Perform exploratory data analysis

Assignment Help Basic Statistics
Reference no: EM13919199

1. Exploratory Data Analysis/Hypotheses:

a. Perform exploratory data analysis on CreativityPre and CreativityPost. Using SPSS, calculate the mean and standard deviation of these two variables.

b. Construct an appropriate chart/graph that displays the relevant information for these two variables.

c. Write the null and alternative hypotheses used to test the question above (e.g., whether participation in the course affects writing scores).

2. Comparison of Means:

a. Perform a dependent t test to assess your hypotheses above (note that many versions of SPSS use the term "paired samples t test" rather than "dependent t test"; the test itself is the same.

b. In APA style, write one or two paragraphs that describe the dataset, gives your hypothesis, and presents the results of the dependent sample t test.

Part B. Independent t test?We will start with the data file used in Part A ("Activity 4a.sav"). Suppose, however, you [the researcher] encountered a small problem during data collection: after the post-tests were collected, you realized that the post-test form did not ask for the students' identification number. As such, it will be impossible to match pre-test scores to post-test scores. Rather than simply give up, you start thinking about the data you do have and try to determine whether you can salvage your project. In assessing the situation, you realize that you have 40 pre-test scores and 40 post-test scores, but no way to link them. While it will result in a weaker comparison, you determine that you are still able to compare pre-test vs. post-test scores; you will use a between-subjects design rather than a within-subjects design.

1. Create the data set.

a. Using the "Activity 4a.sav" file as a starting point, create a new dataset that you can use with the between subjects design. Hint: you will no longer need the variables CreativePre and CreativeTest. Instead, you have only one variable for the score on the creativity test. A second (or grouping) variable will serve to indicate which test the student took.

b. Submit the dataset as one of the Activity 4 files.

2. Exploratory Data Analysis/Hypotheses.

a. Perform exploratory data analysis on CreativityPre and CreativityPost. Using SPSS, calculate the mean and standard deviation of these two variables.

b. Construct an appropriate chart/graph that displays the relevant information for these two variables.

c. Write the null and alternative hypotheses used to test the question above (e.g., whether participation in the course affects writing scores).

3. Comparison of Means

a. Perform an independent t test to assess your hypotheses above.

b. In APA style, write one or two paragraphs that describe the dataset, gives your hypothesis, and presents the results of the dependent sample t test.

4. Comparison of Designs

a. You used the same dataset to analyze both a between- and within-subjects design. Create a single paragraph (using the material you wrote above), that presents both sets of results.

b. Explain, in 300-500 words, whether the two tests resulted in the same findings. Did you expect this to be the case? Why or why not? What have you learned in this assignment?

Part C. ANOVA

All of us have had our blood pressure measured while at our physician's office. How accurate are these measurements? It may surprise you to learn that there is something called "white coat syndrome"-the tendency of some people to exhibit elevated blood pressure in clinical (medical) settings only. In other words, for these people, the very fact that the physician is taking their blood pressure causes it to increase In this activity, you will be using the "Activity 4c.sav" data file to determine whether you find support for the existence of white coat syndrome. In this study, 60 participants were randomly assigned to one of three groups. The "settings" variable indicates the location in which the participants' blood pressure was recorded: 1=home, 2=in a doctor's office, and 3=in a classroom setting. The "SystolicBP" variable contains the participants' systolic pressure (the "upper" number). The "DiastolicBP" variable contains the participant's diastolic pressure (the "lower" number).

1. Exploratory Data Analysis/Hypotheses.

a. Perform exploratory data analysis on both the SystolicBP and DiastolicBP variables. Using SPSS, calculate the mean and standard deviation of these two variables. Be sure that your analysis is broken down by setting (e.g., you will have six means, six SD's, etc.).

b. Create two graphs-one for systolic and one for diastolic pressure. Each graph should clearly delineate the three groups.

c. Write a null and alternative hypothesis for the comparison of the three groups (note that your hypothesis will state that the three groups are equivalent; be sure to word your null hypothesis correctly).

