Conduct Quantitative Analysis

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NanaKarikari-needsrevision.xlsx

Quantitative Analysis

Employee salary data shows a bimodal distribution, with a significant number employees (76) having a salary of between $31,000 and $40,000, while another equally large share of employees (75) having a salary of between $51,000 and $60,000. The company has also experienced a positve growth in sales revenue over the years. Precisely, the company has achived a 276% average percentage growth in sales between 2002 and 2015. While the mode years of service in the company is 16 years with a large share of employees working in the company for an average of only 7 years and a standard deviation of 4 years. In addition, majority of the employees (80.65%) are males. Also there are more caucasian employees (227) with most of the employees (68.28%) being married. These results suggest that there is a reasonable promotion rate within the company as many employees earn salary in the middle-range. With a consistently large average percentage growth in sales over the years, it is expected that the sales revenue in 2016 and 2017 will continue to increase despite a decrease in 2015. Moreover, there is reason to believe that most of the workforce is not vested in the company. In conjuction to this, there is significant gender and racial imbalance in the workforce, which is contrary to the company's goal of ensuring a diversifiedworkforce. Hence, should consider hiring more females than males as well as more Hispanians, African-Americans and Asians as it creates more positions to keep up with demand. In order to investigate further whether these quantitave results are good or bad for the company, a qualitative analysis may be conducted. In a qualitative analysis, structured interviews with key personnel in the company as well as focused group discussions with the employees, may help yield additional information. These additional information may support the results of the quantitaive analysis especially on issues to deal with salary and job promotion expectations amongst employees. Furthermore, it may also give employee perceptions on the gender and racial distribution of the workforce.

Quantitative Analysis-Cooksey

[Cooksey Comment]: Hi Nana, You seemed to combine your answers to the following questions into paragraphs in your quantitative analysis tab. However, you should answer each of the following questions one by one. I am listing your the questions below, which can be found in Step9 in your classroom. Please redo this step please. In addition, please complete your sorted data step too. Thanks. ~ Prof. Cooksey Apply Quantitative Reasoning Now that you have completed your analysis, think about the patterns you’ve seen in the workforce. 1. From the created histogram, it appears that a large share of employees have a salary between $31,000—$40,000 or $51,000—$60,000. This may indicate reasonable promotion rate for new employees. Is this distribution unimodal or bimodal? Explain. 2. The line chart, as detailed in your "Graph Charts" Excel spreadsheet, shows sales increasing over the years, after an initial few rocky years from 1999 to 2002. In 2015, sales slightly decreased to under $4,000,000. Investors want to know what the projected sales will be in 2017. One method for determining this value is to calculate the average percentage growth, based on historical trends. For example, if sales were $200 last year and $500 this year, the average percentage growth between these years was 150%. ((500-200)/200)*100. Calculate the average percentage growth for 2002–2015 and projected sales for 2016 and 2017. 3. The standard deviation provides insight into the distribution of values around the mean. If the standard deviation is small, the more narrow the range between the lowest and highest value. That is, values will cluster close to the mean. From your descriptive statistics, describe your standard deviations. What does this tell you about the variables? 4. The company has a keen interest in the educational, race, and gender makeup of its workforce. Its emphasis is on a diverse, dynamic workforce. From your "Graph Charts" spreadsheet, describe your pie chart findings for these characteristics of the workforce. Describe how you would determine if the company was meeting expectations on these characteristics. 5. The company is conducting an analysis on how many positions to create to keep up with demand. Specifically, it wants to know an estimate of the number of positions per job title. From your Excel chart, identify the mode of the job title distribution. Describe your findings. 6. Now that you have done all the work with data, you will write a short three- to four-paragraph summary of your analysis. This is important. While you have done a wonderful job with your analysis, you can never assume that the end user will be able to interpret the data the way it should be understood. Supporting narrative is helpful. Never simply provide a "raw data" dump. Instead, seek to provide information! Structure your essay like this: a. Write a one-paragraph narrative summary of your findings, describing patterns of interest. b. Provide an explanation of the potential relevance of such patterns. c. Provide a description of how you would investigate further to determine if your results are "good or bad" for the company. Prepare your response in this workbook. Create a tab for QR Analysis, create a text box, and paste your answers to the above questions in it. Move the tab to the first tab position.

Data

Workforce Profile Analysis
Section 1: Complete all Columns in Data Set
Format for:
Number Date Text Currency Currency Number Text Number Number Number Number Number Text Text
mm/dd/yy
Year Ending Vested Yr
12/31/14 10
Emp # Hire Date Role Salary Hrly Rate Yrs of Svc Ed Age Vested Race Gender Status State Region
1001 03/15/99 CEO $200,210 $96.25 16 19 56 Yes 3 1 2 PA Northeast
1002 12/15/99 Design $79,723 $38.33 15 16 45 Yes 3 1 2 PA Northeast
1003 09/07/12 Sr Mach $66,750 $32.09 2 12 29 No 1 1 1 IL Midwest
1004 06/13/12 Machine $31,924 $15.35 3 12 24 No 3 1 2 NE C-Plains
1005 10/25/08 Machine $42,687 $20.52 6 14 35 No 3 1 1 PA Northeast
1006 08/05/06 Machine $50,307 $24.19 8 14 41 No 3 1 1 IL Midwest
1014 06/03/09 IT Staff $87,818 $42.22 6 16 40 No 4 2 1 IL Midwest
1015 07/08/13 Invent $31,250 $15.02 1 14 26 No 3 1 2 PA Northeast
1016 09/23/08 Machine $42,719 $20.54 6 12 35 No 3 1 2 NE C-Plains
1018 01/15/11 Acctg/Fin $42,836 $20.59 4 16 32 No 3 2 2 PA Northeast
1018 05/03/12 Machine $32,157 $15.46 3 12 24 No 3 2 1 NE C-Plains
1019 05/21/07 Machine $48,317 $23.23 8 12 38 No 3 1 1 NE C-Plains
1024 08/17/11 Machine $33,005 $15.87 3 12 26 No 3 1 1 IL Midwest
1036 09/25/00 Machine $57,822 $27.80 14 16 51 Yes 2 1 1 NE C-Plains
1038 08/21/12 IT Staff $65,451 $31.47 2 16 32 No 2 1 1 PA Northeast
1043 06/18/09 Gen Shop $26,168 $12.58 6 12 27 No 3 1 1 IL Midwest
1048 09/19/13 Shipping $31,655 $15.22 1 12 20 No 1 2 2 IL Midwest
1049 02/23/04 IT Staff $88,421 $42.51 11 19 41 Yes 3 1 1 PA Northeast
1053 05/31/13 Machine $30,241 $14.54 2 12 20 No 3 1 2 PA Northeast
1053 09/08/09 Machine $35,293 $16.97 5 12 30 No 1 1 1 IL Midwest
1055 06/15/01 Controller $99,836 $48.00 14 19 45 Yes 3 2 1 PA Northeast
1055 06/04/01 Machine $56,663 $27.24 14 16 50 Yes 3 1 1 PA Northeast
1055 9/30/01 Machine $57,385 $27.59 13 16 50 Yes 1 1 1 IL Midwest
1056 05/06/07 Machine $48,059 $23.11 8 12 38 No 3 1 1 IL Midwest
1059 02/14/12 Acctg/Fin $46,589 $22.40 3 16 33 No 3 2 1 NE C-Plains
1061 02/02/09 Machine $39,931 $19.20 6 12 34 No 1 1 1 NE C-Plains
1062 03/04/13 Acctg/Fin $32,238 $15.50 2 16 28 No 3 1 2 IL Midwest
1062 07/08/09 Flr Supr $72,803 $35.00 5 14 35 No 3 1 1 PA Northeast
1069 02/03/11 Engineering $79,938 $38.43 4 16 35 No 2 2 1 IL Midwest
1070 08/21/09 Machine $35,498 $17.07 5 12 31 No 3 1 1 NE C-Plains
1071 01/09/05 Engineering $86,238 $41.46 10 19 41 No 3 1 1 NE C-Plains
1071 08/08/05 Engineering $87,019 $41.84 9 19 51 No 3 1 1 IL Midwest
1075 01/14/10 Machine $34,317 $16.50 5 12 28 No 3 2 1 NE C-Plains
1079 10/15/03 Invent $51,459 $24.74 11 16 31 Yes 3 1 1 PA Northeast
1083 08/27/09 Machine $35,396 $17.02 5 12 31 No 3 1 2 PA Northeast
1083 4/30/00 Machine $58,771 $28.26 15 14 52 Yes 3 1 1 IL Midwest
1084 03/15/99 Sales $85,671 $41.19 16 19 62 Yes 3 1 1 PA Northeast
1088 10/03/11 Sr Flr Mgr $83,974 $40.37 3 16 35 No 1 2 1 NE C-Plains
1096 03/06/06 Machine $50,502 $24.28 9 12 42 No 3 1 1 NE C-Plains
1097 08/14/05 Machine $50,571 $24.31 9 12 43 No 1 1 1 PA Northeast
1098 01/13/14 Engineering $62,245 $29.93 1 16 25 No 3 1 2 PA Northeast
1101 06/08/02 Invent $55,994 $26.92 13 16 31 Yes 1 1 1 NE C-Plains
1102 04/08/00 IT Staff $88,900 $42.74 15 19 48 Yes 3 1 1 PA Northeast
1104 02/01/05 Machine $52,450 $25.22 10 12 44 No 3 1 1 NE C-Plains
1105 09/06/12 Invent $32,633 $15.69 2 12 28 No 3 1 2 NE C-Plains
1106 5/9/02 Machine $55,744 $26.80 13 12 48 Yes 1 1 1 IL Midwest
1108 06/15/07 Gen Shop $27,403 $13.17 8 12 29 No 3 1 2 IL Midwest
1109 02/22/07 Machine $49,201 $23.65 8 12 39 No 3 1 1 NE C-Plains
1113 05/02/12 Machine $32,124 $15.44 3 12 24 No 1 2 2 PA Northeast
1113 09/08/00 Sr Mach $81,695 $39.28 14 14 50 Yes 1 1 1 PA Northeast
1116 12/30/08 Machine $42,235 $20.31 6 12 34 No 3 1 1 IL Midwest
1116 04/05/00 Quality $81,526 $39.20 15 16 52 Yes 3 1 1 PA Northeast
1117 05/27/09 Gen Shop $26,360 $12.67 6 12 27 No 3 2 1 PA Northeast
1117 08/15/12 Machine $31,262 $15.03 2 12 22 No 2 1 2 IL Midwest
1128 06/07/10 Flr Supr $74,104 $35.63 5 16 35 No 3 2 1 NE C-Plains
1130 03/15/99 Machine $59,438 $28.58 16 16 53 Yes 3 1 1 PA Northeast
1132 07/10/09 Machine $35,822 $17.22 5 12 32 No 3 1 1 PA Northeast
1133 02/12/09 Sales $73,337 $35.26 6 19 58 No 4 1 1 PA Northeast
1136 12/14/11 Machine $32,523 $15.64 3 12 24 No 1 1 2 IL Midwest
1138 10/18/10 Gen Shop $24,017 $11.55 4 12 24 No 4 2 1 PA Northeast
1138 4/12/08 Machine $44,204 $21.25 7 12 35 No 4 1 1 PA Northeast
1140 07/10/09 Machine $35,934 $17.28 5 12 32 No 2 1 1 IL Midwest
1141 06/18/09 Gen Shop $25,999 $12.50 6 12 24 No 3 1 1 IL Midwest
1142 06/17/09 Machine $36,901 $17.74 6 12 32 No 1 1 1 PA Northeast
1145 02/16/09 Gen Shop $25,131 $12.08 6 12 24 No 2 1 2 IL Midwest
1145 11/05/09 Machine $34,680 $16.67 5 12 29 No 1 1 2 NE C-Plains
1145 09/15/04 Machine $53,327 $25.64 10 12 45 Yes 3 1 1 IL Midwest
1150 04/26/13 Machine $30,808 $14.81 2 12 21 No 1 1 2 IL Midwest
1153 02/05/12 Sr Mach $66,843 $32.14 3 12 30 No 3 1 1 IL Midwest
1156 05/21/11 Machine $33,395 $16.06 4 12 26 No 3 1 2 IL Midwest
1167 11/15/11 Machine $32,766 $15.75 3 12 24 No 3 1 1 PA Northeast
1169 01/22/09 Machine $40,871 $19.65 6 12 34 No 3 1 1 PA Northeast
1175 09/25/02 Machine $54,886 $26.39 12 14 48 Yes 3 1 1 NE C-Plains
1180 01/24/05 Machine $52,469 $25.23 10 12 45 No 1 1 1 NE C-Plains
1185 04/16/09 Machine $37,914 $18.23 6 12 33 No 1 1 1 PA Northeast
1186 08/14/05 Machine $50,636 $24.34 9 12 43 No 3 1 1 NE C-Plains
1188 05/16/09 Engineering $83,198 $40.00 6 19 38 No 3 1 1 IL Midwest
1189 02/12/10 Sales $70,520 $33.90 5 16 40 No 2 2 1 PA Northeast
1190 5/9/02 Machine $55,716 $26.79 13 12 48 Yes 1 1 1 IL Midwest
1190 8/31/99 Machine $59,147 $28.44 15 14 53 Yes 1 1 1 IL Midwest
1196 09/08/09 Machine $35,327 $16.98 5 12 30 No 3 1 1 IL Midwest
1198 09/17/10 Gen Shop $23,484 $11.29 4 12 22 No 1 1 1 PA Northeast
1201 08/01/08 Machine $43,003 $20.67 6 12 35 No 3 1 1 IL Midwest
1202 03/15/99 Acctg/Fin $85,123 $40.92 16 16 48 Yes 3 1 1 PA Northeast
1210 09/10/06 Machine $50,133 $24.10 8 12 40 No 3 1 1 NE C-Plains
1215 05/06/07 Engineering $86,673 $41.67 8 19 43 No 2 1 1 PA Northeast
1216 07/12/06 Shipping $52,654 $25.31 8 14 40 No 1 1 1 PA Northeast
1218 07/23/09 Design $64,504 $31.01 5 16 34 No 1 1 2 PA Northeast
1220 10/16/02 Machine $54,368 $26.14 12 12 48 Yes 3 1 1 NE C-Plains
1220 04/15/00 Sr Mach $83,377 $40.09 15 14 55 Yes 1 2 1 IL Midwest
1224 09/23/13 Engineering $70,886 $34.08 1 16 30 No 2 1 1 PA Northeast
1226 06/02/07 Gen Shop $27,435 $13.19 8 12 29 No 1 1 1 IL Midwest
1227 05/03/00 Invent $65,234 $31.36 15 14 45 Yes 3 1 1 IL Midwest
1227 04/25/06 Machine $50,320 $24.19 9 12 41 No 3 1 2 PA Northeast
1232 07/12/10 Shipping $37,456 $18.01 4 12 28 No 3 1 1 IL Midwest
1233 05/31/13 Machine $30,577 $14.70 2 12 21 No 3 1 2 NE C-Plains
1237 08/08/07 Machine $46,904 $22.55 7 12 38 No 1 1 1 IL Midwest
1246 07/27/00 Sr Mach $82,315 $39.57 14 12 54 Yes 3 2 1 IL Midwest
1248 07/25/09 Gen Shop $26,156 $12.58 5 12 25 No 3 1 1 NE C-Plains
1254 02/02/09 Machine $39,755 $19.11 6 12 34 No 2 1 1 PA Northeast
1255 03/14/09 Gen Shop $26,621 $12.80 6 12 27 No 3 1 2 PA Northeast
1257 08/09/09 Engineering $85,463 $41.09 5 19 38 No 3 1 1 NE C-Plains
1257 03/11/10 Machine $34,232 $16.46 5 12 28 No 3 1 2 PA Northeast
1258 07/09/03 Sr Mach $70,234 $33.77 11 12 46 Yes 3 1 1 NE C-Plains
1261 04/13/13 Machine $30,165 $14.50 2 12 20 No 3 1 2 IL Midwest
1261 06/02/09 Sr Mach $68,014 $32.70 6 12 33 No 1 2 2 IL Midwest
1265 03/04/13 Acctg/Fin $29,632 $14.25 2 16 24 No 1 1 2 NE C-Plains
1265 07/08/11 Engineering $85,825 $41.26 3 19 40 No 3 2 1 NE C-Plains
1267 2/5/08 Machine $44,747 $21.51 7 12 35 No 2 1 1 IL Midwest
1269 03/14/07 Design $76,577 $36.82 8 16 39 No 3 2 2 NE C-Plains
1272 09/18/10 IT Mgr $100,515 $48.32 4 19 52 No 3 1 1 PA Northeast
1276 05/04/11 IT Staff $65,469 $31.48 4 16 32 No 3 1 1 NE C-Plains
1279 10/20/07 Machine $46,057 $22.14 7 12 37 No 1 1 1 NE C-Plains
1280 08/11/14 Acctg/Fin $29,442 $14.15 0 16 22 No 3 2 1 PA Northeast
1285 04/04/11 Advertg $53,064 $25.51 4 16 26 No 3 2 2 NE C-Plains
1288 03/25/10 Sales $70,708 $33.99 5 16 41 No 1 1 2 NE C-Plains
1289 09/05/11 Gen Shop $17,943 $8.63 3 12 19 No 1 1 2 NE C-Plains
1289 10/22/06 Machine $50,078 $24.08 8 12 40 No 1 1 1 IL Midwest
1292 05/13/01 Machine $56,815 $27.31 14 14 50 Yes 3 1 1 PA Northeast
1295 07/08/12 Purch $45,670 $21.96 2 12 30 No 3 2 1 NE C-Plains
1296 05/05/00 Gen Shop $28,901 $13.89 15 14 36 Yes 3 1 1 PA Northeast
1296 09/15/10 Invent $52,765 $25.37 4 12 29 No 4 2 1 IL Midwest
1296 09/23/11 Quality $53,487 $25.71 3 16 34 No 3 1 1 NE C-Plains
1297 06/06/05 Sr Mach $69,628 $33.48 10 12 41 No 3 1 2 IL Midwest
1299 04/08/09 Shp Mgr $85,286 $41.00 6 16 47 No 1 1 1 PA Northeast
1300 07/10/09 Engineering $80,637 $38.77 5 16 36 No 3 2 1 PA Northeast
1300 06/17/09 Machine $36,882 $17.73 6 12 32 No 3 1 2 PA Northeast
1308 04/03/10 Engineering $75,261 $36.18 5 16 31 No 3 1 1 NE C-Plains
1308 06/30/01 IT Staff $88,698 $42.64 14 19 43 Yes 2 2 1 IL Midwest
1308 4/30/00 Machine $58,742 $28.24 15 14 51 Yes 3 1 2 NE C-Plains
1314 1/22/08 Machine $44,765 $21.52 7 12 35 No 1 1 1 IL Midwest
1315 02/15/07 Machine $49,672 $23.88 8 12 39 No 3 1 1 IL Midwest
1315 02/07/08 Sr Mach $68,913 $33.13 7 12 34 No 4 1 1 PA Northeast
1317 08/12/08 Sr Mach $68,677 $33.02 6 12 35 No 3 1 1 PA Northeast
1320 06/18/09 Gen Shop $26,351 $12.67 6 14 27 No 4 1 2 IL Midwest
1320 09/01/12 Machine $31,170 $14.99 2 12 22 No 4 2 2 PA Northeast
1320 05/07/11 Sr Mach $67,380 $32.39 4 12 31 No 1 1 2 NE C-Plains
1323 02/05/05 Machine $52,235 $25.11 10 12 44 No 4 1 2 IL Midwest
1325 03/15/99 Sr Mach $83,413 $40.10 16 14 57 Yes 3 1 1 PA Northeast
1329 09/20/09 Gen Shop $26,020 $12.51 5 14 25 No 1 1 1 PA Northeast
1332 04/12/11 Shipping $36,789 $17.69 4 12 24 No 3 1 2 PA Northeast
1339 05/01/12 Machine $31,992 $15.38 3 12 24 No 3 1 2 NE C-Plains
1341 03/07/04 Gen Shop $28,325 $13.62 11 14 32 Yes 3 1 1 PA Northeast
1343 04/15/10 Gen Shop $21,897 $10.53 5 12 22 No 1 1 2 IL Midwest
1343 12/18/07 Machine $44,860 $21.57 7 12 36 No 1 1 1 IL Midwest
1346 06/12/10 Sr Mach $67,679 $32.54 5 12 31 No 3 1 1 PA Northeast
1350 06/21/12 Admin $21,387 $10.28 3 12 23 No 3 2 2 NE C-Plains
1356 09/19/10 Sr Sales Mgr $84,068 $40.42 4 16 48 No 3 2 1 NE C-Plains
1357 03/15/99 Advertg $99,741 $47.95 16 16 52 Yes 3 1 1 PA Northeast
1357 04/08/05 COO $105,779 $50.86 10 19 39 No 3 1 2 PA Northeast
1364 3/16/08 Machine $44,576 $21.43 7 12 35 No 3 1 1 PA Northeast
1364 04/20/05 Machine $51,431 $24.73 10 12 44 No 1 1 2 IL Midwest
1373 04/08/09 Machine $38,873 $18.69 6 12 33 No 4 1 1 PA Northeast
1373 06/25/07 Machine $47,648 $22.91 8 12 38 No 3 1 1 PA Northeast
1378 07/09/10 Machine $33,968 $16.33 4 12 28 No 3 1 1 PA Northeast
1379 06/09/07 Mrktg $81,191 $39.03 8 16 36 No 1 1 1 NE C-Plains
1381 10/23/10 Sales $72,181 $34.70 4 16 52 No 3 1 1 IL Midwest
1387 07/14/09 Gen Shop $26,163 $12.58 5 12 26 No 1 1 2 NE C-Plains
1387 12/18/07 Machine $45,130 $21.70 7 12 36 No 1 1 2 IL Midwest
1387 07/23/05 Machine $50,914 $24.48 9 12 43 No 3 1 1 IL Midwest
1391 05/30/09 Machine $37,084 $17.83 6 12 32 No 3 1 2 NE C-Plains
1393 2/3/01 Machine $57,643 $27.71 14 12 51 Yes 3 1 1 NE C-Plains
1394 04/30/00 Machine $58,640 $28.19 15 16 51 Yes 1 1 1 IL Midwest
1400 06/16/05 Design $80,483 $38.69 10 16 46 No 3 1 2 NE C-Plains
1402 08/17/11 Machine $32,812 $15.78 3 12 26 No 4 1 1 IL Midwest
1403 12/01/10 Sales $71,265 $34.26 4 16 42 No 3 2 1 IL Midwest
1404 10/15/11 Gen Shop $18,097 $8.70 3 14 19 No 3 1 2 PA Northeast
1405 08/13/07 Gen Shop $28,537 $13.72 7 14 34 No 3 1 1 IL Midwest
1411 03/05/09 Design $61,333 $29.49 6 16 30 No 3 1 2 NE C-Plains
1417 04/15/07 Sr Mach $69,102 $33.22 8 12 34 No 4 1 1 PA Northeast
1418 07/04/11 Quality $53,981 $25.95 3 16 36 No 3 1 1 IL Midwest
1422 05/30/09 Machine $36,918 $17.75 6 12 32 No 1 1 1 IL Midwest
1422 09/08/13 Sales $52,485 $25.23 1 16 25 No 3 1 1 NE C-Plains
1424 03/15/99 Flr Supr $75,737 $36.41 16 14 45 Yes 3 2 1 PA Northeast
1424 01/14/10 Machine $34,512 $16.59 5 12 29 No 3 1 2 NE C-Plains
1424 02/15/13 Sales $55,460 $26.66 2 16 32 No 1 2 2 PA Northeast
1424 03/15/99 Sr Mach $84,505 $40.63 16 14 59 Yes 3 1 1 PA Northeast
1426 10/20/07 Machine $45,934 $22.08 7 12 37 No 3 1 1 IL Midwest
1429 06/30/10 Sr Mach $67,692 $32.54 5 12 32 No 1 1 1 IL Midwest
1432 10/15/09 Design $71,204 $34.23 5 16 38 No 3 1 1 PA Northeast
1434 01/21/07 Machine $49,797 $23.94 8 12 39 No 2 1 1 NE C-Plains
1442 01/08/12 Admin $22,415 $10.78 3 12 25 No 1 2 2 IL Midwest
1443 09/12/06 Sr Mach $69,372 $33.35 8 12 40 No 3 1 1 PA Northeast
1444 06/15/02 Mrktg $81,221 $39.05 13 16 42 Yes 3 2 1 IL Midwest
1444 08/02/11 Sales $64,415 $30.97 3 16 34 No 3 1 1 IL Midwest
1445 08/08/10 Machine $33,808 $16.25 4 12 28 No 3 1 1 NE C-Plains
1446 12/15/05 Gen Shop $27,574 $13.26 9 14 30 No 4 1 2 PA Northeast
1447 10/18/10 Gen Shop $23,971 $11.52 4 12 23 No 1 1 2 PA Northeast
1447 09/05/12 Sales $63,836 $30.69 2 16 32 No 3 1 1 NE C-Plains
1448 05/03/11 Admin $25,456 $12.24 4 14 31 No 4 1 2 PA Northeast
1450 01/22/09 Machine $40,705 $19.57 6 12 34 No 3 1 1 NE C-Plains
1452 11/06/06 Machine $49,838 $23.96 8 12 39 No 3 1 1 IL Midwest
1456 06/25/07 Machine $47,522 $22.85 8 12 38 No 1 1 1 NE C-Plains
1456 05/07/04 Sr Mach $69,997 $33.65 11 12 41 Yes 1 1 1 PA Northeast
1461 10/12/10 Advertg $53,215 $25.58 4 16 28 No 3 1 2 IL Midwest
1466 03/19/09 Machine $39,634 $19.05 6 12 34 No 1 1 1 NE C-Plains
1466 05/04/12 Sales $64,329 $30.93 3 16 33 No 3 1 2 IL Midwest
1468 7/21/01 Machine $56,291 $27.06 13 12 50 Yes 1 1 2 NE C-Plains
1471 07/10/09 Machine $36,729 $17.66 5 12 32 No 3 1 1 PA Northeast
1474 03/25/09 Machine $39,331 $18.91 6 12 34 No 3 1 1 NE C-Plains
1476 05/23/11 Purch $48,560 $23.35 4 14 32 No 3 2 1 IL Midwest
1477 03/15/03 Purch $63,388 $30.48 12 16 44 Yes 3 2 1 PA Northeast
1477 01/15/12 Shipping $33,169 $15.95 3 12 23 No 1 1 2 PA Northeast
1481 09/06/03 Machine $54,158 $26.04 11 12 47 Yes 3 1 1 NE C-Plains
1484 03/04/09 Shipping $45,622 $21.93 6 14 35 No 1 2 1 PA Northeast
1492 10/25/01 Machine $55,936 $26.89 13 12 49 Yes 1 1 2 IL Midwest
1496 05/07/13 Shipping $31,035 $14.92 2 12 19 No 1 1 2 NE C-Plains
1498 02/22/11 Machine $33,574 $16.14 4 12 27 No 1 1 1 IL Midwest
1498 08/04/13 Sr Mach $65,283 $31.39 1 12 28 No 4 2 1 NE C-Plains
1504 03/14/05 Machine $52,104 $25.05 10 12 44 No 1 1 1 PA Northeast
1504 04/30/10 Shipping $38,455 $18.49 5 12 28 No 3 2 1 PA Northeast
1505 12/06/10 Machine $33,609 $16.16 4 12 28 No 1 2 1 IL Midwest
1506 06/27/04 IT Staff $88,517 $42.56 11 19 43 Yes 1 1 1 NE C-Plains
1507 04/15/14 Gen Shop $15,182 $7.30 1 12 18 No 1 1 2 IL Midwest
1513 08/14/03 Machine $54,358 $26.13 11 12 47 Yes 3 1 1 PA Northeast
1515 05/01/00 Acctg/Fin $66,230 $31.84 15 16 36 Yes 3 2 2 NE C-Plains
1517 11/12/12 Engineering $62,572 $30.08 2 16 26 No 1 2 2 IL Midwest
1519 06/04/11 Design $63,010 $30.29 4 16 33 No 3 1 2 IL Midwest
1519 02/15/13 Machine $29,819 $14.34 2 12 19 No 4 2 2 NE C-Plains
1523 05/21/11 Acctg/Fin $50,767 $24.41 4 16 35 No 2 1 2 IL Midwest
1525 05/09/05 Gen Shop $27,633 $13.29 10 12 30 No 3 1 2 NE C-Plains
1527 03/15/99 Machine $59,872 $28.78 16 12 54 Yes 3 1 1 PA Northeast
1529 10/16/11 Machine $32,797 $15.77 3 12 24 No 3 1 1 NE C-Plains
1531 04/07/13 Design $62,412 $30.01 2 16 32 No 3 1 2 PA Northeast
1533 12/28/07 Machine $45,283 $21.77 7 12 36 No 3 1 1 PA Northeast
1539 12/15/12 Gen Shop $18,102 $8.70 2 14 21 No 3 1 2 IL Midwest
1541 04/09/07 Sr Mach $69,128 $33.23 8 12 36 No 3 1 1 IL Midwest
1543 10/06/09 Machine $35,002 $16.83 5 12 30 No 3 1 2 IL Midwest
1550 02/19/14 IT Staff $55,067 $26.47 1 16 28 No 1 2 2 IL Midwest
1550 11/14/08 Sr Mach $68,317 $32.84 6 12 33 No 3 1 1 IL Midwest
1552 5/30/99 Machine $59,316 $28.52 16 14 53 Yes 3 1 1 PA Northeast
1553 04/12/09 Machine $38,398 $18.46 6 12 33 No 1 1 1 NE C-Plains
1553 10/20/07 Machine $46,097 $22.16 7 12 38 No 3 1 1 PA Northeast
1554 10/23/13 Engineering $62,458 $30.03 1 16 26 No 2 2 2 IL Midwest
1554 10/20/06 Machine $50,082 $24.08 8 12 40 No 3 1 1 NE C-Plains
1556 03/21/09 Gen Shop $26,466 $12.72 6 12 27 No 4 1 2 PA Northeast
1557 07/21/04 Machine $53,537 $25.74 10 12 46 Yes 3 1 2 NE C-Plains
1558 01/06/05 Machine $52,946 $25.45 10 12 45 No 2 1 1 PA Northeast
1560 05/06/12 Gen Shop $18,270 $8.78 3 14 21 No 3 1 2 PA Northeast
1565 03/16/07 Machine $48,712 $23.42 8 12 38 No 3 1 1 IL Midwest
1568 08/07/12 Shipping $32,960 $15.85 2 12 20 No 3 2 2 IL Midwest
1568 02/07/10 Sr Mach $67,771 $32.58 5 12 32 No 1 1 2 NE C-Plains
1569 04/23/10 Quality $55,254 $26.56 5 16 42 No 3 2 2 IL Midwest
1571 04/16/09 Machine $37,917 $18.23 6 12 33 No 4 1 2 PA Northeast
1575 02/04/09 Machine $40,629 $19.53 6 12 34 No 3 1 1 IL Midwest
1579 01/12/05 Machine $52,580 $25.28 10 12 45 No 1 1 1 IL Midwest
1580 09/16/10 Gen Shop $23,342 $11.22 4 12 22 No 3 1 2 PA Northeast
1584 03/15/99 Machine $60,239 $28.96 16 16 54 Yes 1 1 2 PA Northeast
1588 8/17/02 Machine $55,566 $26.71 12 12 48 Yes 2 1 1 PA Northeast
1589 04/15/13 Design $51,233 $24.63 2 16 25 No 3 2 2 IL Midwest
1591 7/12/08 Machine $43,213 $20.78 6 12 35 No 3 1 1 IL Midwest
1593 08/15/08 Shipping $47,891 $23.02 6 12 38 No 1 2 1 NE C-Plains
1596 06/12/09 CFO $131,276 $63.11 6 19 42 No 3 1 2 PA Northeast
1597 11/20/11 Flr Supr $70,293 $33.79 3 16 34 No 3 1 1 IL Midwest
1598 02/15/13 Machine $29,661 $14.26 2 12 19 No 3 1 2 PA Northeast
1608 03/15/99 Flr Supr $75,375 $36.24 16 16 44 Yes 3 2 1 IL Midwest
1608 04/15/09 Sales $73,258 $35.22 6 19 53 No 3 1 1 PA Northeast
1609 07/20/11 Machine $33,266 $15.99 3 12 26 No 3 1 2 NE C-Plains
1611 09/23/07 Machine $46,378 $22.30 7 12 38 No 3 1 1 PA Northeast
1612 03/06/11 Shipping $37,800 $18.17 4 12 25 No 2 1 1 NE C-Plains
1613 05/04/12 Machine $32,496 $15.62 3 12 24 No 1 1 1 PA Northeast
1616 09/15/09 Advertg $65,027 $31.26 5 16 34 No 3 2 2 PA Northeast
1616 08/09/06 Engineering $86,818 $41.74 8 19 48 No 3 1 1 NE C-Plains
1619 11/3/07 Machine $45,641 $21.94 7 12 36 No 3 1 1 NE C-Plains
1620 06/07/13 Gen Shop $15,248 $7.33 2 12 18 No 1 2 2 NE C-Plains
1622 02/06/12 Shipping $33,047 $15.89 3 12 21 No 3 2 2 PA Northeast
1623 03/04/12 Engineering $64,153 $30.84 3 16 28 No 2 1 1 IL Midwest
1625 09/12/09 Purch $60,346 $29.01 5 16 31 No 3 1 1 IL Midwest
1626 07/08/12 Gen Shop $19,141 $9.20 2 14 21 No 3 2 2 NE C-Plains
1629 09/04/11 Shipping $35,550 $17.09 3 12 24 No 1 1 1 IL Midwest
1630 09/12/08 Shipping $47,650 $22.91 6 12 36 No 3 1 1 IL Midwest
1636 04/17/09 Gen Shop $25,671 $12.34 6 12 24 No 4 1 1 NE C-Plains
1637 06/07/11 Sales $64,494 $31.01 4 16 37 No 4 1 1 PA Northeast
1638 09/01/07 Machine $46,787 $22.49 7 12 38 No 3 1 2 IL Midwest
1639 07/30/12 Machine $31,567 $15.18 2 12 23 No 1 1 2 PA Northeast
1640 08/13/07 Design $77,045 $37.04 7 16 42 No 3 1 1 PA Northeast
1644 09/05/11 Gen Shop $17,598 $8.46 3 12 19 No 3 1 2 PA Northeast
1654 06/07/11 Engineering $79,709 $38.32 4 16 35 No 3 2 1 NE C-Plains
1658 03/22/10 Admin $32,300 $15.53 5 16 33 No 1 2 2 PA Northeast
1659 11/02/06 Machine $49,925 $24.00 8 12 40 No 1 1 2 NE C-Plains
1660 01/14/10 Machine $34,420 $16.55 5 12 28 No 1 2 1 PA Northeast
1661 03/18/13 Sales $52,300 $25.14 2 16 28 No 3 2 1 IL Midwest
1661 11/18/11 Shipping $34,456 $16.57 3 12 23 No 1 2 2 NE C-Plains
1667 01/15/08 Engineering $86,096 $41.39 7 16 40 No 3 1 1 PA Northeast
1667 03/14/05 Machine $51,554 $24.79 10 12 44 No 3 1 1 PA Northeast
1668 05/01/00 Advertg $65,089 $31.29 15 16 35 Yes 3 1 1 IL Midwest
1668 07/10/09 Machine $35,688 $17.16 5 12 32 No 4 1 2 PA Northeast
1669 09/05/11 Design $61,882 $29.75 3 16 32 No 3 2 1 PA Northeast
1671 06/13/12 Machine $31,809 $15.29 3 12 23 No 3 1 1 IL Midwest
1672 05/04/08 Sr Flr Mgr $96,546 $46.42 7 12 38 No 3 1 1 IL Midwest
1673 03/07/13 Mrktg $67,415 $32.41 2 16 35 No 3 2 1 IL Midwest
1679 05/18/09 Acctg/Fin $66,109 $31.78 6 16 39 No 3 1 1 PA Northeast
1680 01/06/13 Design $51,226 $24.63 2 16 24 No 1 1 2 IL Midwest
1687 12/15/05 Gen Shop $27,541 $13.24 9 14 30 No 1 1 1 NE C-Plains
1687 06/02/04 Machine $53,784 $25.86 11 12 46 Yes 3 1 1 IL Midwest
1693 03/15/99 Engineering $93,678 $45.04 16 19 54 Yes 3 1 1 PA Northeast
1709 09/20/05 Machine $50,522 $24.29 9 12 43 No 1 1 1 IL Midwest
1723 06/02/12 Gen Shop $19,397 $9.33 3 14 21 No 3 1 2 PA Northeast
1723 11/10/07 Machine $45,495 $21.87 7 12 36 No 1 1 1 PA Northeast
1726 03/15/99 Design $81,159 $39.02 16 19 56 Yes 3 1 1 PA Northeast
1733 09/18/13 Flr Supr $65,780 $31.63 1 16 32 No 1 2 1 PA Northeast
1736 09/18/07 Gen Shop $27,221 $13.09 7 12 28 No 3 2 2 PA Northeast
1736 04/01/09 Machine $39,130 $18.81 6 12 33 No 3 1 2 IL Midwest
1737 03/15/99 Invent $76,188 $36.63 16 16 52 Yes 3 1 1 PA Northeast
1741 03/30/09 Machine $39,191 $18.84 6 12 34 No 3 1 1 IL Midwest
1744 06/15/11 Eng Mgr $110,233 $53.00 4 19 45 No 3 1 1 PA Northeast
1744 08/16/06 Gen Shop $28,486 $13.70 8 12 32 No 1 1 1 NE C-Plains
1744 11/12/07 Machine $45,317 $21.79 7 12 36 No 3 1 1 NE C-Plains
1745 06/10/10 Machine $34,196 $16.44 5 12 28 No 4 1 1 PA Northeast
1748 08/25/10 Mrktg $68,352 $32.86 4 16 35 No 3 2 1 PA Northeast
1749 08/14/00 Sr Mach $82,777 $39.80 14 12 56 Yes 1 1 2 NE C-Plains
1750 06/22/10 Gen Shop $21,828 $10.49 5 14 22 No 3 1 2 NE C-Plains
1750 08/13/09 Machine $35,536 $17.08 5 12 31 No 1 1 1 IL Midwest
1754 05/06/03 Sr Mach $70,507 $33.90 12 12 48 Yes 1 1 1 PA Northeast
1756 05/13/01 Machine $56,888 $27.35 14 12 50 Yes 3 1 1 PA Northeast
1756 07/01/09 Sr Flr Mgr $93,478 $44.94 6 16 42 No 3 1 1 PA Northeast
1757 2/16/02 Machine $55,840 $26.85 13 12 49 Yes 3 1 1 PA Northeast
1760 02/04/11 Design $60,348 $29.01 4 16 28 No 2 1 2 PA Northeast
1760 09/15/12 Machine $31,049 $14.93 2 12 22 No 3 1 2 IL Midwest
1764 6/17/01 Machine $57,530 $27.66 14 12 50 Yes 3 1 2 IL Midwest
1767 05/20/05 Machine $51,360 $24.69 10 12 44 No 3 1 1 IL Midwest
1770 03/06/04 Engineering $86,972 $41.81 11 16 48 Yes 3 1 1 NE C-Plains
1771 03/14/05 Machine $51,899 $24.95 10 12 44 No 3 1 1 PA Northeast
1773 06/07/05 Purch $60,999 $29.33 10 16 42 No 3 1 2 PA Northeast
1774 10/25/13 Flr Supr $68,455 $32.91 1 16 33 No 3 2 1 NE C-Plains
1776 11/13/09 Design $61,441 $29.54 5 16 30 No 3 2 2 IL Midwest
1776 03/15/99 Machine $60,198 $28.94 16 12 54 Yes 3 1 1 PA Northeast
1779 09/07/10 Machine $33,631 $16.17 4 12 28 No 3 1 1 NE C-Plains
1779 06/01/05 Machine $51,084 $24.56 10 12 43 No 3 1 1 IL Midwest
1782 03/04/04 Machine $53,903 $25.91 11 12 46 Yes 1 1 1 NE C-Plains
1785 07/06/06 Engineering $86,972 $41.81 8 16 50 No 3 1 1 IL Midwest
1785 09/21/09 Gen Shop $26,096 $12.55 5 14 25 No 4 1 2 IL Midwest
1785 02/08/10 Shipping $42,456 $20.41 5 12 32 No 3 2 1 PA Northeast
1787 07/21/07 Acctg/Fin $66,261 $31.86 7 16 45 No 3 1 1 IL Midwest
1789 09/23/08 Machine $42,802 $20.58 6 12 35 No 3 1 1 PA Northeast
1793 03/15/99 Design $81,077 $38.98 16 19 54 Yes 1 1 1 IL Midwest
1793 09/07/07 Shipping $50,788 $24.42 7 14 40 No 3 2 1 IL Midwest
1793 09/08/08 Sr Sales Mgr $90,822 $43.66 6 19 50 No 3 1 2 IL Midwest
1794 01/14/14 Engineering $60,323 $29.00 1 16 24 No 3 1 2 PA Northeast
1796 03/14/10 Sales Mgr $101,275 $48.69 5 19 43 No 3 1 1 PA Northeast
1797 02/08/03 Sr Mach $70,084 $33.69 12 12 44 Yes 2 1 1 NE C-Plains
1800 05/14/09 Machine $36,918 $17.75 6 12 32 No 1 1 1 PA Northeast
1800 03/15/99 Machine $59,647 $28.68 16 14 54 Yes 3 1 1 PA Northeast
1802 5/31/08 Machine $43,498 $20.91 7 12 35 No 4 1 1 NE C-Plains
1803 09/30/00 Mrktg $81,282 $39.08 14 16 45 Yes 3 1 1 PA Northeast
1804 08/19/09 Quality $64,510 $31.01 5 16 46 No 1 2 1 PA Northeast
1809 10/16/01 Machine $56,946 $27.38 13 12 50 Yes 1 1 1 NE C-Plains
1812 04/06/05 Gen Shop $27,781 $13.36 10 12 30 No 1 1 1 PA Northeast
1813 01/15/03 Machine $53,922 $25.92 12 12 47 Yes 1 1 2 IL Midwest
1814 08/19/11 Sr Sales Mgr $87,102 $41.88 3 16 53 No 1 1 1 PA Northeast
1815 08/17/11 Machine $33,244 $15.98 3 12 26 No 3 1 1 NE C-Plains
1816 04/16/09 Machine $37,144 $17.86 6 12 33 No 3 1 1 NE C-Plains
1819 10/06/09 Machine $34,804 $16.73 5 12 30 No 2 1 1 IL Midwest
1820 08/06/09 Shipping $44,236 $21.27 5 12 32 No 3 1 1 NE C-Plains
1821 09/13/06 Machine $50,130 $24.10 8 12 40 No 3 1 1 PA Northeast
1822 05/02/07 Engineering $81,691 $39.27 8 16 36 No 3 1 1 NE C-Plains
1824 04/13/13 Machine $30,089 $14.47 2 12 20 No 1 2 2 NE C-Plains
1829 03/01/07 Machine $48,826 $23.47 8 12 39 No 1 1 1 PA Northeast
1830 1/15/00 Machine $58,928 $28.33 15 14 52 Yes 3 1 1 IL Midwest
1831 08/16/12 Sr Mach $65,938 $31.70 2 12 29 No 1 2 1 PA Northeast
1835 06/07/13 Sr Mach $65,556 $31.52 2 12 29 No 4 1 1 NE C-Plains
1836 08/12/06 Machine $50,199 $24.13 8 12 41 No 1 1 1 NE C-Plains
1840 2/16/00 Machine $58,792 $28.27 15 12 52 Yes 3 1 1 IL Midwest
1841 06/07/07 Design $79,865 $38.40 8 16 45 No 2 1 2 PA Northeast
1841 08/05/13 Sr Mach $65,117 $31.31 1 12 28 No 3 1 1 PA Northeast
1846 04/23/09 Design $80,113 $38.52 6 19 46 No 3 2 2 PA Northeast
1846 03/05/13 Engineering $60,324 $29.00 2 16 24 No 3 1 1 IL Midwest
1846 08/30/04 Machine $53,369 $25.66 10 12 46 Yes 2 1 1 PA Northeast
1848 12/15/09 Design $80,722 $38.81 5 19 52 No 3 1 1 PA Northeast
1848 06/05/04 Gen Shop $28,344 $13.63 11 12 32 Yes 3 1 1 PA Northeast
1850 11/20/10 Gen Shop $24,060 $11.57 4 12 24 No 3 1 2 PA Northeast
1850 08/05/07 Invent $58,068 $27.92 7 12 30 No 3 2 1 IL Midwest
Section 2: Complete Summary Tables for Graphing
Sales Summary (Provided)
Roles Race # % Yr Sales
Key Emp 0 1 African-Am 96 25.81% 1999 ($527,000)
Acctg/Fin 10 2 Asian 24 6.45% 2000 $1,215,000
Admin 4 3 Caucasian 227 61.02% 2001 ($257,000)
Advertg 5 4 Hispanic 25 6.72% 2002 $985,000
CEO 1 372 100.00% 2003 $1,274,000
CFO 1 2004 $1,578,000
Controller 1 2005 $2,061,000
COO 1 Gender # % 2006 $1,987,000
Design 19 1 Male 300 80.65% 2007 $2,057,000
Engineering 23 2 Female 72 19.35% 2008 $2,565,000
Eng Mgr 1 372 100.00% 2009 $2,467,000
Flr Supr 7 2010 $3,846,000
Gen Shop 40 2011 $3,252,000
Invent 8 Education Level # % 2012 $4,226,000
IT Staff 8 12 HS 215 57.80% 2013 $4,844,000
IT Mgr 1 14 AA 37 9.95% 2014 $4,922,000
Machine 159 16 BA/BS 93 25.00% 2015 $3,702,000
Mrktg 5 19 Masters 27 7.26%
Purch 5 372 100.00%
Quality 5
Sales 14
Sales Mgr 1 Marital Status # %
Shipping 18 1 Married 254 68.28%
Shp Mgr 1 2 Single 118 31.72%
Sr Flr Mgr 3 372 100.00%
Sr Mach 28
Sr Sales Mgr 3
Total 372 Region Key
State Region # %
PA Northeast 148 39.78%
IL Midwest 123 33.06%
NE C-Plains 101 27.15%
372 100.00%
Section 3: Complete Descriptive Statistics
Descriptive Statistics Salary Hrly Rate Yrs of Svc Ed Age Frequency Table by Salary Ranges
Mean $53,115 $26 7 14 36 Bin Range/Upper Limit Labels
Median $51,297 $25 6 12 35 20000 Up to 20
Mode $36,918 $18 16 12 32 30000 21-30
Std Deviation 21711.9267450277 10.4384263197 4 2 10 40000 31-40
Variance 471407762.981451 108.9607440323 17 5 94 50000 41-50
Kurtosis 4.9212734614 4.9212734614 -0 -0 -1 60000 51-60
Skewness 1.1949185713 1.1949185713 1 1 0 70000 61-70
Max - $200,210 $96 16 19 62 80000 71-80
Min = $15,182 $7 0 12 18 90000 81-90
Range $185,028 $89 15 7 44 100000 91-100
Sum $19,758,742 $9,499 2563 5099 13330 110000 101-110
Count 372 372 372 372 372 120000 111-120
130000 121-130
140000 131-140
150000 141-150
160000 151-160
170000 161-170
180000 171-180
190000 181-190
200000 191-200
210000 200+

Excel Summary Stats

Salary Hrly Rate Yrs of Svc Ed Age
Mean 53114.8978494624 Mean 25.5360085815 Mean 6.8901807049 Mean 13.7069892473 Mean 35.8333333333
Standard Error 1125.710961706 Standard Error 0.5412071931 Standard Error 0.2114976563 Standard Error 0.1165599551 Standard Error 0.5028227041
Median 51296.5 Median 24.6617788462 Median 5.7305555556 Median 12 Median 35
Mode 36918 Mode 17.7490384615 Mode 15.7944444444 Mode 12 Mode 32
Standard Deviation 21711.9267450277 Standard Deviation 10.4384263197 Standard Deviation 4.0792190691 Standard Deviation 2.248127 Standard Deviation 9.6980931055
Sample Variance 471407762.981451 Sample Variance 108.9607440323 Sample Variance 16.6400282134 Sample Variance 5.054075008 Sample Variance 94.0530098832
Kurtosis 4.9212734614 Kurtosis 4.9212734614 Kurtosis -0.3933865389 Kurtosis -0.2802020628 Kurtosis -0.7144941444
Skewness 1.1949185713 Skewness 1.1949185713 Skewness 0.7304027035 Skewness 0.9675351693 Skewness 0.3102790703
Range 185028 Range 88.9557692308 Range 15.4055555556 Range 7 Range 44
Minimum 15182 Minimum 7.2990384615 Minimum 0.3888888889 Minimum 12 Minimum 18
Maximum 200210 Maximum 96.2548076923 Maximum 15.7944444444 Maximum 19 Maximum 62
Sum 19758742 Sum 9499.3951923077 Sum 2563.1472222222 Sum 5099 Sum 13330
Count 372 Count 372 Count 372 Count 372 Count 372

