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26 Jan As a current or future health care administration leader, how will you decide which statistical test is most appropriate for

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As a current or future health care administration leader, how will you decide which statistical test is most appropriate for the goal of monitoring, tracking, or overseeing operations in your health services organization?

Each statistical test is dependent on a given set of research parameters and expectations. As you have examined throughout this course, understanding why and when to use each statistical test is necessary in conducting the tests for process control and comparison. Thus, chi-square tests are useful for table data, ANOVA for a single quantitative dependent variable and categorical independent variables, and ANOM for analysis of mean differences. Regression modeling is useful for determining the influence of independent variables on a quantitative dependent variable.

For this Assignment, review the resources for this week regarding chi-square, ANOVA, ANOM, and regression. Pay particular attention to the examples shown in the textbook.

(4–5 pages)

  • Using SPSS and Microsoft Word, complete problems 1 through 10. Show all work. Submit both your SPSS and Word files. 

Problem09-08

Chapter 9 – Exploring Quality Issues with Statistical Tools
Problem 9.8 – DRG 143: Chest Pain, PA 2005
Hospital Name Cases Avg Charge LOS
Abington Memorial 1293 $23,308 1.5
Albert Einstein 845 $20,960 1.5
Aliquippa Community 31 $7,700 1.9
Allegheny General 237 $11,481 1.6
Alle-Kiski 242 $10,276 1.7
Altoona Regional 147 $8,943 1.7
Armstrong County Memorial 42 $3,967 1.7
Ashland Regional 23 $5,369 1.4
Barnes Kasson County 52 $3,475 1.7
Berwick 92 $9,430 2.1
Bon Secours 115 $4,969 1.7
Bradford Regional 35 $4,828 1.7
Brandywine 319 $29,045 1.6
Brookville 34 $4,168 2.1
Butler Memorial 102 $7,010 1.6
Canonsburg General 88 $11,914 2.2
Carlisle Regional 170 $11,108 1.7
Central Montgomery 183 $18,349 1.5
Chambersburg 274 $10,151 1.8
Charles Cole Memorial 45 $5,884 2.0
Chester County 434 $9,195 1.7
Clarion 61 $4,110 1.3
Clearfield 35 $6,337 2.3
Community/Scranton 661 $9,945 1.5
Conemaugh Valley Memorial 328 $8,051 1.9
Corry Memorial 27 $3,452 1.4
Crozer-Chester 647 $26,164 1.5
Delaware County Memorial 578 $29,423 1.9
Doylestown 317 $13,732 1.4
DuBois Regional 37 $7,624 1.3
Easton 518 $12,392 1.5
Elk Regional 59 $6,957 1.5
Ellwood City 33 $4,535 2.2
Ephrata Community 136 $7,659 1.9
Evangelical Community 154 $4,583 1.3
Frankford 1717 $14,417 2.1
Frick 128 $6,678 1.8
Fulton County 57 $5,205 1.9
Geisinger Wyoming Valley 110 $12,786 1.6
Geisinger/Danville 86 $11,327 1.2
Gettysburg 94 $6,598 1.5
Gnaden Huetten Memorial 61 $4,151 1.5
Good Samaritan Regional 177 $5,362 1.9
Good Samaritan/Lebanon 223 $7,703 1.6
Graduate 251 $24,129 1.3
Grand View 384 $18,579 1.7
Hahnemann University 476 $35,185 2.0
