Whilst completing this assessment task, you will identify appropriate methods of data collection relevant to yourtopic. You will subsequently perform the data collection and apply both qualitative and quantitative statistic alanalyses to draw insightful conclusions from the data. As part of this work, you are required to also identify potential sources of error in the collected data, e.g. instrumentation errors. You will also demonstrate the use and interpretation of one- and two-dimensional statistical analysis techniques through the analysis of the collected research related datasets. Part of your work will need to include a statistical validation check and you will need to comment on the reliability and limitations using established engineering techniques. Finally, you are to also propose solutions to add to or improve the quality of the data. Identify the sort or type of data that you will would collect and how you would go about obtaining it.
Statistics is used, here, to find a pattern within the data. Present your data and findings in the most meaningful way so that it is interesting to a professional audience.
Data Collection
The research paper is prepared in order to understand the pertinent problem regarding rise in global warming and changes in the climate all over the world due to rise in the emission of greenhouse gases globally. The rise in the temperature has led to problems in the living style of the individuals. There have been various types of processes that have been undertaken in order to reduce the level of temperature and it is seen that even the society has undertaken various strategies to make use of the heat for sustainable purposes and even reduce the temperature in the given locality. The use of heat absorbing materials is a new initiative with the help of which the electricity can be generated and the heat can be absorbed to reduce the air temperature of the area.
The use of solar panels is an advantageous method with the help of which the the heat energy from the sun is converted into electrical energy that can be used for various purposes in order raise the standard of living and even reduce the temperature and thereby reducing the adverse impact on the environment. However, it is seen that there are various other alternate methods that can be used to reduce the heat of the atmosphere. This has created a confusion among the consumers as they are not sure which process to use and which is the process that will be more advantageous to them. This pertinent problem has motivated various researcher to undertake researches that will be influential to find out the correct answer. The paper primarily has the idea of collecting data with respect to the topic and then undertake extensive analysis in order to gain the accurate results.
It is seen that in this study, the researcher has made use of primary data as the data from the direct sources will be influential for the giving out the best results. The paper utilises quantitative and qualitative statistical tools in order to analyse the data that are obtained so that precise and accurate results can be obtained for understanding whether the solar panels are influential as a heat absorbing material in buildings. The data has been collected with the help of the questionnaires and the questions have been constructed with respect to the pertinent problem.
The researcher has preferred a particular region where the rise in temperature has been increasing a vast rate during the current years. The people in this area have sufficient knowledge about research problem and therefore, the data that have been collected can be useful for the gaining accurate results. The time frame of the research being limited has compelled the researcher to select a sample size of thirty respondents that will be chosen from the preferred geographical location of the researcher. The sample has been chosen with the help of the probability simple random sampling that will aid the researcher to cover the entire population of the selected region and therefore, a representative from the various regions of the area can be chosen who can give out their feedback regarding the same research problem. The use of this sampling method can be useful as it gives the opportunity to the overall population a chance of getting selected as a respondent.
Sample Selection and Size
The questionnaire that has been framed comprises of close ended questions that are topic specific so that it will be easier for the participants to answer without any difficulty. The questions are according to the research problem and are simple so that it becomes easier for the respondents to answer and give out accurate answers that will be helpful to gain the accurate answers. The questions of the questionnaire are discussed as follows:
Q1. What is your age group?
- 18-25 years
- 25- 35 years
- 35-45 years
- 45-55 years
- 55 years and above
Q2. What is your gender?
- Male
- Female
Q3. Do you have knowledge about change in climate due to rise in pollution?
- Yes
- No
- May Be
- No Idea
Q4. Which is the appropriate method to reduce the temperature of a building in a society?
- Green Roofing
- Solar Panels
- Heat Absorbing Materials
Q5. Do you have knowledge about Solar Panels?
- Yes
- No
- May Be
- No Idea
Q6. Do you feel that Solar Panels are useful for electricity generation and reduction of temperature in the society?
- Strongly Agree
- Agree
- Neutral
- Disagree
- Strongly Disagree
Q7. Do you think solar panels are a cost effective device with respect to the other equipment?
- Strongly Agree
- Agree
- Neutral
- Disagree
- Strongly Disagree
Q8. Do you think Solar Panels are useful for the development of the society and reducing the temperature?
