Question

In: Statistics and Probability

Please answer these questions using SPSS. Thank you Note: For all assignments, you must show the...

Please answer these questions using SPSS. Thank you

Note: For all assignments, you must show the requested output from SPSS.

Example. Determine the descriptive statistics for three quantitative variables. Which variable has the highest mean? The most variability?

Answer: Output should include 3 boxes of descriptive statistics, one for each variable. There should also be one page that gives the answer to the other two questions.

The following sample data are used. We are interested in the descriptive statistics from these variables: sleep duration of undergrads, the number of NBA wins and the number of words in a résumé). Assume that they are all samples from populations. Use the instructions from the first two recitation worksheets to help you.

Sleep duration for undergraduates (minutes)

Wins2

(NBA teams)

Words3

(in résumé)

405

388

60

190

367

475

53

339

368

425

50

220

373

425

49

295

376

535

46

180

410

580

41

214

379

383

40

257

383

440

38

201

385

488

38

242

387

523

22

240

400

28

223

390

32

301

425

25

267

488

53

284

523

48

238

600

67

251

420

56

278

488

56

294

488

51

266

523

55

227

328

55

281

367

50

312

368

45

332

390

45

376

39

377

38

379

30

383

29

385

21

400

16

N = 40

N = 30

N = 23

1 This is a survey of the amount of sleep for one night for 40 undergraduates.

2 These are the numbers of wins for the 30 National Basketball Association teams for the 2014-2015 NBA season.

3 A large university offers training on résumé construction. This lists the number of words in each of 23 résumés.

Note: Here are the 5% Trimmed Means for these variables. This will help you make sure you’ve input the data correctly: Amount of sleep: 419.94 minutes. Wins: 42.69. Words: 257.72.

  1. Input the data the way you learned in recitation. You can input all of the data (3 data sets) at the same time, but you must run the analysis of each variable individually, otherwise SPSS won’t read it correctly, because the sample sizes are different. [Compare your descriptive statistics with the means and standard deviations on your graphs; this will help you make sure100405405 your numbers are correct.] In addition, I want you to add another variable next to the words variable which will divide the variable “Words” categorically. I want you to call this variable “wordscat.” (Note: this is the variable name. The variable labelcan be more descriptive, e.g., Words by Category). Create this variable using the Transform procedure you used in lab. Remember that you will have to give this variable Value Labels in the Variable View.

The scores should be divided into categories like this:

Low: 100-200              Moderate: 201-300           High: 301-400

  1. For all the quantitative variables (wordscat is categorical) find descriptive statistics (using Explore). Print out “Descriptives” and Stemplot. Remember to do this for each variable individually. If you try to do them at the same time your answers will be incorrect.
  1. For all the quantitative variables (wordscat is categorical) create and print out frequency distributions and histograms (using Frequencies). Remember to do this for each variable individually. If you try to do them at the same time your answers will be incorrect. Note: When doing the histogram, if you check the box “Show Normal Curve” this does not mean your variable is normal. It just shows what normal would look like and you can compare the shape of your variable to what is normal.
  1. For the categorical variable (wordscat) create and print out a bar chart. Make sure the variable is categorical on your chart and remember to label the chart.
  1. Create a variable (call it “sleeptwo”) that multiplies each student’s amount of sleep by 2 (do this by using Transform > Compute like in Lab 2, but instead of adding, we are multiplying by 2. Use this sign * for multiplication). Repeat steps 2 and 3 above for the new variable.

On your separate page please answer the following questions (worth 8 points):

  1. Calculate the SS for each of the three main quantitative variables using the variance you obtained in SPSS (this should be on a sheet separate from the SPSS output). Note: Remember the relationship between variance and SS to help you do this.
  1. Write 1-2 sentences (on your separate page) for each of the three main quantitative variables including the following: values of the mean, median, standard deviation and approximate shape of the distribution (look at the histogram). The shape may not be obvious; this is ok. Just do your best to describe what you think is going on with the data (e.g., mention whether you think there is skew, are there are any outliers, is it bimodal?).
  1. Answer the following questions:
    1. What happened to the mean and standard deviation of sleeptwo compared to the original mean and standard deviation of that variable?
    2. What happened to the shape of the distribution of the sleep variable after multiplying by two (compared to the original variable)? What is the explanation for this?

Solutions

Expert Solution

Descriptive Statistics

N

Minimum

Maximum

Sum

Mean

Std. Deviation

Variance

Sleep_duration

40

328.00

600.00

16993.00

424.8250

65.33813

4269.071

Valid N (listwise)

40

Descriptive Statistics

N

Minimum

Maximum

Sum

Mean

Std. Deviation

Variance

Wins2

30

16.00

67.00

1306.00

43.5333

12.91279

166.740

Valid N (listwise)

30

Descriptive Statistics

N

Minimum

Maximum

Sum

Mean

Std. Deviation

Variance

Words3

23

180.00

359.00

5952.00

258.7826

45.42522

2063.451

Valid N (listwise)

23

Descriptive statistics for all three quantitave variables are shown in first three tables.

Mean for sleep duration is highest i.e 424.8250

Variance of sleep duration is highest i.e. 4269.071


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