Question

In: Statistics and Probability

According to the article, the data was collected through the following means: “For the study, 1,633...

  1. According to the article, the data was collected through the following means: “For the study, 1,633 participants provided baseline estimates of hand hygiene behaviour and coronavirus infections were identified from nasal swabs…At the start of each season, participants were asked to estimate how many times they had washed their hands the previous day. Frequency of daily hand-washing was subsequently categorized as low, zero to five times daily, moderate, six to 10 times daily, or high, more than 10 times daily.”  

  1. Explain why this is an observational study, not an experiment.

  1. Identify any potential sources of error in data collection.

  1. If scientists were to do this as an experiment, how could they do it? Be specific and address the following concerns.

  1. Identify the explanatory variable

  1. Identify the response variable

  1. Identify how you would choose participants to avoid bias. Consider different types of bias

  1. Give a procedure for how the experiment would be run

  1. Identify one thing that would be directly controlled

  1. Identify an extraneous variable being controlled by random assignment.

  1. Would there be a placebo in this experiment? Why or why not?

(I WILL GIVE HIGH RATING I PROMISE)

Solutions

Expert Solution

(1)

Question:

Explain why this is an observational study, not an experiment.

The exprimenter is not manipulating the independent variable: hand hygiene behaviour to study its effect on the Dependent Variable: coronavirus infections. The exprimenter is simply observing how many times they had washed their hands the previous day and status of coronavirus infections. So, this is an observational study, not an experiment.

(2)

Question:

Identify any potential sources of error in data collection

The potential sources of error in data collection is Response Bias - Social Desirability: Since the survey is open, the participants always say that they always have hand hygiene behaviour even though they may not wash their hands.

(3)

Question:

If scientists were to do this as an experiment, how could they do it? Be specific and address the following concerns.

Allot the volunteers for this experimentation randomly to mutually exclusive groups: Group 1: Experimental Group: Participants have hand hygiene behaviour. Group 2: Control Group: Participants do not have hand hygiene behaviour. At the end of the experimentation, test for coronavirus infections for all participants. Finally conduct Hypothesis Test for significance of relation between hand hygiene behaviour and coronavirus infections .

(4)

Question:

Identify the explanatory variable

hand hygiene behaviour

(5)

Question:

Identify the response variable

coronavirus infections

(6)
Question:

Identify how you would choose participants to avoid bias. Consider different types of bias

Allot the volunteers for this experimentation randomly to mutually exclusive groups. Randomization reduces the bias by equalising other factors that have not been explicitly accounted for in the experimental design.

(7)

Question:

Give a procedure for how the experiment would be run

Allot the volunteers for this experimentation randomly to mutually exclusive groups: Group 1: Experimental Group: Participants have hand hygiene behaviour. Group 2: Control Group: Participants do not have hand hygiene behaviour. At the end of the experimentation, test for coronavirus infections for all participants. Finally conduct Hypothesis Test for significance of relation between hand hygiene behaviour and coronavirus infections .

(8)

Question:

Identify one thing that would be directly controlled

Characteristic of each individual to resist coronavirus infections other than hand hygiene behaviour

(9)

Question:

Identify an extraneous variable being controlled by random assignment.

Gender, Age, General Health conditions etc.

(10)

Question:

Would there be a placebo in this experiment? Why or why not?

There would not be a placebo in this experiment. Reason: While designing Group 2: Control Group: Participants do not have hand hygiene, it is impossible to design the experiment such that the participants will think that they are receiving same treatment as Group 1 participants.


Related Solutions

According to the article, the data was collected through the following means: “For the study, 1,633...
According to the article, the data was collected through the following means: “For the study, 1,633 participants provided baseline estimates of hand hygiene behavior and coronavirus infections were identified from nasal swabs…At the start of each season, participants were asked to estimate how many times they had washed their hands the previous day. Frequency of daily hand-washing was subsequently categorized as low, zero to five times daily, moderate, six to 10 times daily, or high, more than 10 times daily.”  ...
The following data was collected during a study to determine if there is a relationship between...
The following data was collected during a study to determine if there is a relationship between the vertical drop of the mountain and the number of trails at the resort in New York State. (1200, 30), (700, 50), (700, 24), (1500, 62), (1010, 23), (3350, 67), (400, 15), (1600, 34) a.) Generate the regression equation. b.) Determine the correlation coefficient. c.) Is there enough evidence to conclude that the slope of the regression line is not zero at the 98%...
According to Robert Merton, Individuals adapt society's goals and means through all of the following way...
According to Robert Merton, Individuals adapt society's goals and means through all of the following way except this: A. Conformity B. Innovation C. Restitution
The following data are collected to study unemployment in a particular region in upstate New York.
The following data are collected to study unemployment in a particular region in upstate New York. The first column shows the number of months unemployed and the second column shows the count of people in the study with the corresponing unemployment length. Let X be a random variable indicating the number of months a person is unemployed. a)Use the data to develop the probability mass function for X. b)Find the cumulative distribution function for X. c)Calculate the mean and standard...
According to article Zurmehly article. What type of study design was utilized and what variables were...
According to article Zurmehly article. What type of study design was utilized and what variables were explained?
A study is conducted concerning automobile speeds and fuel consumption rates. The following data is collected:                        &
A study is conducted concerning automobile speeds and fuel consumption rates. The following data is collected:                                                  X Speed   45        52         49         60         67         61           Y MPG    22         26         21         28         33         32                                                                                                                                              Draw Scatter plot Compute the coefficient of correlation, and make a comment about that. Compute the coefficient of determination, and make a comment about that. Compute the coefficient of Non- determination, and make a comment about that. Find Regression Line and make a comment about that. Also, at what location the line crosses    the y-axis. What is the “Residual’ at...
A study is conducted concerning automobile speeds and fuel consumption rates. The following data is collected:                        &
A study is conducted concerning automobile speeds and fuel consumption rates. The following data is collected:                                                   X Speed   45        52        49         60         67         61          Y MPG    22         26        21        28        33         32                                                                                                                                             Draw Scatter plot Compute the coefficient of correlation and make a comment about that. Compute the coefficient of determination and make a comment about that. Compute the coefficient of Non- determination and make a comment about that. Find Regression Line and make a comment about that. Also, at what location the line crosses               the y-axis. What is the “Residual’ at...
The following data were collected as part of a study of coffee consumption among graduate students....
The following data were collected as part of a study of coffee consumption among graduate students. The following reflect cups per day consumed: 3          4          6          8          2          1          0          2 X X2 0 0 1 1 2 4 2 4 3 9 4 16 6 36 8 64 26 134 Compute the sample mean. Compute the sample standard deviation. Compute the median. Compute the first and third quartiles. Which measure, the mean or median, is a better measure of...
According to ISA 520, analytical procedure means “the evaluation of financial information through the analysis of...
According to ISA 520, analytical procedure means “the evaluation of financial information through the analysis of plausible relationships among both financial and non-financial data. It includes the investigation of identified fluctuations, or relationships that are inconsistent with other relevant information, or that differ from expected values by significant amount”. Corona virus or the COVID19 pandemic has affected most, if not all, of the business industries not only in Oman but all over the world. This is due to the imposed...
According to ISA 520, analytical procedure means “the evaluation of financial information through the analysis of...
According to ISA 520, analytical procedure means “the evaluation of financial information through the analysis of plausible relationships among both financial and non-financial data. It includes the investigation of identified fluctuations, or relationships that are inconsistent with other relevant information, or that differ from expected values by significant amount”. Corona virus or the COVID19 pandemic has affected most, if not all, of the business industries not only in Oman but all over the world. This is due to the imposed...
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT