please answer the two questions asked (1&2).

This is all the information that was given. Nothing is missing for you to answer.

Topic: Employee Satisfaction at NAFUZ Inc. Description Nasee Inc. runs stores with operations in several major locations. Recently, there have been several instances of work slowdown and walk out by protesting employees unhappy with management's response to their demands. Concerned about the issues and the current degree of employee satisfaction, management has initiated a study based on a sample of its employees from the three major work locations: Loc_A, Loc_B, and Loc_C. As part of this study, employees in the sample were asked to indicate their degree of satisfaction in their work (WORK), their pay (PAY), and their opportunities for promotions (PROMO). Each of the three aspects of job satisfaction was measured on a scale from 0 to 100, with larger values indicating higher degrees of satisfaction. The data collected also show the following characteristics of employees: employee ID; job type (JOBTYPE: Managerial, Supervisory, Clerical and Technical). level of attained education (EDUC: HSDIP=High School Diploma, COLLEGE level, BAMA=Bachelors or Master's Degree). The goal of the study is to identify factors that influence employee satisfaction and to develop an appropriate model to explain the issues. For recent studies on 'Employee Job Satisfaction and Engagement, you may refer to the link below and some of the references cited in this report. https://www.shrm.org/hr-today/trends-and- forecasting/research-and- surveys/Documents/2016-Employee-Job- Satisfaction-and-EngagementReport.pdf Managerial Report -- Use appropriate (applicable) methods of descriptive statistics, including tables and plots, to summarize the data (depending on the data type - quantitative continuous or discrete and qualitative or categorical). That is, prepare appropriate tables of descriptive statistics (mean, standard deviation, coefficient of variation, quartiles, IQR, correlations) and appropriate plots (histograms, dot plots, bar/pie charts, stem plots, boxplots, scatterplots) of the variables, overall and when appropriate, by categories. You are expected to produce displays that will allow you to describe the distribution in terms of symmetry, dispersion, and outlying observations. Present the summaries of statistical results that will be beneficial in communicating to others. The results must be fully discussed and clearly explained in context addressing the issues. Questions 1&2 1. Based on the summary table of descriptive statistics (and plots) for the three job satisfaction vanables, discuss the job aspects that are most satisfying and least satisfying for the employees. In what area(s), if any, do you feel improvements should be made? 2. Based on descriptive measures of variability, determine the job satisfaction that appears to generate the greatest and the least difference of opinuons among the employees? C D Employee ID JOBTYPE WORK PAY PROMO EDUC LOCATION 4354 TECHNICAL 59 23 42 HSDP Loco 2064 CLERICAL 50 54 47 HSDP LOCA 3892 TECHNICAL 56 55 47 COLLEGE LOC C 5 4950 TECHNICAL 56 34 47 HSDP LOC. 1338 CLERICAL 63 67 48 COLLEGE LOCA 1504 CLERICAL 60 29 48 HSOIP LOCB 1076 MANAGERIAL 62 47 49 COLLEGE LOCA 4829 CLERICAL 63 59 50 COLLEGE Loc_C 3423 MANAGERIAL 63 62 51 COLLEGE Loc. C 11 1100 TECHNICAL 63 38 51 HSDP LOCA 12 518 MANAGERIAL 59 54 52 COLLEGE LOCB 13 923 MANAGERIAL 65 42 52 COLLEGE LOC_B 14 2505 TECHNICAL 62 41 53 HSDP LOCC 15 368 TECHNICAL 66 54 54 COLLEGE LOCB 16 3875 TECHNICAL 63 54 55 COLLEGE LOC C 17 1691 CLERICAL 62 58 56 HSDP Loc_8 18 5901 MANAGERIAL 62 40 56 COLLEGE LOC D 19 1943 SUPERVISORY 67 40 56 COLLEGE LOCA 20 4995 TECHNICAL 68 52 56 COLLEGE LOC B 21 2433 TECHNICAL 60 74 56 BAMA LOCA 22 4980 CLERICAL 61 68 57 COLLEGE LOCB 23 5473 SUPERVISORY 67 57 COLLEGE LOC B 24 738 TECHNICAL 59 53 57 COLLEGE LOC C 25 5512 TECHNICAL 69 47 57 HSDP Loc 26 776 CLERICAL 64 55 58 COLLEGE LOCA 27 673 TECHNICAL 67 52 58 COLLEGE LOCO 28 5006 CLERICAL 72 52 59 COLLEGE LOCB 29 699 CLERICAL 66 48 59 HSDP LOCB 30 5373 CLERICAL 68 37 59 HSDP Loc B 31 942 CLERICAL 65 37 60 HSDP Loc_0 32 5055 MANAGERIAL 65 60 HSDP Loc B 33 782 SUPERVISORY 67 50 60 COLLEGE LOCA 34 1563 TECHNICAL 73 58 60 COLLEGE LOC B 35 2466 CLERICAL 69 56 61 COLLEGE LOCA 36 3967 MANAGERIAL 71 57 61 COLLEGE LOGA 37 7496 TECHNICAL 69 63 61 COLLEGE LOC C 38 4602 TECHNICAL 70 49 61 HSDP Loc A 39 132 TECHNICAL 73 51 61 COLLEGE LOC B 40 253 CLERICAL 74 52 62 HSDP LOCA 41 718 MANAGERIAL 67 63 62 HSOP Loc 42 139 TECHNICAL 72 52 62 COLLEGE LOCA 43 216 TECHNICAL 67 76 64 COLLEGE LOC B 44 4492 TECHNICAL 68 51 54 COLLEGE LOCA 45 117 SUPERVISORY 57 90 65 HSDP LOCA 46 2905 CLERICAL 64 37 66 HSOP Loc. C 47 527 SUPERVISORY 76 61 66 HSOIP LOCA 48 495 TECHNICAL 70 66 66 BAMA Loc B 49 3773 TECHNICAL 76 49 66 HSDP Loc 50 4002 MANAGERIAL 74 54 67 COLLEGE LOGO 51 257 TECHNICAL SR 51 Z COLLEGE TAB EmployeeData 84 1 Employee ID JOBTYPE WORK PAY PROMO EDUC LOCATION 51 257 TECHNICAL 68 51 67 COLLEGE LOC B 52 5901 TECHNICAL 72 72 67 BAMA Loc_c 53 1761 TECHNICAL 74 58 68 COLLEGE LOC B 54 1871 TECHNICAL 75 52 68 COLLEGE LOC A 55 2264 CLERICAL 71 52 69 HSDP LOCA 56 3874 MANAGERIAL 76 67 69 BAMA LOCA 57 2941 TECHNICAL 72 71 BAMA LOCB 58 4557 CLERICAL 75 72 72 BAMA LOCA 59 2822 MANAGERIAL 79 62 72. COLLEGE LOC B 60 4093 MANAGERIAL 79 66 72 HSDP LOCA 61 4375 TECHNICAL 73 79 72 BAMA Loc C 62 883 TECHNICAL 77 46 72 HSDP Loc. 63 2395 CLERICAL 74 86 73 BAMA Loc B 54 3413 TECHNICAL 67 59 73 