Graphs_Charts

Gender

Male Female 0.806451612903226 0.193548387096774

Education Level

HS AA BA/BS Masters 0.577956989247312 0.0994623655913978 0.25 0.0725806451612903

Marital Status

Married Single 0.682795698924731 0.317204301075269

Race

African-Am Asian Caucasian Hispanic 96.0 24.0 227.0 25.0

State

PA IL NE 148.0 123.0 101.0

Sales

Sales 1999.0 2000.0 2001.0 2002.0 2003.0 2004.0 2005.0 2006.0 2007.0 2008.0 2009.0 2010.0 2011.0 2012.0 2013.0 2014.0 2015.0 -527000.0 1.215E6 -257000.0 985000.0 1.274E6 1.578E6 2.061E6 1.987E6 2.057E6 2.565E6 2.467E6 3.846E6 3.252E6 4.226E6 4.844E6 4.922E6 3.702E6

Gender

Male Female 0.806451612903226 0.193548387096774

Education Level

HS AA BA/BS Masters 0.577956989247312 0.0994623655913978 0.25 0.0725806451612903

Marital Status

Married Single 0.682795698924731 0.317204301075269

Race

African-Am Asian Caucasian Hispanic 96.0 24.0 227.0 25.0

State

PA IL NE 148.0 123.0 101.0

Sales

Sales 1999.0 2000.0 2001.0 2002.0 2003.0 2004.0 2005.0 2006.0 2007.0 2008.0 2009.0 2010.0 2011.0 2012.0 2013.0 2014.0 2015.0 -527000.0 1.215E6 -257000.0 985000.0 1.274E6 1.578E6 2.061E6 1.987E6 2.057E6 2.565E6 2.467E6 3.846E6 3.252E6 4.226E6 4.844E6 4.922E6 3.702E6

Gender

Male Female 0.806451612903226 0.193548387096774

Education Level

HS AA BA/BS Masters 0.577956989247312 0.0994623655913978 0.25 0.0725806451612903

Marital Status

Married Single 0.682795698924731 0.317204301075269

Race

African-Am Asian Caucasian Hispanic 96.0 24.0 227.0 25.0

State

PA IL NE 148.0 123.0 101.0

Sales

Sales 1999.0 2000.0 2001.0 2002.0 2003.0 2004.0 2005.0 2006.0 2007.0 2008.0 2009.0 2010.0 2011.0 2012.0 2013.0 2014.0 2015.0 -527000.0 1.215E6 -257000.0 985000.0 1.274E6 1.578E6 2.061E6 1.987E6 2.057E6 2.565E6 2.467E6 3.846E6 3.252E6 4.226E6 4.844E6 4.922E6 3.702E6

Gender

Male Female 0.806451612903226 0.193548387096774

Education Level

HS AA BA/BS Masters 0.577956989247312 0.0994623655913978 0.25 0.0725806451612903

Marital Status

Married Single 0.682795698924731 0.317204301075269

Race

African-Am Asian Caucasian Hispanic 96.0 24.0 227.0 25.0

State

PA IL NE 148.0 123.0 101.0

Sales

Sales 1999.0 2000.0 2001.0 2002.0 2003.0 2004.0 2005.0 2006.0 2007.0 2008.0 2009.0 2010.0 2011.0 2012.0 2013.0 2014.0 2015.0 -527000.0 1.215E6 -257000.0 985000.0 1.274E6 1.578E6 2.061E6 1.987E6 2.057E6 2.565E6 2.467E6 3.846E6 3.252E6 4.226E6 4.844E6 4.922E6 3.702E6

Gender

Male Female 0.806451612903226 0.193548387096774

Education Level

HS AA BA/BS Masters 0.577956989247312 0.0994623655913978 0.25 0.0725806451612903

Marital Status

Married Single 0.682795698924731 0.317204301075269

Race

African-Am Asian Caucasian Hispanic 96.0 24.0 227.0 25.0

State

PA IL NE 148.0 123.0 101.0

Sales

Sales 1999.0 2000.0 2001.0 2002.0 2003.0 2004.0 2005.0 2006.0 2007.0 2008.0 2009.0 2010.0 2011.0 2012.0 2013.0 2014.0 2015.0 -527000.0 1.215E6 -257000.0 985000.0 1.274E6 1.578E6 2.061E6 1.987E6 2.057E6 2.565E6 2.467E6 3.846E6 3.252E6 4.226E6 4.844E6 4.922E6 3.702E6

Gender

Male Female 0.806451612903226 0.193548387096774

Education Level

HS AA BA/BS Masters 0.577956989247312 0.0994623655913978 0.25 0.0725806451612903

Marital Status

Married Single 0.682795698924731 0.317204301075269

Race

African-Am Asian Caucasian Hispanic 96.0 24.0 227.0 25.0

State

PA IL NE 148.0 123.0 101.0

Sales

Sales 1999.0 2000.0 2001.0 2002.0 2003.0 2004.0 2005.0 2006.0 2007.0 2008.0 2009.0 2010.0 2011.0 2012.0 2013.0 2014.0 2015.0 -527000.0 1.215E6 -257000.0 985000.0 1.274E6 1.578E6 2.061E6 1.987E6 2.057E6 2.565E6 2.467E6 3.846E6 3.252E6 4.226E6 4.844E6 4.922E6 3.702E6

Histogram

20000 Frequency
30000 47
40000 76
50000 46
60000 75
70000 54
80000 24
90000 38
100000 6
110000 3
120000 1
130000 0
140000 1
150000 0
160000 0
170000 0
180000 0
190000 0
200000 0
210000 0
More 0

Histogram

Frequency 30000 40000 50000 60000 70000 80000 90000 100000 110000 120000 130000 140000 150000 160000 170000 180000 190000 200000 210000 More 47.0 76.0 46.0 75.0 54.0 24.0 38.0 6.0 3.0 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0

