For example, one of the statements might be “The staff member appears knowledgeable regarding the store’s products” and the customer would give a score based upon how much they agree with the statement. Now consider a situation in which 100 customers provide a response to this statement and they are distributed as follows
1 – Strongly Disagree |
10 (10%) |
2 – Disagree |
25 (25%) |
3 – Unsure |
17 (17%) |
4 – Agree |
32 (32%) |
5 – Strongly agree |
16 (16%) |
Now let’s assume that the store wants to summarise this data into a single score. They calculate this score by multiplying the number of responses by the number assigned, adding the five together and dividing by the number of respondents. In this case,
(10 + 50 + 51 + 128 + 80) / 100 = 319/100
= 3.19
Explain why this value is not a valid summary of the data collected. Suggest a more valid way of representing the data. Justify your response.
Which of the studies would give you the firmest evidence of whether your theory is correct? Justify your answers.
1. In the current equation, we can see the calculations based on the averaging of the Likert Data. Considering the fact that 17 percent of the respondents are unsure. This median of 3.19 cannot be justified because of it bents the equation toward the solution that supports the bracket of “strong agreement “for the statement. We cannot undermine the fact that the opinion of the 17 percent of people (not sure) should be treated as a very strong variable in this case.
The IQR technique can act as a tool to check the impact of the variable
In order to nullify this unwarranted variable, we can use the technique of finding an Inter-quartile range (IQR). IQR range can act as a confirmatory value on the validity of 3.19. IQR is the difference between 75th and 25th percentiles between the upper and the lower quartiles (Kumar, 2015). If the value of IQR is one or two then the current value is closer to the interpretation that it is a strong opinion. If the IQR is in the range of three and four then it shows that the current finding is not giving us the right picture or the right value.
In the above-mentioned case, the polling company is adopting a quantitative method to research. Further, it can be termed as the stratified sampling where geographical region and time bands are functioning as the agent to minimize the variables. In the current case, the corner of the street is the spatial strata or the strata of the geography and time band of 9-12 is another variable to keep a check on the excessive randomization of the survey result. Many experts also term it as a stratified cluster. However, the theories connected to the cluster are not applicable here because we don't have a dedicated list or a list closer to a dedicated list to fix a sampling frame (Thompson, 2012).
The Pros of Stratified Sampling in the current case
The cons of Stratified sampling in the current case
In the current data collection model, means to prevent this overlapping are missing. It is also a thumb rule that stratification of the data often needs a secondary layer of the research of action research to come up with exact findings. In the absence of the means to keep a check on the overlapping of the data, the results may vary and show a wrong picture of the likely outcome.
3.
First I will conduct an exam for a lesson that they learned through recording. Later on, I will compare its result with a lesson where they attended a human lecture. The non-experimental study defines that the subjects should be studied in a natural environment. The ratio of the variables may be high, however, a descriptive finding can be accumulated (Turner, 2014).
Under the experimental study, I will divide the class into two random groups; one of them will learn the lesson with the help of video class. Whereas the other group will attend the regular class, the comparison of the results will give me an idea that which one is better. Experimental research is the research where we can manipulate one variable while keeping rest of them stationary. Here we need to design some groups and treat every group as an evidence of the fact that we are trying to corroborate or find (Mertler, 2018).
Quasi-experimental Research is the next level of the experimental research. In this type of research, we need to check the baseline properties of the groups that we have made. In the current case, we can add some variables like high scorers, low scorers etc. While making groups, after the formation of the group we can subject them to similar chapter under similar conditions (Suter, 2011). The results obtained with the help of this method will be more accurate because baselines are the same and the variables are playing a minimalistic role in the process.
black, k. (2009). Business Statistics: Contemporary Decision Making. New Jersey: Wiley.
Gupta, A. K. (2012). Theory of Sample Surveys. Singapore: World Scientific.
kumar, D. C. (2015). Construction of Interquartile range (IQR) control chart using process. , American International Journal of Research in Science, Technology, Engineering & Mathematics, https://pdfs.semanticscholar.org/f326/6af8020111de4d9ffe1bb6cbe509c7fe0fde.pdf.
Lavy, P. S. and Lemeshow.S (2013). A sampling of Populations: Methods and Applications 4th Edition . New Jersey: Wiley.
Mertler, C. A. (2018). Introduction to Educational Research. California: Sage Publications.
S, K. and Banerjee. M (2015). Logic and Its Applications: 6th Indian Conference, ICLA 2015, Mumbai, India. ICIA 2015 (pp. 58-59). Germany Springer.
Suter, W. N. (2011). introduction to Educational Research: A Critical Thinking Approach. California: Sage Publications.
Thompson, S. K. (2012). Sampling. New Jersey: Wiley.
Turner, J. L. (2014). Using Statistics in Small-Scale Language Education Research: London: Routledge.
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