Advanced Epidemiology and Biostatistics | nursingessayswriters.com

Advanced Epidemiology and Biostatistics
This test includes two sections.
The first section is 18 questions.
The second section is 7 questions related to analyzing and interpreting the data. Download and use the file “sample_data_Assignment2_Spring2018_200.sav”
 
The total score is 50 points (25% of the grade).
 
All the questions must be answered and provide rationale for the answers and show the calculations.

What type of measurement can be used to measure the following variables: age in years, pain scale score, and blood type?

Age in years: _________________ [ONE POINT]
Income level [low, medium, high]: ____________________________ [ONE POINT]
Blood Type: ______________________ [ONE POINT]
Temperature: ________________________ [ONE POINT]

What type of statistics (mention all possible statistics) can be used to describe the variables: age in years, pain scale score, and blood type?

Age in Years: _________________ [ONE POINT]
Pain Scale Score: ____________________________[ONE POINT]
 
Blood Type: ______________________[ONE POINT]

What is Type II error? Give example [TWO POINTS]
Does a set of scores with most of its values above the mean have a negatively or positively skewed distribution? Provide a rationale for your answer. [ONE POINT]
t-statistics = -4.5 and p-value=0.04 describe the difference between women and men for mental health score.

5a. if alpha is set to 0.05, is the p-value of 0.04 statistically significant? [ONE POINT]
5b. in a sentence, interpret the p value of 0.04. Provide a rationale for your answer [ONE POINT]

What is a Type I error? Give example [TWO POINTS]
The following list represents the number of nursing students enrolled in a particular nursing program between the years of 2001 and 2007, respectively: 510, 564, 621, 540, 510, 610, 510. Determine the mean, median, and mode of the number of the nursing students enrolled in the above program between 2001 and 2007. Show your calculations. [THREE POINTS]

Mean =
Median =
 
Mode=
 
 

A study found that the correlation “r” value for the relationship between serum level of triglyceride and the length of stay in the hospital is 0.63 and p-value was 0.03.

 
8a. Interpret the “r” value of 0.63 [strength and direction] and provide a rationale for your answer. [ONE POINT]
 
8b. If alpha is set to be 0.05, is this “r” value of 0.63 and p-value of 0.03 statistically significant? [ONE POINT]
 
 

9. What is the statistical test (procedure) that is used to determine whether a significant difference exists between three or more group means? [ONE POINT] 

A)
t-test

B)
ANOVA

C)
Correlation coefficient

D)
Mann Whitney U test

10.  What type of hypothesis is represented by the statement “women who smoke are as likely to have low-birth-weight babies as women who do not”? [ONE POINT]
 

A)
Alternative hypothesis

B)
Non-directional

C)
Research

D)
Null hypothesis 

11.
The nurse researcher is calculating the standard deviation. What is the standard deviation? [ONE POINT] 

A)
The average amount of deviation of values from the mode and is calculated for every other score

B)
The average amount of deviation of values from the median and is calculated for every other score

C)
The average amount of deviation of values from the mean and is calculated for every score

D)
The average amount of deviation of values from the median and is     calculated for every score

 
 

12.
What test would a nurse researcher use to test hypotheses about group differences in proportions? [ONE POINT] 

A)
t-test

B)
ANOVA

C)
Correlation coefficient

D)
Chi-square

 
 

13.
The independent variable is weight gain during pregnancy. The dependent variable is the infant’s birth weight. What is the appropriate test statistic? [ONE POINT] 

A)
t-test

B)
ANOVA

C)
Chi-square

D)
Pearson’s r

 
 

14.
The nurse researcher is reading about the standard deviation of a sampling distribution. What is this called? [ONE POINT] 

A)
Sampling error

B)
Standard error

C)
Variance

D)
Mean square

 

15.  What is the name for the shape of distribution that occurs when the nurse researcher has a bell-shaped curve distribution? [ONE POINT] 

A)    Frequency

B)     Unimodal

C)    Multimodal

D)    Normal

 

16.
What parametric statistical method(s) a researcher can use to determine if the mean body mass index of the population is the same for two groups of subjects (group1=diet restriction; group2=none).A. The name of the statistical test is ________________[ONE POINT]
B. The null hypothesis of the statistical test is _______________[ONE POINT]
C. The alternative hypothesis of the statistical test is _________[ONE POINT]

 

What non-parametric statistical method(s) a researcher can use to determine if the mean body mass index of the population is the same for two groups of subjects (group1=diet restriction; group2=none).
The name of the statistical test is ________________(ONE POINT)

 

18.
What parametric statistical method(s) a researcher can use to determine if the mean body mass index of the population is the same for three groups of subjects (group1=diet restriction; group2=exercise; group3=none).A. The name of the statistical test is ________________  [ONE POINT]
B. The null hypothesis of the statistical test is ______________ [ONE POINT]
C. The alternative hypothesis of the statistical test is _________ [ONE POINT]

 
USING THE DATA SET DOWNLOADED FROM BLACKBOARD
“sample_data_Assignment2_Spring2018_200.sav”
Answer the following questions:

Do frequency for the following variables and interpret the findings:

[FOUR POINTS]
 
Agecat (Age category), Gender, diabetes (history of diabetes), dhosp (died in hospital).

Do descriptive statistics and histogram with normal distribution and interpret the results for the following variables: [TWO POINTS]

 
Los_rehab (length of stay for rehabilitation) and fasting_glucose_level (fasting glucose level)
 

Is there a difference between those who died in the hospital and those who did not die in the hospital [variable name= dhosp (died in hospital)] in the following variables:

 
– fasting glucose level [ONE POINT]
 
– los_rehab (length of stay for rehabilitation) [ONE POINT]
 

What statistical test you will use?
Is the difference between the two groups [those who died in the hospital and those who did not die in the hospital [variable name= dhosp (died in hospital)] statistically significant? Explain and interpret the finding
Is there a difference between the Age groups [variable name= Agecat] in the following variables:

 
– fasting glucose level (fasting_glucose_level) [ONE POINT]
 
– los_rehab (length of stay for rehabilitation) [ONE POINT]
 

What statistical test you will use?
Is the difference statistically significant? Explain and interpret the finding
Is there a correlation between age (age at admission in years), los_rehab (length of stay for rehabilitation), cost (total treatment and rehabilitation costs in thousands) and fasting_glucose_level (fasting glucose level)? [TWO POINTS]
Report the correlation coefficient (r) [direction and strength] and interpret the results.
Are there relationship between patient’s death in the hospital (VARIABLE NAME=dhosp) and the following variables:
Diabetes (history of diabetes) [ONE POINT]
Bp (Blood pressure). [ONE POINT]
What statistical test you will use?
Is any of these relationships statistically significant?

If yes, which relationship?

Explain and interpret the findings.
 

Write a ONE PAGE summary report for the results of the study and its impact on nursing practice (i.e., summarize the findings from question 1 to 6) [THREE POINTS]