20000

Frequency

Sorted Data

Workforce Profile Analysis
Section 1: Complete all Columns in Data Set
Format for:
Number Date Text Currency Currency Number Text Number Number Number Number Number Text Text
mm/dd/yy
Year Ending Vested Yr
12/31/14 10
Emp # Hire Date Role Salary Hrly Rate Yrs of Svc Ed Age Vested Race Gender Status State Region
1001 03/15/99 CEO $200,210 $96.25 16 19 56 Yes 3 1 2 PA Northeast
1002 12/15/99 Design $79,723 $38.33 15 16 45 Yes 3 1 2 PA Northeast
1003 09/07/12 Sr Mach $66,750 $32.09 2 12 29 No 1 1 1 IL Midwest
1004 06/13/12 Machine $31,924 $15.35 3 12 24 No 3 1 2 NE C-Plains
1005 10/25/08 Machine $42,687 $20.52 6 14 35 No 3 1 1 PA Northeast
1006 08/05/06 Machine $50,307 $24.19 8 14 41 No 3 1 1 IL Midwest
1014 06/03/09 IT Staff $87,818 $42.22 6 16 40 No 4 2 1 IL Midwest
1015 07/08/13 Invent $31,250 $15.02 1 14 26 No 3 1 2 PA Northeast
1016 09/23/08 Machine $42,719 $20.54 6 12 35 No 3 1 2 NE C-Plains
1018 01/15/11 Acctg/Fin $42,836 $20.59 4 16 32 No 3 2 2 PA Northeast
1018 05/03/12 Machine $32,157 $15.46 3 12 24 No 3 2 1 NE C-Plains
1019 05/21/07 Machine $48,317 $23.23 8 12 38 No 3 1 1 NE C-Plains
1024 08/17/11 Machine $33,005 $15.87 3 12 26 No 3 1 1 IL Midwest
1036 09/25/00 Machine $57,822 $27.80 14 16 51 Yes 2 1 1 NE C-Plains
1038 08/21/12 IT Staff $65,451 $31.47 2 16 32 No 2 1 1 PA Northeast
1043 06/18/09 Gen Shop $26,168 $12.58 6 12 27 No 3 1 1 IL Midwest
1048 09/19/13 Shipping $31,655 $15.22 1 12 20 No 1 2 2 IL Midwest
1049 02/23/04 IT Staff $88,421 $42.51 11 19 41 Yes 3 1 1 PA Northeast
1053 05/31/13 Machine $30,241 $14.54 2 12 20 No 3 1 2 PA Northeast
1053 09/08/09 Machine $35,293 $16.97 5 12 30 No 1 1 1 IL Midwest
1055 06/15/01 Controller $99,836 $48.00 14 19 45 Yes 3 2 1 PA Northeast
1055 06/04/01 Machine $56,663 $27.24 14 16 50 Yes 3 1 1 PA Northeast
1055 9/30/01 Machine $57,385 $27.59 13 16 50 Yes 1 1 1 IL Midwest
1056 05/06/07 Machine $48,059 $23.11 8 12 38 No 3 1 1 IL Midwest
1059 02/14/12 Acctg/Fin $46,589 $22.40 3 16 33 No 3 2 1 NE C-Plains
1061 02/02/09 Machine $39,931 $19.20 6 12 34 No 1 1 1 NE C-Plains
1062 03/04/13 Acctg/Fin $32,238 $15.50 2 16 28 No 3 1 2 IL Midwest
1062 07/08/09 Flr Supr $72,803 $35.00 5 14 35 No 3 1 1 PA Northeast
1069 02/03/11 Engineering $79,938 $38.43 4 16 35 No 2 2 1 IL Midwest
1070 08/21/09 Machine $35,498 $17.07 5 12 31 No 3 1 1 NE C-Plains
1071 01/09/05 Engineering $86,238 $41.46 10 19 41 No 3 1 1 NE C-Plains
1071 08/08/05 Engineering $87,019 $41.84 9 19 51 No 3 1 1 IL Midwest
1075 01/14/10 Machine $34,317 $16.50 5 12 28 No 3 2 1 NE C-Plains
1079 10/15/03 Invent $51,459 $24.74 11 16 31 Yes 3 1 1 PA Northeast
1083 08/27/09 Machine $35,396 $17.02 5 12 31 No 3 1 2 PA Northeast
1083 4/30/00 Machine $58,771 $28.26 15 14 52 Yes 3 1 1 IL Midwest
1084 03/15/99 Sales $85,671 $41.19 16 19 62 Yes 3 1 1 PA Northeast
1088 10/03/11 Sr Flr Mgr $83,974 $40.37 3 16 35 No 1 2 1 NE C-Plains
1096 03/06/06 Machine $50,502 $24.28 9 12 42 No 3 1 1 NE C-Plains
1097 08/14/05 Machine $50,571 $24.31 9 12 43 No 1 1 1 PA Northeast
1098 01/13/14 Engineering $62,245 $29.93 1 16 25 No 3 1 2 PA Northeast
1101 06/08/02 Invent $55,994 $26.92 13 16 31 Yes 1 1 1 NE C-Plains
1102 04/08/00 IT Staff $88,900 $42.74 15 19 48 Yes 3 1 1 PA Northeast
1104 02/01/05 Machine $52,450 $25.22 10 12 44 No 3 1 1 NE C-Plains
1105 09/06/12 Invent $32,633 $15.69 2 12 28 No 3 1 2 NE C-Plains
1106 5/9/02 Machine $55,744 $26.80 13 12 48 Yes 1 1 1 IL Midwest
1108 06/15/07 Gen Shop $27,403 $13.17 8 12 29 No 3 1 2 IL Midwest
1109 02/22/07 Machine $49,201 $23.65 8 12 39 No 3 1 1 NE C-Plains
1113 05/02/12 Machine $32,124 $15.44 3 12 24 No 1 2 2 PA Northeast
1113 09/08/00 Sr Mach $81,695 $39.28 14 14 50 Yes 1 1 1 PA Northeast
1116 12/30/08 Machine $42,235 $20.31 6 12 34 No 3 1 1 IL Midwest
1116 04/05/00 Quality $81,526 $39.20 15 16 52 Yes 3 1 1 PA Northeast
1117 05/27/09 Gen Shop $26,360 $12.67 6 12 27 No 3 2 1 PA Northeast
1117 08/15/12 Machine $31,262 $15.03 2 12 22 No 2 1 2 IL Midwest
1128 06/07/10 Flr Supr $74,104 $35.63 5 16 35 No 3 2 1 NE C-Plains
1130 03/15/99 Machine $59,438 $28.58 16 16 53 Yes 3 1 1 PA Northeast
1132 07/10/09 Machine $35,822 $17.22 5 12 32 No 3 1 1 PA Northeast
1133 02/12/09 Sales $73,337 $35.26 6 19 58 No 4 1 1 PA Northeast
1136 12/14/11 Machine $32,523 $15.64 3 12 24 No 1 1 2 IL Midwest
1138 10/18/10 Gen Shop $24,017 $11.55 4 12 24 No 4 2 1 PA Northeast
1138 4/12/08 Machine $44,204 $21.25 7 12 35 No 4 1 1 PA Northeast
1140 07/10/09 Machine $35,934 $17.28 5 12 32 No 2 1 1 IL Midwest
1141 06/18/09 Gen Shop $25,999 $12.50 6 12 24 No 3 1 1 IL Midwest
1142 06/17/09 Machine $36,901 $17.74 6 12 32 No 1 1 1 PA Northeast
1145 02/16/09 Gen Shop $25,131 $12.08 6 12 24 No 2 1 2 IL Midwest
1145 11/05/09 Machine $34,680 $16.67 5 12 29 No 1 1 2 NE C-Plains
1145 09/15/04 Machine $53,327 $25.64 10 12 45 Yes 3 1 1 IL Midwest
1150 04/26/13 Machine $30,808 $14.81 2 12 21 No 1 1 2 IL Midwest
1153 02/05/12 Sr Mach $66,843 $32.14 3 12 30 No 3 1 1 IL Midwest
1156 05/21/11 Machine $33,395 $16.06 4 12 26 No 3 1 2 IL Midwest
1167 11/15/11 Machine $32,766 $15.75 3 12 24 No 3 1 1 PA Northeast
1169 01/22/09 Machine $40,871 $19.65 6 12 34 No 3 1 1 PA Northeast
1175 09/25/02 Machine $54,886 $26.39 12 14 48 Yes 3 1 1 NE C-Plains
1180 01/24/05 Machine $52,469 $25.23 10 12 45 No 1 1 1 NE C-Plains
1185 04/16/09 Machine $37,914 $18.23 6 12 33 No 1 1 1 PA Northeast
1186 08/14/05 Machine $50,636 $24.34 9 12 43 No 3 1 1 NE C-Plains
1188 05/16/09 Engineering $83,198 $40.00 6 19 38 No 3 1 1 IL Midwest
1189 02/12/10 Sales $70,520 $33.90 5 16 40 No 2 2 1 PA Northeast
1190 5/9/02 Machine $55,716 $26.79 13 12 48 Yes 1 1 1 IL Midwest
1190 8/31/99 Machine $59,147 $28.44 15 14 53 Yes 1 1 1 IL Midwest
1196 09/08/09 Machine $35,327 $16.98 5 12 30 No 3 1 1 IL Midwest
1198 09/17/10 Gen Shop $23,484 $11.29 4 12 22 No 1 1 1 PA Northeast
1201 08/01/08 Machine $43,003 $20.67 6 12 35 No 3 1 1 IL Midwest
1202 03/15/99 Acctg/Fin $85,123 $40.92 16 16 48 Yes 3 1 1 PA Northeast
1210 09/10/06 Machine $50,133 $24.10 8 12 40 No 3 1 1 NE C-Plains
1215 05/06/07 Engineering $86,673 $41.67 8 19 43 No 2 1 1 PA Northeast
1216 07/12/06 Shipping $52,654 $25.31 8 14 40 No 1 1 1 PA Northeast
1218 07/23/09 Design $64,504 $31.01 5 16 34 No 1 1 2 PA Northeast
1220 10/16/02 Machine $54,368 $26.14 12 12 48 Yes 3 1 1 NE C-Plains
1220 04/15/00 Sr Mach $83,377 $40.09 15 14 55 Yes 1 2 1 IL Midwest
1224 09/23/13 Engineering $70,886 $34.08 1 16 30 No 2 1 1 PA Northeast
1226 06/02/07 Gen Shop $27,435 $13.19 8 12 29 No 1 1 1 IL Midwest
1227 05/03/00 Invent $65,234 $31.36 15 14 45 Yes 3 1 1 IL Midwest
1227 04/25/06 Machine $50,320 $24.19 9 12 41 No 3 1 2 PA Northeast
1232 07/12/10 Shipping $37,456 $18.01 4 12 28 No 3 1 1 IL Midwest
1233 05/31/13 Machine $30,577 $14.70 2 12 21 No 3 1 2 NE C-Plains
1237 08/08/07 Machine $46,904 $22.55 7 12 38 No 1 1 1 IL Midwest
1246 07/27/00 Sr Mach $82,315 $39.57 14 12 54 Yes 3 2 1 IL Midwest
1248 07/25/09 Gen Shop $26,156 $12.58 5 12 25 No 3 1 1 NE C-Plains
1254 02/02/09 Machine $39,755 $19.11 6 12 34 No 2 1 1 PA Northeast
1255 03/14/09 Gen Shop $26,621 $12.80 6 12 27 No 3 1 2 PA Northeast
1257 08/09/09 Engineering $85,463 $41.09 5 19 38 No 3 1 1 NE C-Plains
1257 03/11/10 Machine $34,232 $16.46 5 12 28 No 3 1 2 PA Northeast
1258 07/09/03 Sr Mach $70,234 $33.77 11 12 46 Yes 3 1 1 NE C-Plains
1261 04/13/13 Machine $30,165 $14.50 2 12 20 No 3 1 2 IL Midwest
1261 06/02/09 Sr Mach $68,014 $32.70 6 12 33 No 1 2 2 IL Midwest
1265 03/04/13 Acctg/Fin $29,632 $14.25 2 16 24 No 1 1 2 NE C-Plains
1265 07/08/11 Engineering $85,825 $41.26 3 19 40 No 3 2 1 NE C-Plains
1267 2/5/08 Machine $44,747 $21.51 7 12 35 No 2 1 1 IL Midwest
1269 03/14/07 Design $76,577 $36.82 8 16 39 No 3 2 2 NE C-Plains
1272 09/18/10 IT Mgr $100,515 $48.32 4 19 52 No 3 1 1 PA Northeast
1276 05/04/11 IT Staff $65,469 $31.48 4 16 32 No 3 1 1 NE C-Plains
1279 10/20/07 Machine $46,057 $22.14 7 12 37 No 1 1 1 NE C-Plains
1280 08/11/14 Acctg/Fin $29,442 $14.15 0 16 22 No 3 2 1 PA Northeast
1285 04/04/11 Advertg $53,064 $25.51 4 16 26 No 3 2 2 NE C-Plains
1288 03/25/10 Sales $70,708 $33.99 5 16 41 No 1 1 2 NE C-Plains
1289 09/05/11 Gen Shop $17,943 $8.63 3 12 19 No 1 1 2 NE C-Plains
1289 10/22/06 Machine $50,078 $24.08 8 12 40 No 1 1 1 IL Midwest
1292 05/13/01 Machine $56,815 $27.31 14 14 50 Yes 3 1 1 PA Northeast
1295 07/08/12 Purch $45,670 $21.96 2 12 30 No 3 2 1 NE C-Plains
1296 05/05/00 Gen Shop $28,901 $13.89 15 14 36 Yes 3 1 1 PA Northeast
1296 09/15/10 Invent $52,765 $25.37 4 12 29 No 4 2 1 IL Midwest
1296 09/23/11 Quality $53,487 $25.71 3 16 34 No 3 1 1 NE C-Plains
1297 06/06/05 Sr Mach $69,628 $33.48 10 12 41 No 3 1 2 IL Midwest
1299 04/08/09 Shp Mgr $85,286 $41.00 6 16 47 No 1 1 1 PA Northeast
1300 07/10/09 Engineering $80,637 $38.77 5 16 36 No 3 2 1 PA Northeast
1300 06/17/09 Machine $36,882 $17.73 6 12 32 No 3 1 2 PA Northeast
1308 04/03/10 Engineering $75,261 $36.18 5 16 31 No 3 1 1 NE C-Plains
1308 06/30/01 IT Staff $88,698 $42.64 14 19 43 Yes 2 2 1 IL Midwest
1308 4/30/00 Machine $58,742 $28.24 15 14 51 Yes 3 1 2 NE C-Plains
1314 1/22/08 Machine $44,765 $21.52 7 12 35 No 1 1 1 IL Midwest
1315 02/15/07 Machine $49,672 $23.88 8 12 39 No 3 1 1 IL Midwest
1315 02/07/08 Sr Mach $68,913 $33.13 7 12 34 No 4 1 1 PA Northeast
1317 08/12/08 Sr Mach $68,677 $33.02 6 12 35 No 3 1 1 PA Northeast
1320 06/18/09 Gen Shop $26,351 $12.67 6 14 27 No 4 1 2 IL Midwest
1320 09/01/12 Machine $31,170 $14.99 2 12 22 No 4 2 2 PA Northeast
1320 05/07/11 Sr Mach $67,380 $32.39 4 12 31 No 1 1 2 NE C-Plains
1323 02/05/05 Machine $52,235 $25.11 10 12 44 No 4 1 2 IL Midwest
1325 03/15/99 Sr Mach $83,413 $40.10 16 14 57 Yes 3 1 1 PA Northeast
1329 09/20/09 Gen Shop $26,020 $12.51 5 14 25 No 1 1 1 PA Northeast
1332 04/12/11 Shipping $36,789 $17.69 4 12 24 No 3 1 2 PA Northeast
1339 05/01/12 Machine $31,992 $15.38 3 12 24 No 3 1 2 NE C-Plains
1341 03/07/04 Gen Shop $28,325 $13.62 11 14 32 Yes 3 1 1 PA Northeast
1343 04/15/10 Gen Shop $21,897 $10.53 5 12 22 No 1 1 2 IL Midwest
1343 12/18/07 Machine $44,860 $21.57 7 12 36 No 1 1 1 IL Midwest
1346 06/12/10 Sr Mach $67,679 $32.54 5 12 31 No 3 1 1 PA Northeast
1350 06/21/12 Admin $21,387 $10.28 3 12 23 No 3 2 2 NE C-Plains
1356 09/19/10 Sr Sales Mgr $84,068 $40.42 4 16 48 No 3 2 1 NE C-Plains
1357 03/15/99 Advertg $99,741 $47.95 16 16 52 Yes 3 1 1 PA Northeast
1357 04/08/05 COO $105,779 $50.86 10 19 39 No 3 1 2 PA Northeast
1364 3/16/08 Machine $44,576 $21.43 7 12 35 No 3 1 1 PA Northeast
1364 04/20/05 Machine $51,431 $24.73 10 12 44 No 1 1 2 IL Midwest
1373 04/08/09 Machine $38,873 $18.69 6 12 33 No 4 1 1 PA Northeast
1373 06/25/07 Machine $47,648 $22.91 8 12 38 No 3 1 1 PA Northeast
1378 07/09/10 Machine $33,968 $16.33 4 12 28 No 3 1 1 PA Northeast
1379 06/09/07 Mrktg $81,191 $39.03 8 16 36 No 1 1 1 NE C-Plains
1381 10/23/10 Sales $72,181 $34.70 4 16 52 No 3 1 1 IL Midwest
1387 07/14/09 Gen Shop $26,163 $12.58 5 12 26 No 1 1 2 NE C-Plains
1387 12/18/07 Machine $45,130 $21.70 7 12 36 No 1 1 2 IL Midwest
1387 07/23/05 Machine $50,914 $24.48 9 12 43 No 3 1 1 IL Midwest
1391 05/30/09 Machine $37,084 $17.83 6 12 32 No 3 1 2 NE C-Plains
1393 2/3/01 Machine $57,643 $27.71 14 12 51 Yes 3 1 1 NE C-Plains
1394 04/30/00 Machine $58,640 $28.19 15 16 51 Yes 1 1 1 IL Midwest
1400 06/16/05 Design $80,483 $38.69 10 16 46 No 3 1 2 NE C-Plains
1402 08/17/11 Machine $32,812 $15.78 3 12 26 No 4 1 1 IL Midwest
1403 12/01/10 Sales $71,265 $34.26 4 16 42 No 3 2 1 IL Midwest
1404 10/15/11 Gen Shop $18,097 $8.70 3 14 19 No 3 1 2 PA Northeast
1405 08/13/07 Gen Shop $28,537 $13.72 7 14 34 No 3 1 1 IL Midwest
1411 03/05/09 Design $61,333 $29.49 6 16 30 No 3 1 2 NE C-Plains
1417 04/15/07 Sr Mach $69,102 $33.22 8 12 34 No 4 1 1 PA Northeast
1418 07/04/11 Quality $53,981 $25.95 3 16 36 No 3 1 1 IL Midwest
1422 05/30/09 Machine $36,918 $17.75 6 12 32 No 1 1 1 IL Midwest
1422 09/08/13 Sales $52,485 $25.23 1 16 25 No 3 1 1 NE C-Plains
1424 03/15/99 Flr Supr $75,737 $36.41 16 14 45 Yes 3 2 1 PA Northeast
1424 01/14/10 Machine $34,512 $16.59 5 12 29 No 3 1 2 NE C-Plains
1424 02/15/13 Sales $55,460 $26.66 2 16 32 No 1 2 2 PA Northeast
1424 03/15/99 Sr Mach $84,505 $40.63 16 14 59 Yes 3 1 1 PA Northeast
1426 10/20/07 Machine $45,934 $22.08 7 12 37 No 3 1 1 IL Midwest
1429 06/30/10 Sr Mach $67,692 $32.54 5 12 32 No 1 1 1 IL Midwest
1432 10/15/09 Design $71,204 $34.23 5 16 38 No 3 1 1 PA Northeast
1434 01/21/07 Machine $49,797 $23.94 8 12 39 No 2 1 1 NE C-Plains
1442 01/08/12 Admin $22,415 $10.78 3 12 25 No 1 2 2 IL Midwest
1443 09/12/06 Sr Mach $69,372 $33.35 8 12 40 No 3 1 1 PA Northeast
1444 06/15/02 Mrktg $81,221 $39.05 13 16 42 Yes 3 2 1 IL Midwest
1444 08/02/11 Sales $64,415 $30.97 3 16 34 No 3 1 1 IL Midwest
1445 08/08/10 Machine $33,808 $16.25 4 12 28 No 3 1 1 NE C-Plains
1446 12/15/05 Gen Shop $27,574 $13.26 9 14 30 No 4 1 2 PA Northeast
1447 10/18/10 Gen Shop $23,971 $11.52 4 12 23 No 1 1 2 PA Northeast
1447 09/05/12 Sales $63,836 $30.69 2 16 32 No 3 1 1 NE C-Plains
1448 05/03/11 Admin $25,456 $12.24 4 14 31 No 4 1 2 PA Northeast