- Strongly Agree
- Agree
- Neutral
- Disagree
- Strongly Disagree
Answer to Question No 1
Age group |
Frequency |
Cumulative Frequency |
Percentage |
18-25 Years |
3 |
3 |
10.00% |
25-35 Years |
10 |
13 |
33.33% |
35-45 Years |
10 |
23 |
33.33% |
45 -55 Years |
5 |
28 |
16.67% |
55 Years and above |
2 |
30 |
6.67% |
Total |
30 |
30 |
30 |
The data collected for this question reveals that 33% of the respondents are within the age group of 25-35 years and 33% of the respondents are from the age group of 35-45 years. 17% are from the age group of 45-55 years while 10% are from the age group of 18-25 years. It is even seen that only 7% are from the age group of 55 years and above.
Answer to Question No 2
Gender |
Frequency |
Cumulative Frequency |
Percentage |
Male |
18 |
18 |
60.00% |
Female |
12 |
30 |
40.00% |
Total |
30 |
30 |
100.00% |
The analysis of the feedback of the respondents reveal that 60% of the respondents are male and the rest 40% are female and therefore, it is seen that male dominate the sample even though the researcher has tried to keep a balance within the selection procedure.
Answer to Question No 3
Climate Change |
Frequency |
Cumulative Frequency |
Percentage |
Yes |
22 |
22 |
73.33% |
No |
2 |
24 |
6.67% |
May be |
3 |
27 |
10.00% |
No idea |
3 |
30 |
10.00% |
Total |
30 |
30 |
100% |
This question asks the respondents about the fact that whether they knowledge about the transformation in climate due to increase in pollution. It is seen that 73% of them have knowledge about the climate change while 10% say they have no idea and 10% say may be. An insignificant percentage of 7% say no and therefore it can be said that most of the people have knowledge about the change in climate and therefore they undertake various measures to reduce this problem.
Answer to Question No 4
Appropriate Method |
Frequency |
Cumulative Frequency |
Percentage |
Green roofing |
8 |
8 |
26.67% |
Solar Panels |
16 |
24 |
53.33% |
Heat Absorbing Material |
6 |
30 |
20.00% |
Total |
30 |
30 |
100.00% |
Questionnaire
he analysis of the feedback reveals that 53% of the respondents say solar panel is the suitable method to reduce the temperature and heat in the environment. 27% of the respondents reveal that green roofing is suitable for reducing the method and 20% reveal other heat absorbing materials are suitable for reducing the temperature. Therefore, it is seen that solar panels are mostly chosen by the respondents.
Answer to Question No 5
Knowledge of Solar panels |
Frequency |
Cumulative Frequency |
Percentage |
Yes |
18 |
18 |
60.00% |
No |
5 |
23 |
16.67% |
May be |
3 |
26 |
10.00% |
No idea |
4 |
30 |
13.33% |
Total |
30 |
30 |
100% |
The evaluation of the data discovers that 60% of the respondents have knowledge about solar panels being used as a heat absorbing material and thereby reducing the temperature and even using the heat energy for substantial use. 17% of the respondents say no and mean that they do not have knowledge about solar panels. 13% of the respondents reveal that they have no idea about solar panels and only 10% say may be. It is thus seen that most of the participants have knowledge about solar panels.
Answer to Question No 6
Electricity Generation |
Frequency |
Cumulative Frequency |
Percentage |
Strongly Agree |
12 |
12 |
40.00% |
Agree |
10 |
22 |
33.33% |
Neutral |
1 |
23 |
3.33% |
Disagree |
5 |
28 |
16.67% |
Strongly Disagree |
2 |
30 |
6.67% |
Total |
30 |
30 |
100% |
The analysis of the feedback reveal that 40% of the respondents strongly agree that solar panels are useful for electricity generation. 33% of the respondents agree to this question about the usefulness of the solar panels for electricity generation. 17% of the respondents disagree to this statement while 7% strongly disagree to this statement. Only 3% of the respondents are neutral to this statement revealing that the utility of electricity generation is possible through solar panels.
Answer to Question No 7
Cost Effective Device |
Frequency |
Cumulative Frequency |
Percentage |
Strongly Agree |
7 |
7 |
23.33% |
Agree |
9 |
16 |
30.00% |
Neutral |
8 |
24 |
26.67% |
Disagree |
3 |
27 |
10.00% |
Strongly Disagree |
3 |
30 |
10.00% |
Total |
30 |
30 |
100% |
The analysis of the data revealed with respect to this question show that 30% of the respondents agree that solar panels are cost effective while 23% of the participants strongly agree to this statement. 27% of the respondents remain neutral and 10% each of the respondents disagree and strongly disagree to the statement each. A higher percentage in the neutral section reveals that there is a confusion among the respondents regarding their cost effectiveness and thus the cost efficiency remains a concern for the society.
