For this Assignment, you will consider three different scenarios. Each of these scenarios include a research question. You will examine each scenario, choose a categorical data analysis and run a sample test.To prepare for this Assignment: Review Chapters 10 and 11 of the Frankfort-Nachmias & Leon-Guerrero course text and the media program found in this week’s Learning Resources related to bivariate categorical tests. Using the SPSS software, open the Afrobarometer dataset found in this week’s Learning Resources. Next, review the Chi Square Scenarios found in this week’s Learning Resources and consider each research scenario for this Assignment. Based on the dataset you chose and for each research scenario provided, using the SPSS software, choose a categorical data analysis and run a sample test. Once you perform your categorical data analysis, review Chapter 11 of the Wagner text to understand how to copy and paste your output into your Word document.Frankfort-Nachmias, C., & Leon-Guerrero, A. (2018). Social statistics for a diverse society (8th ed.). Thousand Oaks, CA: Sage Publications. Chapter 9, “Bivariate Tables” (pp. 235-268) Chapter 11, “The Chi-Square Test and Measures of Association” (pp. 269-302) For this Assignment:Write a 1- to 2-paragraph analysis of your categorical data results for each research scenario. In your analysis, display the data for the output. Based on your results, provide an explanation of what the implications of social change might be.Use proper APA format, citations, and referencing for your analysis, research question, and display of output.Scenarios 1. Results of your literature review conclude that trust in the police is an integral part of any democracy. You wish to test whether a relationship between trust in the police and presence of democracy (measured with dichotomous variable) exists in Africa. Using Afrobarometer 2015, please provide: a 1–2 APA style paragraph statement that furnishes an answer to this question, note the relevant statistics, comment on meaningfulness, and include your relevant SPSS output. 2. Following up on your previous analysis, you now wish to determine whether a relationship exists between citizen trust in police and whether respondents reside in rural, urban or semi-urban settings? Using Afrobarometer 2015, please provide: a 1–2 APA style paragraph statement that furnishes an answer to this question, note the relevant statistics, comment on meaningfulness, and include your relevant SPSS output. In addition, please comment on what could be influencing the results you obtained. 3. Is there a relationship between perceptions of current economic conditions and extent of a democracy? Using Afrobarometer 2015, please provide: a 1–2 APA style paragraph statement that furnishes an answer to this question, note the relevant statistics, comment on meaningfulness, and include your relevant SPSS output. In addition, please comment on what could be influencing the results you obtained.

InstructionsLoad the data file unit 14_SPSSHW11_data.sav. A psychologist was interested in whether a mindfulness questionnaire measures a single underlying construct, or whether there is more than one underlying construct. The questionnaire contained 15 items each requiring a response in the range 1 to 6. The responses of 95 participants to the 15 items are coded in the variables s1q1 to s1q15. In order to answer the question above, carry out a principal component analysis with direct oblimin rotation and do the following:1. Describe the factor structure of the questionnaire.a. How many components have eigenvalue greater than one? (2 points)b. How much variance is accounted for? (2 points)c. Consider the scree plot: how many components does that suggest? (2 points)d. Write a brief results section, including a suitable table, to report which items load on each component. (2 points)e. Label the resulting factors based on the items you identified as loading onto them. (2 points)2. Alter the analysis to force a single-factor solution and report the results. Which questions should you throw out? Which questions is loaded the strongest? (5 points)3. Save and submit the SPSS syntax and output files used to complete items 1-2. The file names should begin with your first and last name followed by the homework number (e.g., John Doe HW11.sps; John Doe HW11.spv). (5 points [you read that correctly]

Question 1: We have received a set of comments over time on the web. Check if we have improved? Please note that there are no pre- and post intervention periods and therefore control limits must be calculated from the entire period. You can find the data hereYou can find the solution here here - Alternative Formats .Question 2: The following data show the speed with which Alabama Medical Center's Emergency Room provides a patient who has fractured long bone with pain medication. Examine if the organization has been able to reduce the response time to less than 73 minutes? You can find the data hereMeasure Start DateMeasure End DateMinutes to Pain MedicationSample4/1/20133/31/2014781327/1/20136/30/2014681247/1/20136/30/20146812410/1/20139/30/2014721221/1/201412/31/2014761384/1/20143/31/2015851447/1/20146/30/20158613710/1/20149/30/2015951211/1/201512/31/201599111Please use the following peer video as a reference for this question. You can find the solution here here - Alternative Formats .Question 3: In Hospital Administration Programs, time to adverse events is typically taught in courses on quality. It also may be referred to in courses on strategy, if the hospital is focused on competing based on quality. Hospital Compare reports the measure OP_21. The Score field provides time (in minutes) from emergency department arrival to initial oral, intranasal or parenteral pain medication administration for the patients with a diagnosis of a long bone fracture. The field Sample provides the number of patients used to calculate the time to pain medication. In this assignment, we ask you to track the performance of "Inova Fairfax Medical Center" over two years. Focus on the Score variable. Download Hospital Compare data; these years include data from 2013 to 2015. Merge the file " HQI_HOSP_TimelyEffectiveCare" across all the databases that you have downloaded. Select measure ID: "OP_21" . Construct a control chart showin time between pain medications. The data are reported for a range of time; assume that the data are reported for the midpoint of the range. Download data using the following files, additionally include other data (directly from Hospital Compare) for files after 2016: 2016-11-10 2016-08-10 2016-05-04 2015-12-10 2015-10-08 2015-07-16 2015-05-06 2015-04-16 2015-01-22Construct both a Tukey and a time-between control chart for the data. For the time-between control chart assume that data points above median exceed and observations below median are less than the national average.You can find the solution here here - Alternative Formats .Question 4: Analyze the following data using Tukey and Time-In-Between (more than 30 minutes of exercise considered a successful day) charts. Produce 3 charts and discuss if the findings from the 3 charts are similar. To decide if the exercise time has changed, rely on the control chart with the smallest difference between upper and control limit. Download the data hereYou can find the solution here here - Alternative Formats .