1450 01/22/09 Machine $40,705 $19.57 6 12 34 No 3 1 1 NE C-Plains
1452 11/06/06 Machine $49,838 $23.96 8 12 39 No 3 1 1 IL Midwest
1456 06/25/07 Machine $47,522 $22.85 8 12 38 No 1 1 1 NE C-Plains
1456 05/07/04 Sr Mach $69,997 $33.65 11 12 41 Yes 1 1 1 PA Northeast
1461 10/12/10 Advertg $53,215 $25.58 4 16 28 No 3 1 2 IL Midwest
1466 03/19/09 Machine $39,634 $19.05 6 12 34 No 1 1 1 NE C-Plains
1466 05/04/12 Sales $64,329 $30.93 3 16 33 No 3 1 2 IL Midwest
1468 7/21/01 Machine $56,291 $27.06 13 12 50 Yes 1 1 2 NE C-Plains
1471 07/10/09 Machine $36,729 $17.66 5 12 32 No 3 1 1 PA Northeast
1474 03/25/09 Machine $39,331 $18.91 6 12 34 No 3 1 1 NE C-Plains
1476 05/23/11 Purch $48,560 $23.35 4 14 32 No 3 2 1 IL Midwest
1477 03/15/03 Purch $63,388 $30.48 12 16 44 Yes 3 2 1 PA Northeast
1477 01/15/12 Shipping $33,169 $15.95 3 12 23 No 1 1 2 PA Northeast
1481 09/06/03 Machine $54,158 $26.04 11 12 47 Yes 3 1 1 NE C-Plains
1484 03/04/09 Shipping $45,622 $21.93 6 14 35 No 1 2 1 PA Northeast
1492 10/25/01 Machine $55,936 $26.89 13 12 49 Yes 1 1 2 IL Midwest
1496 05/07/13 Shipping $31,035 $14.92 2 12 19 No 1 1 2 NE C-Plains
1498 02/22/11 Machine $33,574 $16.14 4 12 27 No 1 1 1 IL Midwest
1498 08/04/13 Sr Mach $65,283 $31.39 1 12 28 No 4 2 1 NE C-Plains
1504 03/14/05 Machine $52,104 $25.05 10 12 44 No 1 1 1 PA Northeast
1504 04/30/10 Shipping $38,455 $18.49 5 12 28 No 3 2 1 PA Northeast
1505 12/06/10 Machine $33,609 $16.16 4 12 28 No 1 2 1 IL Midwest
1506 06/27/04 IT Staff $88,517 $42.56 11 19 43 Yes 1 1 1 NE C-Plains
1507 04/15/14 Gen Shop $15,182 $7.30 1 12 18 No 1 1 2 IL Midwest
1513 08/14/03 Machine $54,358 $26.13 11 12 47 Yes 3 1 1 PA Northeast
1515 05/01/00 Acctg/Fin $66,230 $31.84 15 16 36 Yes 3 2 2 NE C-Plains
1517 11/12/12 Engineering $62,572 $30.08 2 16 26 No 1 2 2 IL Midwest
1519 06/04/11 Design $63,010 $30.29 4 16 33 No 3 1 2 IL Midwest
1519 02/15/13 Machine $29,819 $14.34 2 12 19 No 4 2 2 NE C-Plains
1523 05/21/11 Acctg/Fin $50,767 $24.41 4 16 35 No 2 1 2 IL Midwest
1525 05/09/05 Gen Shop $27,633 $13.29 10 12 30 No 3 1 2 NE C-Plains
1527 03/15/99 Machine $59,872 $28.78 16 12 54 Yes 3 1 1 PA Northeast
1529 10/16/11 Machine $32,797 $15.77 3 12 24 No 3 1 1 NE C-Plains
1531 04/07/13 Design $62,412 $30.01 2 16 32 No 3 1 2 PA Northeast
1533 12/28/07 Machine $45,283 $21.77 7 12 36 No 3 1 1 PA Northeast
1539 12/15/12 Gen Shop $18,102 $8.70 2 14 21 No 3 1 2 IL Midwest
1541 04/09/07 Sr Mach $69,128 $33.23 8 12 36 No 3 1 1 IL Midwest
1543 10/06/09 Machine $35,002 $16.83 5 12 30 No 3 1 2 IL Midwest
1550 02/19/14 IT Staff $55,067 $26.47 1 16 28 No 1 2 2 IL Midwest
1550 11/14/08 Sr Mach $68,317 $32.84 6 12 33 No 3 1 1 IL Midwest
1552 5/30/99 Machine $59,316 $28.52 16 14 53 Yes 3 1 1 PA Northeast
1553 04/12/09 Machine $38,398 $18.46 6 12 33 No 1 1 1 NE C-Plains
1553 10/20/07 Machine $46,097 $22.16 7 12 38 No 3 1 1 PA Northeast
1554 10/23/13 Engineering $62,458 $30.03 1 16 26 No 2 2 2 IL Midwest
1554 10/20/06 Machine $50,082 $24.08 8 12 40 No 3 1 1 NE C-Plains
1556 03/21/09 Gen Shop $26,466 $12.72 6 12 27 No 4 1 2 PA Northeast
1557 07/21/04 Machine $53,537 $25.74 10 12 46 Yes 3 1 2 NE C-Plains
1558 01/06/05 Machine $52,946 $25.45 10 12 45 No 2 1 1 PA Northeast
1560 05/06/12 Gen Shop $18,270 $8.78 3 14 21 No 3 1 2 PA Northeast
1565 03/16/07 Machine $48,712 $23.42 8 12 38 No 3 1 1 IL Midwest
1568 08/07/12 Shipping $32,960 $15.85 2 12 20 No 3 2 2 IL Midwest
1568 02/07/10 Sr Mach $67,771 $32.58 5 12 32 No 1 1 2 NE C-Plains
1569 04/23/10 Quality $55,254 $26.56 5 16 42 No 3 2 2 IL Midwest
1571 04/16/09 Machine $37,917 $18.23 6 12 33 No 4 1 2 PA Northeast
1575 02/04/09 Machine $40,629 $19.53 6 12 34 No 3 1 1 IL Midwest
1579 01/12/05 Machine $52,580 $25.28 10 12 45 No 1 1 1 IL Midwest
1580 09/16/10 Gen Shop $23,342 $11.22 4 12 22 No 3 1 2 PA Northeast
1584 03/15/99 Machine $60,239 $28.96 16 16 54 Yes 1 1 2 PA Northeast
1588 8/17/02 Machine $55,566 $26.71 12 12 48 Yes 2 1 1 PA Northeast
1589 04/15/13 Design $51,233 $24.63 2 16 25 No 3 2 2 IL Midwest
1591 7/12/08 Machine $43,213 $20.78 6 12 35 No 3 1 1 IL Midwest
1593 08/15/08 Shipping $47,891 $23.02 6 12 38 No 1 2 1 NE C-Plains
1596 06/12/09 CFO $131,276 $63.11 6 19 42 No 3 1 2 PA Northeast
1597 11/20/11 Flr Supr $70,293 $33.79 3 16 34 No 3 1 1 IL Midwest
1598 02/15/13 Machine $29,661 $14.26 2 12 19 No 3 1 2 PA Northeast
1608 03/15/99 Flr Supr $75,375 $36.24 16 16 44 Yes 3 2 1 IL Midwest
1608 04/15/09 Sales $73,258 $35.22 6 19 53 No 3 1 1 PA Northeast
1609 07/20/11 Machine $33,266 $15.99 3 12 26 No 3 1 2 NE C-Plains
1611 09/23/07 Machine $46,378 $22.30 7 12 38 No 3 1 1 PA Northeast
1612 03/06/11 Shipping $37,800 $18.17 4 12 25 No 2 1 1 NE C-Plains
1613 05/04/12 Machine $32,496 $15.62 3 12 24 No 1 1 1 PA Northeast
1616 09/15/09 Advertg $65,027 $31.26 5 16 34 No 3 2 2 PA Northeast
1616 08/09/06 Engineering $86,818 $41.74 8 19 48 No 3 1 1 NE C-Plains
1619 11/3/07 Machine $45,641 $21.94 7 12 36 No 3 1 1 NE C-Plains
1620 06/07/13 Gen Shop $15,248 $7.33 2 12 18 No 1 2 2 NE C-Plains
1622 02/06/12 Shipping $33,047 $15.89 3 12 21 No 3 2 2 PA Northeast
1623 03/04/12 Engineering $64,153 $30.84 3 16 28 No 2 1 1 IL Midwest
1625 09/12/09 Purch $60,346 $29.01 5 16 31 No 3 1 1 IL Midwest
1626 07/08/12 Gen Shop $19,141 $9.20 2 14 21 No 3 2 2 NE C-Plains
1629 09/04/11 Shipping $35,550 $17.09 3 12 24 No 1 1 1 IL Midwest
1630 09/12/08 Shipping $47,650 $22.91 6 12 36 No 3 1 1 IL Midwest
1636 04/17/09 Gen Shop $25,671 $12.34 6 12 24 No 4 1 1 NE C-Plains
1637 06/07/11 Sales $64,494 $31.01 4 16 37 No 4 1 1 PA Northeast
1638 09/01/07 Machine $46,787 $22.49 7 12 38 No 3 1 2 IL Midwest
1639 07/30/12 Machine $31,567 $15.18 2 12 23 No 1 1 2 PA Northeast
1640 08/13/07 Design $77,045 $37.04 7 16 42 No 3 1 1 PA Northeast
1644 09/05/11 Gen Shop $17,598 $8.46 3 12 19 No 3 1 2 PA Northeast
1654 06/07/11 Engineering $79,709 $38.32 4 16 35 No 3 2 1 NE C-Plains
1658 03/22/10 Admin $32,300 $15.53 5 16 33 No 1 2 2 PA Northeast
1659 11/02/06 Machine $49,925 $24.00 8 12 40 No 1 1 2 NE C-Plains
1660 01/14/10 Machine $34,420 $16.55 5 12 28 No 1 2 1 PA Northeast
1661 03/18/13 Sales $52,300 $25.14 2 16 28 No 3 2 1 IL Midwest
1661 11/18/11 Shipping $34,456 $16.57 3 12 23 No 1 2 2 NE C-Plains
1667 01/15/08 Engineering $86,096 $41.39 7 16 40 No 3 1 1 PA Northeast
1667 03/14/05 Machine $51,554 $24.79 10 12 44 No 3 1 1 PA Northeast
1668 05/01/00 Advertg $65,089 $31.29 15 16 35 Yes 3 1 1 IL Midwest
1668 07/10/09 Machine $35,688 $17.16 5 12 32 No 4 1 2 PA Northeast
1669 09/05/11 Design $61,882 $29.75 3 16 32 No 3 2 1 PA Northeast
1671 06/13/12 Machine $31,809 $15.29 3 12 23 No 3 1 1 IL Midwest
1672 05/04/08 Sr Flr Mgr $96,546 $46.42 7 12 38 No 3 1 1 IL Midwest
1673 03/07/13 Mrktg $67,415 $32.41 2 16 35 No 3 2 1 IL Midwest
1679 05/18/09 Acctg/Fin $66,109 $31.78 6 16 39 No 3 1 1 PA Northeast
1680 01/06/13 Design $51,226 $24.63 2 16 24 No 1 1 2 IL Midwest
1687 12/15/05 Gen Shop $27,541 $13.24 9 14 30 No 1 1 1 NE C-Plains
1687 06/02/04 Machine $53,784 $25.86 11 12 46 Yes 3 1 1 IL Midwest
1693 03/15/99 Engineering $93,678 $45.04 16 19 54 Yes 3 1 1 PA Northeast
1709 09/20/05 Machine $50,522 $24.29 9 12 43 No 1 1 1 IL Midwest
1723 06/02/12 Gen Shop $19,397 $9.33 3 14 21 No 3 1 2 PA Northeast
1723 11/10/07 Machine $45,495 $21.87 7 12 36 No 1 1 1 PA Northeast
1726 03/15/99 Design $81,159 $39.02 16 19 56 Yes 3 1 1 PA Northeast
1733 09/18/13 Flr Supr $65,780 $31.63 1 16 32 No 1 2 1 PA Northeast
1736 09/18/07 Gen Shop $27,221 $13.09 7 12 28 No 3 2 2 PA Northeast
1736 04/01/09 Machine $39,130 $18.81 6 12 33 No 3 1 2 IL Midwest
1737 03/15/99 Invent $76,188 $36.63 16 16 52 Yes 3 1 1 PA Northeast
1741 03/30/09 Machine $39,191 $18.84 6 12 34 No 3 1 1 IL Midwest
1744 06/15/11 Eng Mgr $110,233 $53.00 4 19 45 No 3 1 1 PA Northeast
1744 08/16/06 Gen Shop $28,486 $13.70 8 12 32 No 1 1 1 NE C-Plains
1744 11/12/07 Machine $45,317 $21.79 7 12 36 No 3 1 1 NE C-Plains
1745 06/10/10 Machine $34,196 $16.44 5 12 28 No 4 1 1 PA Northeast
1748 08/25/10 Mrktg $68,352 $32.86 4 16 35 No 3 2 1 PA Northeast
1749 08/14/00 Sr Mach $82,777 $39.80 14 12 56 Yes 1 1 2 NE C-Plains
1750 06/22/10 Gen Shop $21,828 $10.49 5 14 22 No 3 1 2 NE C-Plains
1750 08/13/09 Machine $35,536 $17.08 5 12 31 No 1 1 1 IL Midwest
1754 05/06/03 Sr Mach $70,507 $33.90 12 12 48 Yes 1 1 1 PA Northeast
1756 05/13/01 Machine $56,888 $27.35 14 12 50 Yes 3 1 1 PA Northeast
1756 07/01/09 Sr Flr Mgr $93,478 $44.94 6 16 42 No 3 1 1 PA Northeast
1757 2/16/02 Machine $55,840 $26.85 13 12 49 Yes 3 1 1 PA Northeast
1760 02/04/11 Design $60,348 $29.01 4 16 28 No 2 1 2 PA Northeast
1760 09/15/12 Machine $31,049 $14.93 2 12 22 No 3 1 2 IL Midwest
1764 6/17/01 Machine $57,530 $27.66 14 12 50 Yes 3 1 2 IL Midwest
1767 05/20/05 Machine $51,360 $24.69 10 12 44 No 3 1 1 IL Midwest
1770 03/06/04 Engineering $86,972 $41.81 11 16 48 Yes 3 1 1 NE C-Plains
1771 03/14/05 Machine $51,899 $24.95 10 12 44 No 3 1 1 PA Northeast
1773 06/07/05 Purch $60,999 $29.33 10 16 42 No 3 1 2 PA Northeast
1774 10/25/13 Flr Supr $68,455 $32.91 1 16 33 No 3 2 1 NE C-Plains
1776 11/13/09 Design $61,441 $29.54 5 16 30 No 3 2 2 IL Midwest
1776 03/15/99 Machine $60,198 $28.94 16 12 54 Yes 3 1 1 PA Northeast
1779 09/07/10 Machine $33,631 $16.17 4 12 28 No 3 1 1 NE C-Plains
1779 06/01/05 Machine $51,084 $24.56 10 12 43 No 3 1 1 IL Midwest
1782 03/04/04 Machine $53,903 $25.91 11 12 46 Yes 1 1 1 NE C-Plains
1785 07/06/06 Engineering $86,972 $41.81 8 16 50 No 3 1 1 IL Midwest
1785 09/21/09 Gen Shop $26,096 $12.55 5 14 25 No 4 1 2 IL Midwest
1785 02/08/10 Shipping $42,456 $20.41 5 12 32 No 3 2 1 PA Northeast
1787 07/21/07 Acctg/Fin $66,261 $31.86 7 16 45 No 3 1 1 IL Midwest
1789 09/23/08 Machine $42,802 $20.58 6 12 35 No 3 1 1 PA Northeast
1793 03/15/99 Design $81,077 $38.98 16 19 54 Yes 1 1 1 IL Midwest
1793 09/07/07 Shipping $50,788 $24.42 7 14 40 No 3 2 1 IL Midwest
1793 09/08/08 Sr Sales Mgr $90,822 $43.66 6 19 50 No 3 1 2 IL Midwest
1794 01/14/14 Engineering $60,323 $29.00 1 16 24 No 3 1 2 PA Northeast
1796 03/14/10 Sales Mgr $101,275 $48.69 5 19 43 No 3 1 1 PA Northeast
1797 02/08/03 Sr Mach $70,084 $33.69 12 12 44 Yes 2 1 1 NE C-Plains
1800 05/14/09 Machine $36,918 $17.75 6 12 32 No 1 1 1 PA Northeast
1800 03/15/99 Machine $59,647 $28.68 16 14 54 Yes 3 1 1 PA Northeast
1802 5/31/08 Machine $43,498 $20.91 7 12 35 No 4 1 1 NE C-Plains
1803 09/30/00 Mrktg $81,282 $39.08 14 16 45 Yes 3 1 1 PA Northeast
1804 08/19/09 Quality $64,510 $31.01 5 16 46 No 1 2 1 PA Northeast
1809 10/16/01 Machine $56,946 $27.38 13 12 50 Yes 1 1 1 NE C-Plains
1812 04/06/05 Gen Shop $27,781 $13.36 10 12 30 No 1 1 1 PA Northeast
1813 01/15/03 Machine $53,922 $25.92 12 12 47 Yes 1 1 2 IL Midwest
1814 08/19/11 Sr Sales Mgr $87,102 $41.88 3 16 53 No 1 1 1 PA Northeast
1815 08/17/11 Machine $33,244 $15.98 3 12 26 No 3 1 1 NE C-Plains
1816 04/16/09 Machine $37,144 $17.86 6 12 33 No 3 1 1 NE C-Plains
1819 10/06/09 Machine $34,804 $16.73 5 12 30 No 2 1 1 IL Midwest
1820 08/06/09 Shipping $44,236 $21.27 5 12 32 No 3 1 1 NE C-Plains
1821 09/13/06 Machine $50,130 $24.10 8 12 40 No 3 1 1 PA Northeast
1822 05/02/07 Engineering $81,691 $39.27 8 16 36 No 3 1 1 NE C-Plains
1824 04/13/13 Machine $30,089 $14.47 2 12 20 No 1 2 2 NE C-Plains
1829 03/01/07 Machine $48,826 $23.47 8 12 39 No 1 1 1 PA Northeast
1830 1/15/00 Machine $58,928 $28.33 15 14 52 Yes 3 1 1 IL Midwest
1831 08/16/12 Sr Mach $65,938 $31.70 2 12 29 No 1 2 1 PA Northeast
1835 06/07/13 Sr Mach $65,556 $31.52 2 12 29 No 4 1 1 NE C-Plains
1836 08/12/06 Machine $50,199 $24.13 8 12 41 No 1 1 1 NE C-Plains
1840 2/16/00 Machine $58,792 $28.27 15 12 52 Yes 3 1 1 IL Midwest
1841 06/07/07 Design $79,865 $38.40 8 16 45 No 2 1 2 PA Northeast
1841 08/05/13 Sr Mach $65,117 $31.31 1 12 28 No 3 1 1 PA Northeast
1846 04/23/09 Design $80,113 $38.52 6 19 46 No 3 2 2 PA Northeast
1846 03/05/13 Engineering $60,324 $29.00 2 16 24 No 3 1 1 IL Midwest
1846 08/30/04 Machine $53,369 $25.66 10 12 46 Yes 2 1 1 PA Northeast
1848 12/15/09 Design $80,722 $38.81 5 19 52 No 3 1 1 PA Northeast
1848 06/05/04 Gen Shop $28,344 $13.63 11 12 32 Yes 3 1 1 PA Northeast
1850 11/20/10 Gen Shop $24,060 $11.57 4 12 24 No 3 1 2 PA Northeast
1850 08/05/07 Invent $58,068 $27.92 7 12 30 No 3 2 1 IL Midwest
Region Key
State Region # %
PA Northeast 148 39.78%
IL Midwest 123 33.06%
NE C-Plains 101 27.15%
372 100.00%

Sorted Data Instruction-Cooksey

Cooksey Comment: Hi Nana, It looks like that you did not sort the data and compute the subtotal of the salary by region. Here are the steps how I arrived at my solution. First you need to sort the data by region using the filter funnel. See the first screenshot below.  Then, use the subtotal feature to subtotal the salary for each of the three regions. Set up your subtotal fields as displayed in the second screenshot below.  Finally, review the resource provided in Step 8 about sorting data and using the subtotal feature.  The link is: https://www.gcflearnfree.org/excel2010/outlining-data/2/ You should be able to generate the correct output now as presented in the third screenshot below.