Answer to Question No 8
Development of Society |
Frequency |
Cumulative Frequency |
Percentage |
Strongly Agree |
15 |
15 |
50.00% |
Agree |
8 |
23 |
26.67% |
Neutral |
3 |
26 |
10.00% |
Disagree |
3 |
29 |
10.00% |
Strongly Disagree |
1 |
30 |
3.33% |
Total |
30 |
30 |
100% |
The analysis of the data with respect to this question reveal that 50% of the participants strongly agree that solar panels are useful for the development of the society. 27% agree to this statement while 10% are neutral. It is seen that a small percentage of the respondents that comprises of 10% disagree to this statement and 3% strongly disagree to this statement.
Data Analysis and Interpretation
Age |
Gender |
Climate Change |
Temperature |
|
Mean |
2.766666667 |
1.4 |
1.566666667 |
1.93333333 |
Standard Error |
0.195837919 |
0.090971765 |
0.18987796 |
0.12624855 |
Median |
3 |
1 |
1 |
2 |
Mode |
2 |
1 |
1 |
2 |
Standard Deviation |
1.072648457 |
0.498272879 |
1.040004421 |
0.69149181 |
Sample Variance |
1.150574713 |
0.248275862 |
1.081609195 |
0.47816092 |
Kurtosis |
-0.324192719 |
-1.949955908 |
1.020367139 |
-0.7698912 |
Skewness |
0.321445537 |
0.430056949 |
1.583677915 |
0.08740459 |
Range |
4 |
1 |
3 |
2 |
Minimum |
1 |
1 |
1 |
1 |
Maximum |
5 |
2 |
4 |
3 |
Sum |
83 |
42 |
47 |
58 |
Count |
30 |
30 |
30 |
30 |
Confidence Level(95.0%) |
0.400533516 |
0.186058151 |
0.388344033 |
0.25820728 |
Descriptive Statistics
Solar Panel Knowledge |
Useful |
Cost Effective |
Society Development |
1.766666667 |
2.166666667 |
2.53333333 |
1.9 |
0.201621777 |
0.240130871 |
0.22860564 |
0.210909361 |
1 |
2 |
2 |
1.5 |
1 |
1 |
2 |
1 |
1.104327954 |
1.315250948 |
1.25212463 |
1.155198147 |
1.21954023 |
1.729885057 |
1.56781609 |
1.334482759 |
-0.123322869 |
-0.387485474 |
-0.4942492 |
0.591313798 |
1.155959603 |
0.938210283 |
0.54017947 |
1.213638854 |
3 |
4 |
4 |
4 |
1 |
1 |
1 |
1 |
4 |
5 |
5 |
5 |
53 |
65 |
76 |
57 |
30 |
30 |
30 |
30 |
0.412362835 |
0.491122776 |
0.46755102 |
0.431358077 |
Correlation
Age |
Gender |
Climate Change |
Temperature |
Solar Panel Knowledge |
Useful |
Cost Effective |
Society Development |
|
Age |
1 |
|||||||
Gender |
0.76131 |
1 |
||||||
Climate Change |
0.80265 |
0.67873 |
1 |
|||||
Temperature |
0.86161 |
0.68054 |
0.77358 |
1 |
||||
Solar Panel Knowledge |
0.85487 |
0.8648 |
0.92974 |
0.79174 |
1 |
|||
Useful |
0.93287 |
0.78926 |
0.91173 |
0.84676 |
0.92985 |
1 |
||
Cost Effective |
0.91742 |
0.80694 |
0.8456 |
0.91865 |
0.89111 |
0.90734 |
1 |
|
Society Development |
0.89886 |
0.79077 |
0.90985 |
0.81155 |
0.95416 |
0.94186 |
0.92021 |
1 |
The evaluation of the research topic show that there are several areas where improvements can be undertaken in order to enhance the research process. A suggestion can be given that undertaking a larger sample size will be helpful for giving out better results as a larger sample size will include more participants from the population and thus various new answers and ideas can be obtained that can be essential for accurate and precise results. It is even seen that if the research is undertaken within a larger time frame, then the researcher will get sufficient time to undertake the research and thus better analysis is possible that will give out appropriate results.
Conclusion
The evaluation of the research paper reveals that quantitative and qualitative analysis is undertaken in the research so that the data can be scrutinised effectively and the research problem can be identified and rectified with ease. The use of descriptive statistics and correlation is useful for the research and evaluation of the primary data reveals that solar panels are the most cost-effective measure that is useful for reducing the temperature in buildings and the use of solar panels even aids in the generation of electricity through renewable sources that will decrease the pressure over the non-renewable sources thereby helping the environment to stay fit and healthy.
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