2. ANOVA.

a. Using the "Activity 4c.sav" data file, perform two single factor ANOVAs: one using SystolicBP and one using DiastolicBP as the dependent variable.

b. If appropriate for either or both of the ANOVAs, perform post hoc analyses to determine which groups actually differ.

c. Write one paragraph for each ANOVA (be sure to use APA style). At a minimum, each paragraph should contain the three means, three SD's, ANOVA results (F, df), post hoc tests (if applicable), effect size, and an interpretation of these results.

Reference no: EM13919199

Questions Cloud

Organizational behavior of current : In this assignment you will analyze the organizational behavior of your current or former employer. Describe how the following areas influence the organizational behavior in a negative or positive manner:
Systematic understanding of the current trends : Display a detailed knowledge and systematic understanding of the current trends in data warehousing, business intelligence and data mining.
Develop an employee compensation : Imagine that you have just been hired by a new company as the director of the HR department. You have been tasked to hire a new secretary for the department and to develop an employee compensation and benefits package that will be used for that po..
A tabular summary of the effects of the alternative actions : (1) Declaring a 5% stock dividend on the 81,400 $6 par value shares outstanding (2) Effecting a 2-for-1 stock split that will reduce par value to $3 per share. The current market price is $18 per share. Prepare a tabular summary of the effects of the..
Perform exploratory data analysis : Perform exploratory data analysis on CreativityPre and CreativityPost. Using SPSS, calculate the mean and standard deviation of these two variables.
Assignment- optimal stopping rule for a gambler : Assignment- Optimal Stopping Rule for a Gambler (or City Trader), Objective - To practice MATLAB and basic Simulation Techniques. Problem - A gambler makes a series of plays with outcomes X1, X2,.... where the Xi, i ≥ 1 are independent, identically d..
Evaluate alternatives primerica consider to realize growth : Evaluate alternatives Primerica must consider to realize growth. Identify the best value discipline, generic strategy, and grand strategy for your organization. Recommend a strategy or combination of strategies the organization should implement.
Accounting records of griffin company : The following accounts and balances were drawn from the 2013 accounting records of Griffin Company.
Find optimal solution for the mixed-integer linear program : Find the optimal solution for the mixed-integer linear program. Graph the constraints for this problem. Indicate on your graph all feasible mixed- integer solutions.

Reviews

Write a Review

Basic Statistics Questions & Answers

  Statistics-probability assignment

MATH1550H: Assignment:  Question:  A word is selected at random from the following poem of Persian poet and mathematician Omar Khayyam (1048-1131), translated by English poet Edward Fitzgerald (1808-1883). Find the expected value of the length of th..

  What is the least number

MATH1550H: Assignment:  Question:     what is the least number of applicants that should be interviewed so as to have at least 50% chance of finding one such secretary?

  Determine the value of k

MATH1550H: Assignment:  Question:     Experience shows that X, the number of customers entering a post office during any period of time t, is a random variable the probability mass function of which is of the form

  What is the probability

MATH1550H: Assignment:Questions: (Genetics) What is the probability that at most two of the offspring are aa?

  Binomial distributions

MATH1550H: Assignment:  Questions:  Let’s assume the department of Mathematics of Trent University has 11 faculty members. For i = 0; 1; 2; 3; find pi, the probability that i of them were born on Canada Day using the binomial distributions.

  Caselet on mcdonald’s vs. burger king - waiting time

Caselet on McDonald’s vs. Burger King - Waiting time

  Generate descriptive statistics

Generate descriptive statistics. Create a stem-and-leaf plot of the data and box plot of the data.

  Sampling variability and standard error

Problems on Sampling Variability and Standard Error and Confidence Intervals

  Estimate the population mean

Estimate the population mean

  Conduct a marketing experiment

Conduct a marketing experiment in which students are to taste one of two different brands of soft drink

  Find out the probability

Find out the probability

  Linear programming models

LINEAR PROGRAMMING MODELS

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd