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Answer all questions and submit your final report in word file. Ensure that all steps are documented in an appropriate order, including output obtained from

  • Answer all questions and submit your final report in word file.
  • Ensure that all steps are documented in an appropriate order, including output obtained from calculation performed using Minitab.

Question 1 (20 marks)

A salary survey was conducted to explore the monthly salary of a sample of employees from different education background, who are working in public and private organizations.

Use the Salary Data Sheet provided to perform the following tasks and comment on the results:

  1. Identify the type of each parameter (Qualitative & Quantitative).
  2. Create summary table for Job Level.
  3. Draw bar graph for Education.
  4. Draw pie chart for Sector.
  5. Draw a histogram for salary.
  6. Calculate descriptive statistics of Salary and test its normality.
  7. Draw box blot for Age and determine the existence of outliers.
  8. Draw a Pareto chart for total salary of each Discipline & present your conclusion about the vital few.

Question 2 (20 marks)

  1. You are working in TV set factory. The manufactured TV has a normal distribution life withm = 3,500 working hours ands = 200 hours.
  2. What is the probability that a TV will work less than 3,350 hours?
  3. What is the probability that a TV will work more than 3,750 hours?
  4. What is the probability that a TV will work between 3,350 & 3,750 hours?
  5. What is TV life that you are confident 95% it will keep working?

  1. You are working in a bank. You have collected enough data to determine the average time needed to serve one customer and found that it follows a normal distribution withm = 4.78 minutes ands = 1.32 minutes.
  2. What is the probability that you will serve 10 customers every hour?
  3. What is the probability that you will serve more than 15 customers every hour?
  4. What is the probability that you will serve between 10 & 15 customers every hour?
  5. What is the number of customers you will be 95% confident that you will serve every hour?

  1. You are thinking about signing a contract, as a supplier for one of the biggest global exporting company. The draft contract obligates you to deliver 20 tons of orange every week. The delivery process of orange during this season follows a normal distribution withm = 22.5 tons every week ands = 3.2 tons.
  2. What is the probability that you will achieve the contract terms?
  3. What is the orange quantity that you will be 95% confident that you will deliver every week?

Question 3 (15 marks)

A supplier was requested to deliver order within 25 to 35 days after receiving the Purchase Order.

Use Delivery Time Data to perform the following:

  1. Calculate the capability indices and provide your comments on the results.
  2. Provide your recommendation to improve the supplier performance.

Question 4 (10 marks)

Cycle Time was measured and found to be a non-normal distribution.

Use Cycle Time Data to perform the following:

  1. Transform Cycle Time data using Box-Cox transformation.
  2. Transform Cycle Time data using Johnson transformation.

Question 5 (20 marks)

Car manufacturing plant is studying the stability of its processes.

Use Car Factory Data to perform the following:

  1. Provide your comments on the stability of daily production.
  2. Provide your comments on the stability of defective cars.
  3. Provide your comments on the stability of car defects.

Question 6 (15 marks)

Sales manager wishing to predict the future sales.

Use Sales Data to perform the following:

  1. Provide your comments on the sales trend.
  2. Provide your comments on the sales seasonality.
  3. Provide your comments on the obtained accuracy model.
  4. Predict the upcoming 3 quarter sales.

Name Job Level Sector Education Discipline Age Salary Customer Satisfaction
1 Senior Private Master Business 31.5 8,853 9
2 Senior Private Bachelor Engineering 36.2 10,206 10
3 Junior Public Bachelor Lawyer 26.9 5,039 10
4 Manager Private Bachelor Lawyer 55.1 12,028 5
5 Junior Public Bachelor Engineering 27.4 6,952 3
6 Senior Public Master Engineering 29.7 7,519 7
7 Manager Private Bachelor IT 46.3 24,903 4
8 Senior Private Bachelor IT 35.7 9,889 1
9 Manager Private Doctorate Lawyer 56.1 9,514 1
10 Senior Private Doctorate IT 35.6 8,013 2
11 Senior Private Master Business 35.6 8,020 2
12 Manager Private Bachelor Business 57.3 25,622 1
13 Manager Private Master IT 56.0 12,786 6
14 Manager Public Bachelor Business 54.3 27,412 9
15 Manager Private Master Engineering 45.3 17,617 3
16 Senior Private Bachelor Business 33.5 9,597 4
17 Manager Private Master Lawyer 49.1 9,097 2
18 Manager Private Master Engineering 49.1 11,561 2
19 Manager Private Doctorate IT 54.5 16,475 8
20 Junior Public Bachelor Lawyer 24.6 7,400 1
21 Senior Private Master Engineering 35.0 9,593 1
22 Senior Private Master Engineering 31.2 11,365 2
23 Senior Private Master Engineering 36.2 7,710 2
24 Junior Private Bachelor IT 26.3 4,938 3
25 Manager Private Master Business 49.7 23,732 8
26 Junior Public Bachelor Engineering 26.4 6,340 4
27 Junior Public Bachelor Lawyer 27.0 5,061 2
28 Manager Private Master Business 56.4 25,540 9
29 Manager Private Bachelor Business 48.2 17,392 8
30 Manager Private Bachelor Business 54.0 16,177 3
31 Manager Private Doctorate Lawyer 49.2 16,239 2
32 Manager Private Doctorate Engineering 51.6 14,803 5
33 Manager Private Bachelor Lawyer 52.9 20,914 6
34 Manager Private Master Engineering 56.4 10,692 5
35 Senior Public Doctorate Business 35.4 7,363 4
36 Senior Private Master IT 33.1 7,951 1
37 Junior Public Bachelor Business 26.1 7,436 5
38 Senior Public Master IT 33.1 7,178 7
39 Senior Public Master Engineering 34.3 9,336 8
40 Manager Private Bachelor Business 51.8 21,902 7
41 Manager Private Bachelor Engineering 57.8 14,642 9
42 Senior Private Master Business 35.5 9,797 10
43 Junior Public Bachelor IT 27.7 6,688 10
44 Senior Private Bachelor Engineering 31.7 10,046 3
45 Senior Public Bachelor Lawyer 34.6 7,141 3
46 Senior Public Doctorate Lawyer 35.0 10,223 8
47 Senior Private Doctorate Engineering 34.9 9,436 9
48 Manager Private Master IT 35.6 9,058 1
49 Senior Private Bachelor Business 38.5 8,979 5
50 Manager Private Bachelor Engineering 48.2 16,120 10
51 Manager Private Doctorate Lawyer 35.8 29,101 1
52 Manager Private Master Lawyer 50.0 19,833 3
53 Manager Private Doctorate IT 47.9 24,556 7
54 Senior Private Master IT 29.1 10,455 4
55 Manager Private Doctorate Business 44.2 9,064 9
56 Senior Private Master Business 30.9 11,398 1
57 Senior Private Master Lawyer 33.0 10,433 9
58 Senior Private Master IT 29.2 11,284 10
59 Senior Private Doctorate IT 34.9 10,544 3
60 Senior Public Master Engineering 35.9 7,759 2
61 Manager Public Master Engineering 51.8 28,880 2
62 Senior Private Master Engineering 34.7 8,989 10
63 Junior Public Bachelor IT 24.1 6,537 8
64 Manager Private Bachelor Lawyer 35.2 12,311 8
65 Senior Private Master IT 39.6 9,490 3
66 Manager Private Bachelor Engineering 52.5 12,223 1
67 Manager Private Doctorate Lawyer 45.9 11,335 5
68 Junior Public Bachelor Engineering 25.1 7,748 6
69 Junior Private Bachelor Business 25.9 6,941 7
70 Senior Private Master Lawyer 28.4 9,770 6
71 Manager Private Bachelor Lawyer 49.4 25,260 10
72 Senior Private Bachelor IT 35.9 11,220 1
73 Junior Public Bachelor Lawyer 24.4 7,357 10
74 Senior Private Master Lawyer 34.1 9,140 3
75 Manager Private Bachelor Lawyer 35.1 10,986 7
76 Manager Private Master Lawyer 57.9 14,675 6
77 Senior Private Bachelor Lawyer 35.3 8,718 4
78 Senior Public Doctorate IT 32.0 8,573 8
79 Manager Private Bachelor Lawyer 54.5 22,728 1
80 Senior Private Master Business 29.9 9,616 1
81 Senior Private Doctorate Engineering 32.9 8,903 6
82 Senior Private Master Business 30.6 8,993 1
83 Junior Public Bachelor Engineering 26.9 5,165 3
84 Manager Private Master Engineering 57.9 17,567 3
85 Junior Public Bachelor Business 25.2 5,686 1
86 Senior Private Bachelor IT 38.9 9,637 5
87 Senior Private Master Lawyer 30.7 7,894 10
88 Senior Private Bachelor Engineering 28.1 10,445 5
89 Senior Private Master IT 39.5 10,251 7
90 Manager Private Doctorate Lawyer 46.2 14,876 7
91 Senior Private Bachelor IT 38.3 11,347 7
92 Senior Private Master Engineering 35.3 11,555 6
93 Senior Public Doctorate Lawyer 35.2 8,682 8
94 Senior Private Doctorate Business 35.5 7,781 7
95 Manager Public Master Engineering 35.1 27,323 4
96 Senior Private Master Lawyer 35.1 9,002 6
97 Senior Private Bachelor IT 29.1 9,410 9
98 Senior Private Doctorate Lawyer 32.1 10,333 7
99 Senior Private Bachelor Business 35.8 10,995 1
100 Senior Private Doctorate Business 36.4 8,379 9
101 Senior Private Master Lawyer 31.9 9,744 1
102 Manager Private Bachelor IT 35.0 12,228 5
103 Senior Private Master Engineering 30.3 8,054 5
104 Manager Private Master Business 45.9 8,880 7
105 Manager Public Doctorate Lawyer 48.8 27,281 2
106 Manager Private Master Business 51.2 17,628 4
107 Senior Public Master Engineering 39.2 8,186 10
108 Senior Public Bachelor Business 29.6 7,442 10
109 Manager Private Master Lawyer 51.0 21,585 1
110 Senior Public Master Business 35.8 9,121 9
111 Senior Public Doctorate Lawyer 39.8 6,881 5
112 Senior Private Bachelor Engineering 34.4 8,787 6
113 Senior Private Bachelor Engineering 33.2 8,375 7
114 Senior Private Master IT 39.1 8,776 8
115 Manager Private Doctorate Business 52.9 30,378 1
116 Senior Private Master IT 35.2 7,412 2
117 Manager Private Master Engineering 57.7 20,798 1
118 Manager Private Master IT 47.3 28,234 1
119 Junior Private Bachelor Business 25.5 8,003 8
120 Junior Public Bachelor IT 26.1 7,076 7
121 Senior Public Doctorate Engineering 35.6 7,691 5
122 Senior Public Master Engineering 35.8 7,708 9
123 Senior Private Master Business 31.0 11,144 8
124 Senior Private Doctorate IT 35.4 9,391 3
125 Senior Private Master Lawyer 34.2 11,536 4
126 Manager Public Master Engineering 51.5 27,676 2
127 Senior Public Doctorate IT 38.4 7,543 5
128 Manager Private Bachelor Lawyer 58.0 11,819 6
129 Senior Private Doctorate Engineering 35.7 10,660 6
130 Senior Public Doctorate Lawyer 39.0 7,049 6
131 Senior Public Doctorate IT 36.5 10,675 9
132 Manager Private Master Engineering 55.0 18,295 3
133 Senior Private Bachelor Business 36.4 10,622 3
134 Senior Private Bachelor IT 30.1 9,395 2
135 Manager Private Doctorate Business 53.3 21,463 4
136 Manager Private Master Business 46.1 9,021 3
137 Manager Private Master Lawyer 54.7 24,137 5
138 Manager Public Bachelor IT 57.2 25,036 5
139 Senior Private Bachelor IT 35.0 8,627 3
140 Senior Private Master Engineering 37.6 11,318 5
141 Manager Private Master IT 45.3 11,582 4
142 Manager Private Master Lawyer 57.9 13,860 10
143 Manager Private Doctorate IT 45.3 26,649 4
144 Junior Public Bachelor Engineering 26.1 6,305 9
145 Senior Private Master Engineering 36.5 11,071 9
146 Senior Private Doctorate IT 38.1 8,247 7
147 Senior Private Master Lawyer 36.8 9,100 3
148 Manager Private Bachelor Business 53.2 20,050 1
149 Senior Private Bachelor Lawyer 32.2 10,474 6
150 Senior Private Bachelor IT 39.7 10,495 8
151 Manager Private Bachelor Lawyer 54.6 21,728 5
152 Manager Private Bachelor Engineering 48.3 12,447 6
153 Junior Public Bachelor Engineering 24.2 5,085 6
154 Senior Private Master Business 32.4 10,076 5
155 Senior Private Bachelor Engineering 35.4 9,002 8
156 Manager Private Bachelor IT 45.9 16,642 1
157 Manager Public Bachelor Lawyer 45.7 27,996 7
158 Manager Private Master Engineering 46.2 12,939 4
159 Senior Private Bachelor Engineering 29.4 10,729 9
160 Senior Private Master IT 37.2 9,812 10
161 Senior Private Doctorate Business 37.7 8,639 1
162 Manager Private Bachelor IT 48.3 10,132 8
163 Junior Public Master Engineering 27.9 8,219 8
164 Manager Private Doctorate Lawyer 50.8 22,599 10
165 Senior Private Doctorate Business 35.3 9,587 10
166 Manager Private Master IT 53.2 12,630 2
167 Manager Private Master Engineering 48.1 21,201 3
168 Manager Private Bachelor Business 53.1 20,581 3
169 Manager Private Doctorate Business 51.7 26,555 9
170 Senior Private Doctorate Business 36.1 11,280 7
171 Manager Private Master Lawyer 45.1 22,317 3
172 Manager Private Master IT 35.7 9,568 6
173 Senior Private Bachelor Engineering 33.8 8,091 4
174 Senior Private Doctorate IT 35.5 9,890 8
175 Senior Private Master Business 28.0 10,101 7
176 Manager Private Master Lawyer 44.9 17,569 8
177 Senior Private Master Business 36.8 10,770 1
178 Senior Private Bachelor Engineering 28.3 10,993 9
179 Manager Private Master Business 56.0 24,573 6
180 Manager Private Doctorate Business 55.8 29,492 6
181 Senior Private Bachelor Lawyer 29.3 8,496 5
182 Senior Private Bachelor Business 33.3 10,504 2
183 Manager Public Doctorate Engineering 56.9 28,863 6
184 Manager Public Master IT 49.8 27,279 9
185 Senior Private Master Business 35.1 10,927 2
186 Senior Private Doctorate Lawyer 32.5 10,626 6
187 Senior Private Bachelor Engineering 35.1 8,059 9
188 Manager Private Bachelor Engineering 48.5 28,139 6
189 Manager Private Doctorate Business 57.6 29,533 7
190 Senior Public Master Business 35.1 6,864 2
191 Manager Private Doctorate Business 57.7 9,082 8
192 Manager Private Bachelor Engineering 47.1 19,652 3
193 Senior Private Master Lawyer 34.8 6,939 1
194 Junior Public Bachelor Engineering 26.5 6,542 4
195 Senior Private Master Business 32.3 7,964 3
196 Manager Public Master Lawyer 54.6 28,025 8
197 Senior Private Master IT 38.4 9,440 8
198 Manager Private Bachelor Business 50.5 9,086 1
199 Manager Public Doctorate Engineering 50.3 29,765 6
200 Senior Public Bachelor Lawyer 36.9 7,219 1
201 Junior Private Bachelor Lawyer 24.1 4,873 9
202 Manager Public Bachelor Engineering 35.8 10,860 7
203 Senior Private Doctorate Business 35.6 8,514 1
204 Senior Private Master Lawyer 30.4 9,972 1
205 Senior Private Master Engineering 38.7 8,389 5
206 Manager Private Doctorate Business 57.7 15,081 6
207 Senior Private Master Business 31.3 9,408 9
208 Manager Public Master Lawyer 57.1 9,884 7
209 Manager Private Bachelor IT 50.4 25,752 8
210 Senior Private Master Engineering 34.1 11,355 10
211 Manager Private Master Engineering 56.4 11,897 1
212 Manager Private Doctorate Lawyer 52.7 9,133 7
213 Junior Public Master Business 27.7 4,844 6
214 Junior Public Bachelor Lawyer 24.2 4,974 2
215 Junior Public Bachelor Lawyer 24.9 7,449 7
216 Manager Private Doctorate IT 46.6 14,133 5
217 Manager Private Doctorate IT 35.3 12,694 6
218 Manager Private Master Business 45.4 22,058 4
219 Senior Private Doctorate IT 35.4 10,647 9
220 Junior Public Bachelor Lawyer 26.8 5,634 6
221 Junior Public Bachelor Business 25.4 7,645 4
222 Senior Private Doctorate Engineering 35.8 11,515 7
223 Manager Private Bachelor Lawyer 47.5 14,269 9
224 Senior Public Master Engineering 36.1 7,467 6
225 Manager Private Doctorate Business 55.9 18,680 7
226 Manager Private Bachelor Business 50.5 29,807 4
227 Manager Private Doctorate Lawyer 48.6 14,551 10
228 Manager Private Doctorate IT 49.4 16,164 6
229 Senior Public Doctorate IT 37.5 7,000 7
230 Manager Public Doctorate Engineering 48.2 26,177 2
231 Manager Private Doctorate Business 49.6 20,718 2
232 Senior Private Doctorate Business 32.5 8,621 7
233 Senior Private Bachelor Lawyer 29.9 10,644 9
234 Manager Private Doctorate IT 44.3 12,237 9
235 Senior Private Bachelor Engineering 35.1 10,980 10
236 Manager Private Doctorate Engineering 52.1 18,665 8
237 Junior Public Bachelor Business 24.8 7,469 4
238 Senior Public Doctorate Business 35.5 8,214 5
239 Junior Public Bachelor IT 25.6 5,323 7
240 Manager Private Bachelor Lawyer 46.6 8,912 8
241 Senior Private Master Lawyer 33.3 6,937 3
242 Senior Private Bachelor IT 33.0 10,278 7
243 Senior Public Bachelor Business 38.5 7,189 4
244 Manager Private Master Lawyer 35.5 26,468 9
245 Senior Private Master Engineering 32.0 9,818 8
246 Manager Private Doctorate Lawyer 35.3 15,520 3
247 Senior Private Bachelor Engineering 37.9 11,256 1
248 Senior Private Master Business 38.8 10,754 6
249 Senior Private Master Lawyer 32.1 10,475 1
250 Senior Private Bachelor Business 32.3 6,949 8
251 Senior Private Master Lawyer 28.2 8,046 9
252 Senior Private Master Engineering 35.7 9,090 6
253 Manager Private Doctorate Lawyer 52.4 17,523 3
254 Manager Private Bachelor Engineering 56.7 14,036 6
255 Senior Private Doctorate Engineering 35.2 7,134 4
256 Junior Private Master Lawyer 27.1 8,158 8
257 Senior Private Master IT 38.3 7,980 10
258 Junior Public Bachelor Business 24.2 5,593 10
259 Senior Private Master Engineering 28.6 10,911 7
260 Manager Private Master Business 48.6 20,025 3
261 Manager Private Doctorate Business 49.6 19,253 4
262 Manager Private Master Engineering 57.2 29,441 1
263 Senior Private Master Business 31.6 10,962 6
264 Junior Public Bachelor Business 26.4 6,001 5
265 Junior Public Bachelor Lawyer 26.0 5,697 9
266 Senior Private Doctorate Lawyer 34.5 9,640 7
267 Manager Private Master Engineering 46.4 24,949 4
268 Manager Private Bachelor Lawyer 44.5 15,825 5
269 Senior Private Doctorate Lawyer 39.3 8,890 10
270 Senior Public Doctorate Lawyer 34.4 7,618 6
271 Manager Private Bachelor IT 51.8 25,862 5
272 Junior Public Bachelor IT 24.1 6,862 1
273 Senior Public Bachelor Engineering 35.6 7,472 3
274 Junior Public Bachelor IT 26.1 6,429 8
275 Senior Private Doctorate Engineering 32.6 6,937 3
276 Senior Private Bachelor Lawyer 30.2 9,208 10
277 Manager Private Master Business 45.4 25,316 6
278 Manager Private Doctorate Engineering 50.1 23,798 5
279 Senior Public Master IT 38.1 9,944 8
280 Senior Public Master Engineering 29.0 7,662 2
281 Senior Private Bachelor Engineering 28.6 8,600 9
282 Manager Private Bachelor Lawyer 49.7 11,078 6
283 Senior Private Master Business 35.3 10,722 10
284 Manager Private Doctorate Engineering 54.8 17,755 10
285 Senior Private Doctorate Business 34.9 10,352 4
286 Senior Public Bachelor Engineering 34.1 10,872 6
287 Manager Public Master IT 47.0 27,600 3
288 Senior Private Doctorate IT 37.5 8,232 6
289 Manager Private Bachelor IT 35.3 20,172 6
290 Senior Private Master Engineering 35.1 10,587 5
291 Manager Private Bachelor Engineering 45.1 15,674 3
292 Junior Private Bachelor Business 27.5 7,932 6
293 Manager Private Bachelor Business 50.9 30,534 7
294 Senior Public Doctorate Engineering 37.3 7,000 5
295 Senior Private Master IT 31.6 10,506 2
296 Manager Private Bachelor IT 51.3 16,097 2
297 Junior Public Bachelor Business 27.7 7,416 1
298 Senior Private Master Lawyer 30.1 8,026 10
299 Manager Private Master Business 44.0 25,739 7
300 Manager Private Master IT 51.2 15,682 7
301 Manager Private Master Engineering 56.2 28,298 2
302 Senior Public Doctorate Engineering 35.2 8,177 2
303 Senior Private Master Engineering 36.4 8,941 7
304 Manager Public Bachelor Business 56.4 26,160 1
305 Manager Private Bachelor IT 47.5 14,333 8
306 Manager Private Doctorate Engineering 50.2 10,492 7
307 Senior Public Doctorate Engineering 34.5 7,997 3
308 Senior Private Doctorate Engineering 31.7 8,622 6
309 Senior Private Master Engineering 35.8 10,487 4
310 Manager Private Bachelor IT 56.4 30,507 7
311 Senior Public Master Engineering 32.3 10,664 9
312 Junior Public Bachelor Lawyer 24.8 7,207 7
313 Manager Private Bachelor IT 46.8 28,027 7
314 Junior Public Bachelor Business 27.4 5,816 7
315 Manager Private Doctorate IT 51.1 23,641 8
316 Senior Private Master Lawyer 28.8 8,253 9
317 Manager Private Doctorate Business 49.9 20,022 5
318 Manager Private Bachelor Lawyer 48.7 16,785 7
319 Manager Private Bachelor Business 57.1 14,812 2
320 Senior Private Bachelor IT 32.2 9,619 9
321 Manager Private Bachelor Lawyer 53.0 15,520 5
322 Manager Private Bachelor Business 36.0 23,688 6
323 Senior Private Master Engineering 29.7 11,226 5
324 Senior Private Master Business 28.1 8,882 5
325 Senior Private Bachelor Business 32.0 7,551 6
326 Junior Public Bachelor Business 24.2 6,846 7
327 Senior Private Bachelor IT 34.6 7,648 3
328 Manager Private Master IT 45.3 9,827 10
329 Senior Private Master Engineering 33.1 8,278 6
330 Manager Private Bachelor Engineering 52.6 29,759 4
331 Manager Private Master IT 48.7 19,859 5
332 Manager Private Bachelor Lawyer 45.6 19,269 7
333 Senior Private Bachelor Lawyer 36.4 9,430 1
334 Senior Private Master Business 35.7 10,468 1
335 Senior Private Doctorate Lawyer 35.2 7,849 7
336 Manager Private Bachelor IT 48.6 30,415 3
337 Manager Public Master Engineering 55.7 27,694 4
338 Manager Public Doctorate Engineering 56.1 28,298 5
339 Manager Private Master IT 35.9 26,674 3
340 Senior Public Master Business 35.0 7,799 9
341 Senior Private Master IT 34.5 8,334 8
342 Senior Private Doctorate Lawyer 35.4 9,380 2
343 Junior Private Master Lawyer 27.8 8,130 2
344 Junior Public Master IT 26.1 5,941 5
345 Manager Private Doctorate Lawyer 52.5 14,332 6
346 Junior Public Master Engineering 27.7 5,997 2
347 Senior Public Bachelor IT 35.3 7,580 7
348 Manager Private Master IT 45.4 16,460 6
349 Junior Public Bachelor Lawyer 24.4 6,619 7
350 Senior Private Bachelor Engineering 31.4 7,350 7
351 Manager Private Doctorate Business 49.9 9,250 8
352 Junior Public Bachelor Engineering 25.9 4,830 4
353 Manager Public Bachelor Lawyer 46.5 26,063 10
354 Senior Private Doctorate Lawyer 35.8 8,024 4
355 Junior Private Bachelor Engineering 24.2 8,034 7
356 Senior Public Doctorate Engineering 32.1 7,106 4
357 Senior Private Doctorate Engineering 37.7 10,831 2
358 Senior Private Master IT 30.3 8,808 7
359 Senior Private Doctorate Business 33.8 10,728 6
360 Senior Private Doctorate Engineering 32.1 10,839 4
361 Junior Public Bachelor Business 27.9 7,777 1
362 Manager Private Master Engineering 46.0 26,375 5
363 Manager Private Doctorate Engineering 35.0 12,035 10
364 Manager Private Bachelor Engineering 54.8 10,375 6
365 Senior Private Doctorate Engineering 34.4 8,372 8
366 Senior Public Doctorate Lawyer 37.1 10,143 4
367 Manager Private Doctorate Engineering 51.1 23,131 10
368 Junior Public Bachelor IT 25.6 5,886 1
369 Senior Private Master IT 32.3 8,488 8
370 Manager Private Bachelor Business 52.9 14,909 5
371 Junior Public Bachelor Engineering 25.2 5,951 5
372 Senior Private Master Lawyer 36.9 9,898 10
373 Junior Public Master Business 27.0 8,004 1
374 Senior Public Master IT 31.5 7,431 9
375 Senior Private Doctorate IT 32.7 9,830 8
376 Senior Private Doctorate Engineering 36.9 8,547 8
377 Manager Private Bachelor Business 46.8 25,719 8
378 Senior Private Master Lawyer 29.4 11,442 4
379 Manager Private Doctorate Lawyer 50.1 24,089 3
380 Senior Public Doctorate Business 35.7 7,701 1
381 Manager Private Doctorate Engineering 55.8 21,571 1
382 Junior Public Master Business 26.5 6,206 10
383 Senior Public Master Engineering 38.2 9,676 5
384 Junior Public Bachelor Engineering 25.3 5,699 1
385 Manager Private Doctorate IT 45.3 19,755 10
386 Senior Private Master Lawyer 28.9 9,197 4
387 Senior Private Doctorate Engineering 35.8 10,694 9
388 Manager Private Bachelor Business 48.1 12,285 8
389 Manager Private Bachelor IT 53.1 17,623 6
390 Senior Private Master Business 28.5 10,959 10
391 Senior Public Bachelor IT 38.3 8,789 7
392 Manager Private Doctorate Lawyer 49.6 17,404 7
393 Junior Private Bachelor Lawyer 27.5 8,058 3
394 Manager Private Master Lawyer 55.4 19,353 9
395 Senior Private Master IT 30.3 10,637 4
396 Senior Private Master Lawyer 28.3 9,766 2