COLLEGE LOCA 65 2302 TECHNICAL 74 53 73 HSDP Loc C 66 3494 SUPERVISORY 75 83 4 BAMA LOCA 67 279 TECHNICAL 78 84 74 BAMA LOGA 68 3752 TECHNICAL 75 76 74 BAMA LOCA 69 3573 CLERICAL 70 60 75 COLLEGE LOC A 70 2681 MANAGERIAL 78 59 75 COLLEGE LOC_8 71 3383 MANAGERIAL 77 75 75 BAMA LOCA 72 2700 TECHNICAL 77 92 75 BAMA Loc. 73 4825 TECHNICAL 77 51 75 COLLEGE LOC B 74 1398 CLERICAL 80 72 76 BAMA Loc B 75 1369 MANAGERIAL 76 68 76 BAMA LOCC 76 195 MANAGERIAL 65 49 76 COLLEGE Loc B 77 2724 MANAGERIAL 71 51 76 COLLEGE LOC A 78 2414 SUPERVISORY 77 65 76 BAMA LOCLC 79 3687 SUPERVISORY 74 93 26 BAMA LOC.A 80 1694 SUPERVISORY 73 91 76 BAMA LOC A 81 2941 TECHNICAL 81 76 COLLEGE LOCC 82 5008 TECHNICAL 73 70 76 BAMA LOCA 83 1794 CLERICAL 82 70 77 BAMA LOC B 84 3950 MANAGERIAL 80 91 77 BAMA Loc_B 85 1234 MANAGERIAL 72 60 77 BAMA LOCA 86 2385 MANAGERIAL 74 61 78 BAMA Loc C 87 1909 TECHNICAL 76 77 78 BAMA LOCA 88 233 SUPERVISORY 82 85 79 BAMA Loc A 89 3858 CLERICAL 76 78 80 BAMA LOCA 90 3419 MANAGERIAL 79 74 81 BAMA LOC_C 91 354 SUPERVISORY 82 90 81 BAMA LOCA 92 4429 SUPERVISORY 86 67 81 BAMA LOC. A 93 714 SUPERVISORY 85 81 BAMA Loc C 94 5163 TECHNICAL 75 66 81 COLLEGE LOC_C 95 2820 CLERICAL 81 72 83 BAMA Loc_8 96 2474 MANAGERIAL 84 66 83 BAMA LOCA 97 4916 MANAGERIAL 81 82 83 BAMA LOCA 98 2236 SUPERVISORY 74 78 87 BAMA LOC. A 99 4928 TECHNICAL 81 90 87 BAMA LOCA 4497 SUPERVISORY AS95 RR RAMA loc oon 3N8 logo Ro 1 Employee ID JOBTYPE WORK PAY PROMO EDUC LOCATION 71 3383 MANAGERIAL 77 75 75 BAMA Loc A 72 2700 TECHNICAL 77 92 75 BAMA Loc C 73 4825 TECHNICAL 77 51 75 COLLEGE Loc_B 74 1398 CLERICAL 80 72 76 BAMA Loc_B 75 1369 MANAGERIAL 76 68 76 BAMA Loc_c 76 195 MANAGERIAL 65 49 76 COLLEGE Loc_B 77 2724 MANAGERIAL 71 51 76 COLLEGE LOC_A 78 2414 SUPERVISORY 77 65 76 BAMA Loc_C 79 3687 SUPERVISORY 74 93 76 BAMA Loc A 80 1694 SUPERVISORY 73 91 76 BAMA LOCA 81 2941 TECHNICAL 81 64 76 COLLEGE Loc_C 82 5008 TECHNICAL 73 70 76 BAMA Loc A 83 1794 CLERICAL 82 70 77 BAMA Loc_B 84 3950 MANAGERIAL 80 91 77 BAMA Loc_B 85 1234 MANAGERIAL 77 60 77 BAMA Loc A 86 2385 MANAGERIAL 74 61 78 BAMA Loc C 87 1909 TECHNICAL 76 77 78 BAMA Loc A 88 233 SUPERVISORY 82 85 79 BAMA LOCA 89 3858 CLERICAL 76 78 80 BAMA Loc A 90 3419 MANAGERIAL 79 74 81 BAMA Loc_C 91 354 SUPERVISORY 82 90 81 BAMA LOCA 92 4429 SUPERVISORY 86 67 81 BAMA Loc A 93 714 SUPERVISORY 85 79 81 BAMA Loc_c 94 5163 TECHNICAL 75 66 81 COLLEGE LOC_C 95 2820 CLERICAL 81 72 83 BAMA Loc_B 96 2474 MANAGERIAL 84 66 83 BAMA Loc A 97 4916 MANAGERIAL 81 82 83 BAMA Loc A 98 2236 SUPERVISORY 74 78 87 BAMA Loc A 99 4928 TECHNICAL 81 90 87 BAMA Loc A 100 4497 SUPERVISORY 85 96 88 BAMA Loc B 101 1652 SUPERVISORY 86 88 89 BAMA Loc A 102 2210 SUPERVISORY 86 94 91 BAMA Loc A 103 1932 TECHNICAL 82 89 91 BAMA Loc_A 104