Hypothesis B is not rejected at<br />

a 5% (F=0.00) significance level. Consequently, the<br />

findings demonstrate that the presence of MTs has a<br />

positive relationship with the likelihood home<br />

windows are double-glazed.<br />

Hypothesis C<br />

Sixty-one (91.0%) Generators have improved<br />

insulation in their home, a number comprising over<br />

70% of total respondents with improved insulation.<br />

Only twenty-five (46.3%) Average Users reported<br />

having improved insulation. This finding represents a<br />

statistically significant result (F=0.00) that supports<br />

Hypothesis C. Therefore, the presence of MTs has a<br />

positive relationship with the likelihood insulation in<br />

the home has been improved.<br />

Hypothesis D<br />

An understanding of the respondents‘ commitment to<br />

recycling was captured by collectively analysing three<br />

recycling oriented variables: commitment to recycling<br />

and recycling of kitchen and electronic waste.<br />

Generators ―always‖, ―sometimes‖ and ―never‖<br />

recycle 82.1%, 17.9%, and 0% respectively,<br />

compared to 80.2%, 18.2% and 1.8% of Average<br />

Users. This result does not represent a statistically<br />

significant difference, exceeding a 5% significance<br />

level (F=0.54). More Generators recycle kitchen<br />

waste (85.1% to 49.1%) and electronic waste (56.7%<br />

to 34.5%) then Average Users. Using a Chi-Squared<br />

test, the kitchen and electronic waste recycling results<br />

represents a statistically significant finding (F=0.0<br />

and F=0.15). Recycling kitchen and electronic waste<br />

represents a commitment to recycling. Findings<br />

indicate that the presence of MTs lead to a greater<br />

commitment to recycling.<br />

Hypothesis E<br />

On average, Generators and Average Users eat meat<br />

4.08 and 3.66 days per week respectively.<br />

Conducting a T-test reveals that this result is<br />

statistically insignificant. Hypothesis E is rejected at a<br />

5% (F=0.29) significance level (Tp = 1.07; p=0.73).<br />

MTs have no relationship with daily meat<br />

consumption.<br />

Hypothesis F<br />

Average Users profess to ―always‖, ―sometimes‖, and<br />

―never‖ consciously reduce the amount of packaging<br />

purchased during shopping 18.9%, 79.2% and 1.9%<br />

of the time respectively. Generators only try to avoid<br />

purchasing of packaging-intensive goods 26.9%,<br />

67.2% and 6.0% of the time for the same response<br />

categories. While the response percentages are each<br />

categorically different, this result fails to meet a 5%<br />

(F=0.27) significance level. Hypothesis F is incorrect.<br />

MTs have no relationship with packaging<br />

consumption behavior.<br />

Hypothesis G<br />

Relating to response trends revealed in Hypothesis F,<br />

Generators and Average Users gave the importance of<br />

reducing less rubbish a score of 1.67 and 1.80<br />

respectively. Responses were ranked on scale of one<br />

to four, one being very important and four being<br />

unimportant. The groups‘ responses trend toward<br />

feeling that creating less rubbish is important (score<br />

179

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