397 Senior Private Master Engineering 35.4 7,470 6
398 Junior Public Bachelor Engineering 25.8 7,873 2
399 Junior Public Bachelor Business 27.3 6,851 10
400 Manager Private Bachelor Business 49.0 18,336 6
401 Senior Public Master Engineering 28.4 7,678 1
402 Manager Private Bachelor Lawyer 55.5 12,377 6
403 Senior Private Master IT 35.9 8,162 10
404 Senior Private Bachelor Lawyer 36.3 8,146 5
405 Manager Private Bachelor Business 48.9 9,112 5
406 Manager Private Doctorate Lawyer 55.1 29,620 10
407 Junior Public Bachelor Engineering 24.2 6,343 7
408 Junior Public Bachelor Engineering 25.9 7,560 1
409 Senior Private Doctorate Lawyer 35.2 9,310 4
410 Senior Private Doctorate Lawyer 35.7 9,917 2
411 Manager Private Bachelor Business 57.8 20,720 6
412 Senior Private Doctorate Lawyer 33.5 9,284 5
413 Manager Private Doctorate Engineering 57.1 19,545 5
414 Senior Private Master IT 34.4 8,796 2
415 Senior Private Master Lawyer 30.3 11,359 1
416 Manager Private Master IT 45.0 29,642 9
417 Senior Private Master Business 28.5 8,083 2
418 Manager Private Bachelor IT 50.0 20,214 10
419 Manager Private Bachelor Lawyer 45.2 28,227 9
420 Senior Private Master Business 32.0 11,162 4
421 Manager Private Doctorate IT 44.7 9,191 8
422 Senior Private Master Business 37.5 9,723 6
423 Manager Private Bachelor Business 43.7 28,273 3
424 Manager Private Doctorate Engineering 51.0 10,941 1
425 Manager Public Bachelor Engineering 55.9 27,988 3
426 Manager Private Master Lawyer 49.8 10,626 8
427 Manager Public Master Engineering 45.5 24,596 1
428 Manager Private Doctorate Lawyer 50.6 16,020 7
429 Senior Private Bachelor Business 30.9 11,250 9
430 Manager Private Doctorate IT 54.7 11,146 1
431 Junior Private Bachelor Lawyer 26.3 8,333 10
432 Manager Private Bachelor Business 46.7 19,259 9
433 Manager Private Bachelor Engineering 45.5 17,894 10
434 Manager Private Doctorate Engineering 43.0 10,620 4
435 Manager Private Bachelor Engineering 51.8 27,077 2
436 Manager Private Master Lawyer 57.0 12,964 6
437 Senior Private Bachelor Engineering 37.2 9,999 9
438 Manager Private Bachelor Business 44.5 17,442 8
439 Senior Private Master Lawyer 36.3 8,227 8
440 Manager Private Doctorate Business 46.2 13,785 8
441 Senior Public Master Business 28.8 7,153 10
442 Junior Public Master Business 27.2 6,912 7
443 Junior Private Bachelor IT 25.0 8,536 7
444 Senior Private Master Engineering 39.5 10,812 5
445 Manager Private Master IT 51.8 11,184 2
446 Junior Public Master Business 27.3 5,181 2
447 Manager Private Bachelor IT 53.4 14,127 6
448 Senior Private Master IT 33.4 10,663 1
449 Senior Private Doctorate IT 31.3 8,179 9
450 Senior Private Bachelor IT 30.2 9,018 10
451 Manager Private Bachelor Engineering 55.0 25,913 4
452 Junior Public Bachelor Business 26.5 5,376 10
453 Senior Public Doctorate IT 35.4 7,679 7
454 Senior Public Master IT 33.3 7,130 6
455 Manager Public Master IT 51.8 23,719 5
456 Senior Public Master Lawyer 33.5 7,297 4
457 Junior Public Master Lawyer 26.7 4,836 2
458 Manager Private Bachelor Lawyer 56.3 22,212 5
459 Manager Private Doctorate Business 46.3 27,252 8
460 Manager Private Master Business 45.7 26,432 7
461 Manager Private Master Business 53.2 24,699 8
462 Manager Private Doctor

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