Stat 200 exam | stat 200 | University of Maryland University College

 1. The World Health Organization wishes to estimate the mean density of people per square kilometer, they collect data on 56 countries. Justify for full credit. (a) Which of the following is the variable? (i) All countries in the world (ii) Density of people per square kilometer (iii) Set of densities of people per square kilometer of all countries (iv) Set of densities of people per square kilometer of 56 countries (b) Which of the following is the population? (i) All countries in the world (ii) Density of people per square kilometer (iii) Set of densities of people per square kilometer of all countries (iv) Set of densities of people per square kilometer of 56 countries 2. Choose the best answer. Justify for full credit. (a) The hotel ratings are usually on a scale from 0 star to 5 stars. The level of this measurement is (i) interval (ii) nominal (iii) ordinal (iv) ratio (b) In a career readiness research, 100 students were randomly selected from the psychology program, 150 students were randomly selected from the communications program, and 120 students were randomly selected from cyber security program. This type of sampling is called: (i) cluster (ii) convenience (iii) systematic (iv) stratified  STAT 200: Introduction to Statistics Final Examination, Fall 2019 OL4 3 3. True or False. Justify for full credit. (a) If the variance from a data set is zero, then all the observations in this data set must be identical. (b) The median of a normal distribution curve is always zero. 4. A school district wanted to assess the effectiveness of a new math readiness program for fifth graders. The school district is divided into the individual fifth grade classrooms and 10 classrooms are randomly selected. All of the children in each of the 10 selected classrooms are assessed. (a) What type of sampling method is being used? (b) Please explain your answer. 5. A study was conducted to determine whether the mean braking distance of four-cylinder cars is greater than the mean braking distance of six-cylinder cars. A random sample of 20 fourcylinder cars and a random sample of 20 six-cylinder cars were obtained, and the braking distances were measured. (a) What would be the appropriate hypothesis test for this analysis? (i) t-test for two independent samples (ii) t-test for dependent samples (iii) z-test for population mean (iv) correlation (b) Explain the rationale for your selection in (a). Specifically, why would this be the appropriate statistical approach? 6. A study of 10 different weight loss programs involved 500 subjects. Each of the 10 programs had 50 subjects in it. The subjects were followed for 12 months. Weight change for each subject was recorded. The researcher wants to test the claim that all ten programs are equally effective in weight loss. (a) Which statistical approach should be used? (i) confidence interval (ii) t-test (iii) ANOVA  STAT 200: Introduction to Statistics Final Examination, Fall 2019 OL4 4 (iv) Chi square (b) Explain the rationale for your selection in (a). Specifically, why would this be the appropriate statistical approach? 7. A STAT 200 professor took a sample of 10 midterm exam scores from a class of 30 students. The 10 scores are shown in the table below: (a) What is the sample mean? (b) What is the sample standard deviation? (Round your answer to two decimal places) (c) If you leveraged technology to get the answers for part (a) and/or part (b), what technology did you use? If an online applet was used, please list the URL, and describe the steps. If a calculator or Excel was used, please write out the function. 8. UMUC Stat Club must appoint a president, a vice president, and a treasurer. There are 10 qualified candidates. (a) How many different ways can the officers be appointed? (b) Please describe the method used and the reason why it is appropriate for answering the question. Just the answer, without the description and reason, will receive no credit. 9. Sara has eight new summer outfits. She plans to pack three of the new summer outfits in her trip to Tokyo. (a) How many different ways can the three summer outfits be selected? (b) Please describe the method used and the reason why it is appropriate for answering the question. Just the answer, without the description and reason, will receive no credit. STAT 200: Introduction to Statistics Final Examination, Fall 2019 OL4 5 10. There are 4 suits (heart, diamond, clover, and spade) in a 52-card deck, and each suit has 13 cards. Suppose your experiment is to draw one card from a deck and observe what suit it is. Express the probability in fraction format. (Show all work. Just the answer, without supporting work, will receive no credit.) (a) Find the probability of drawing a heart or diamond. (b) Find the probability that the card is not a spade. 11. Let random variable x represent the number of heads when a fair coin is tossed two times. (a) Construct a table describing the probability distribution. (b) Determine the mean and standard deviation of x. Show all work. Just the answer, without supporting work, will receive no credit. 12. Mimi plans make a random guess at 10 true-or-false questions. Answer the following questions: (a) Let X be the number of correct answers Mimi gets. As we know, the distribution of X is a binomial probability distribution. What is the number of trials (n), probability of successes (p) and probability of failures (q), respectively? (b) Find the probability that she gets at most 5 correct answers. (Round the answer to 3 decimal places.  STAT 200: Introduction to Statistics Final Examination, Fall 2019 OL4 6 Refer to the following information for Questions 13 and 14. The heights of pecan trees are normally distributed with a mean of 10 feet and a standard deviation of 2 feet. 13. Show all work. Just the answer, without supporting work, will receive no credit. (a) What is the probability that a randomly selected pecan tree is between 9 and 12 feet tall? (Round the answer to 4 decimal places) (b) Find the 75th percentile of the pecan tree height distribution. (Round the answer to 2 decimal places) 14. Show all work. Just the answer, without supporting work, will receive no credit. (a) For a sample of 64 pecan trees, state the standard deviation of the sample mean (the “standard error of the mean”). (Round your answer to three decimal places) (b) Suppose a sample of 64 pecan trees is taken. Find the probability that the sample mean heights is between 9.5 and 10 feet. (Round your answer to four decimal places) 15. A survey showed that 720 of the 1000 adult respondents believe in global warming. (a) Construct a 90% confidence interval estimate of the proportion of adults believing in global warming. (Round the lower bound and upper bound of the confidence interval to three decimal places) Include description of how confidence interval was constructed. (b) Describe the results of the survey in everyday language. 16. A city built a new parking garage in a business district. For a random sample of 64 days, daily fees collected averaged $2,000, with a standard deviation of $400.  STAT 200: Introduction to Statistics Final Examination, Fall 2019 OL4 7 (a) Construct a 90% confidence interval estimate of the mean daily parking fees collected. (Round the lower bound and upper bound of the confidence interval to two decimal places) Include description of how confidence interval was constructed. (b) Describe the confidence interval in everyday language. 17. The UMUC MiniMart sells five different types of teddy bears. The manager reports that the five types are equally popular. Suppose that a sample of 100 purchases yields observed counts 25, 19, 15, 17, and 24 for types 1, 2, 3, 4, and 5, respectively. Use a 0.10 significance level to test the claim that the five types are equally popular. (a) Identify the appropriate hypothesis test and explain the reasons why it is appropriate for analyzing this data. (b) Identify the null hypothesis and the alternative hypothesis. (c) Determine the test statistic. (Round your answer to two decimal places) (d) Determine the p-value. (Round your answer to two decimal places) (e) Compare p-value and significance level α. What decision should be made regarding the null hypothesis (e.g., reject or fail to reject) and why? (f) Is there sufficient evidence to support the claim that the five types are equally popular? Justify your answer. 18. David was curious if regular excise really helps weight loss, hence he decided to perform a hypothesis test. A random sample of 5 UMUC students was chosen. The students took a 30- minute exercise every day for 6 months. The weight was recorded for each individual before and after the exercise regimen. Does the data below suggest that the regular exercise helps weight loss? Assume David wants to use a 0.05 significance level to test the claim. STAT 200: Introduction to Statistics Final Examination, Fall 2019 OL4 8 (a) What is the appropriate hypothesis test to use for this analysis: z-test for two proportions, t-test for two proportions, t-test for two dependent samples (matched pairs), or t-test for two independent samples? Please identify and explain why it is appropriate. (b) Let μ1 = mean weight before the exercise regime. Let μ2 = mean weight after the exercise regime. Which of the following statements correctly defines the null hypothesis? (i) μ1 – μ2 > 0 (μd > 0) (ii) μ1 – μ2 = 0 (μd = 0) (iii) μ1 – μ2 < 0 (μd < 0) (c) Let μ1 = mean weight before the exercise regime. Let μ2 = mean weight after the exercise regime. Which of the following statements correctly defines the alternative hypothesis? (a) μ1 – μ2 > 0 (μd > 0) (b) μ1 – μ2 = 0 (μd = 0) (c) μ1 – μ2 < 0 (μd < 0) (d) Determine the test statistic. Round your answer to three decimal places. Show all work; writing the correct test statistic, without supporting work, will receive no credit.  STAT 200: Introduction to Statistics Final Examination, Fall 2019 OL4 9 (e) Determine the p-value. Round your answer to three decimal places. Show all work; writing the correct critical value, without supporting work, will receive no credit. (f) Compare p-value and significance level α. What decision should be made regarding the null hypothesis (e.g., reject or fail to reject) and why? (g) Is there sufficient evidence to support the claim that regular exercise helps weight loss? Justify your conclusion. 19. A grocery store manager is interested in testing the claim that banana is the favorite fruit for more than 50% of the adults. The manager conducted a survey on a random sample of 100 adults. The survey showed that 56 adults in the sample chose banana as his/her favorite fruit. Assume the manager wants to use a 0.05 significance level to test the claim. (a) What is the appropriate hypothesis test to use for this analysis? Please identify and explain why it is appropriate. (b) Identify the null hypothesis and the alternative hypothesis. (c) Determine the test statistic. Round your answer to two decimal places. Describe method used for obtaining the test statistic. (d) Determine the p-value. Round your answer to three decimal places. Describe method used for obtaining the p-value. (e) Compare p-value and significance level α. What decision should be made regarding the null hypothesis (e.g., reject or fail to reject) and why? (f) Is there sufficient evidence to support the claim that banana is the favorite fruit for more than 50% of the adults? Explain your conclusion. 20. A business analyst believes that December holiday sales in 2016 are a good predictor of December holiday sales in 2017. A random sample of 8 toys stores produced the following data  STAT 200: Introduction to Statistics Final Examination, Fall 2019 OL4 10 where x is the amount of December holiday sales in 2016 and y is the amount of December sales in 2017, in dollars. (a) Find an equation of the least squares regression line. Round the slope and y-intercept value to two decimal places. Describe method for obtaining results. (b) Based on the equation from part (a), what is the predicted 2017 December holiday sales if the 2016 December holiday sales is 6,000 dollars? Show all work and justify your answer. (c) Based on the equation from part (a), what is the predicted 2017 December holiday sales if the 2016 December holiday sales is 20,000 dollars? Show all work and justify your answer. (d) Which predicted 2017 holiday sales that you calculated for (b) and (c) do you think is closer to the true predicted 2017 holiday sales and why?  

application situations and styles

In the Discussion this week, you explored the degree in which you exemplify task and relationship behaviors and considered how each might contribute to your leadership style. You also described professional situations in which you might excel and be challenged. Now you will further explore the situational approach to leadership. According to the situational leadership approach, leaders must adopt different leadership styles depending on situational factors, such as employee competence. For instance, suppose you are a leader within a secondary school system. You might supervise some teachers who are highly experienced and others who are just beginning their careers. For those teachers who are highly experienced, you might use a “hands off” leadership style. However, for those teachers who are just beginning, you might use a more supportive leadership style. In this Application, you will review a case study and consider how various leadership styles might be applied, based on situational factors.

To prepare for this assignment:

  • Review Chapter 5 in the course text, Leadership: Theory and Practice. Reflect on various leadership styles and situations in which each is appropriate.
  • Review Case 5.1 on pages 105-107 in the course text, Leadership: Theory and Practice. Think about the competence and commitment of each manager described in the case study. Then consider the leadership style you might use with each manager.
  • Think about how you might use the leadership style(s) to discuss the implementation of new procedures with each manager.

The assignment: (1–2 pages)

  • Describe the leadership style(s) you might use with each of the three managers in the case study and explain why.
  • Explain how you might apply each style(s) to the managers in the case study. Be specific.

Course Text: Northouse, P. G. (2019). Leadership: Theory and practice (8th ed.). Thousand Oaks: CA: Sage Publications.

    • Chapter 4, “Behavioral Approach”
    • Chapter 5, “Situational Approach”

 

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A discussion post | English homework help

Read the excerpt from A Moveable Feast by Ernest Hemingway (at left under “Readings & Handouts” > “Readings” > “Non-fiction”). Then respond to the reading in a paragraph of at least 200 words. Choose one feature of the writing to focus on in your response (such as use of details, style techniques, wording or punctuation choices, etc; see the “discussion board directions” handout for more ideas). Consider why the writer made the choices that you see here: what might they have been trying to achieve? Use examples from the text to support your observations.

For full credit, please do the following:

  • Write at least 200 words and include the word count in your post (Pro tip: use the word count feature in Word or Google Docs).
  • Focus on one aspect of the writing and what you think the author was trying to achieve.
  • Avoid summarizing or making general comments about the reading; instead, analyze how the writing works.
  • Edit your work for clarity. Use quotation marks around any quotes borrowed from the text.