Hamot 349 $10,772 1.6
Hanover 41 $7,692 2.2
Hazleton General 80 $10,661 2.0
Heart of Lancaster 59 $9,855 1.5
Highlands 33 $4,299 1.6
Holy Redeemer 407 $23,159 1.3
Holy Spirit 312 $10,138 1.7
Hospital Fox Chase Cancer 5 $5,175 1.5
Hospital University PA 750 $15,813 1.3
Indiana Regional 164 $7,803 2.0
J C Blair Memorial 70 $5,157 1.9
Jameson Memorial 269 $5,496 1.4
Jeanes 415 $30,362 1.7
Jefferson Regional 186 $6,311 1.9
Jennersville Regional 264 $17,917 1.7
Jersey Shore 34 $4,761 1.6
Kane Community 31 $4,117 1.7
Lancaster General 541 $8,994 1.8
Lancaster Regional 193 $10,898 1.7
Latrobe Area 227 $6,368 1.5
Lehigh Valley 995 $12,827 1.6
Lehigh Valley/Muhlenberg 398 $14,430 1.6
Lewistown 348 $5,964 1.8
Main Line Bryn Mawr 474 $18,635 1.7
Main Line Lankenau 818 $16,053 1.5
Main Line Paoli 304 $16,627 1.3
Marian Community 141 $6,157 1.9
Meadville 111 $5,633 1.6
Medical Center Beaver 286 $6,849 1.9
Memorial York 133 $8,039 1.7
Memorial/Towanda 40 $6,060 1.6
Mercy Fitzgerald 728 $20,029 1.4
Mercy Jeannette 70 $8,584 1.8
Mercy Philadelphia 647 $15,712 1.4
Mercy Pittsburgh 386 $11,259 1.6
Mercy Suburban 389 $18,742 1.6
Mercy/Scranton 445 $9,975 1.6
Methodist Division/TJUH 616 $17,326 2.0
Mid-Valley 11 $6,624 1.2
Millcreek Community 26 $7,988 2.1
Milton S Hershey 57 $7,618 1.3
Miners 9 $8,107 1.6
Monongahela Valley 107 $8,859 2.4
Montgomery 483 $10,779 1.8
Montrose General 45 $2,611 1.7
Moses Taylor 165 $9,310 1.6
Mount Nittany 168 $6,474 1.7
Muncy Valley 17 $3,126 1.4
Nason 56 $3,360 1.6
Nazareth 558 $25,577 1.9
Ohio Valley General 163 $6,722 1.6
Palmerton 39 $5,648 1.8
Pennsylvania 290 $18,237 1.6
Phoenixville 282 $10,422 1.3
Pinnacle Health 466 $10,191 1.7
Pocono 656 $10,899 1.4
Pottstown Memorial 281 $10,935 1.4
Pottsville Warne Clinic 197 $4,188 1.7
Punxsutawney Area 44 $3,480 1.6
Reading 132 $6,995 1.8
Riddle Memorial 484 $19,821 1.4
Robert Packer 150 $7,528 1.5
Roxborough Memorial 292 $8,646 1.7
Sacred Heart/Allentown 90 $8,485 1.6
Saint Vincent Health 235 $18,413 1.6
Sewickley Valley 113 $7,482 2.0
Shamokin Area Community 68 $3,542 1.7
Sharon Regional 331 $8,391 1.7
Soldiers & Sailors 7 $6,769 2.0
Somerset Center Health 64 $6,668 2.3
Southwest Regional MC 25 $3,993 1.4
Springfield 158 $26,364 1.5
St Clair Memorial 182 $8,207 1.9
St Joseph/Reading 97 $8,216 1.3
St Joseph's/Philadelphia 142 $9,574 2.3
St Luke's Miners 107 $6,671 2.1
St Luke's Quakertown 50 $9,739 1.7
St Luke's/Bethlehem 1219 $7,349 1.6
St Mary 1169 $12,035 1.6
Sunbury Community 154 $6,603 1.6
Taylor 395 $30,295 1.6
Temple East 694 $16,049 1.9
Temple Lower Bucks 355 $24,255 1.8
Temple University 1302 $33,569 1.4
Thomas Jefferson Univ 680 $19,559 1.6
Titusville Area 20 $4,648 1.4
Troy Community 6 $2,956 1.5
Tyler Memorial 62 $5,832 1.7
Tyrone 47 $3,374 1.7
Uniontown 297 $4,372 1.7
United Community 16 $8,887 1.2
Univ PA/Presbyterian 279 $13,526 1.3
UPMC Bedford 51 $5,428 1.5
UPMC Braddock 71 $8,816 1.7
UPMC Horizon 53 $6,747 1.7
UPMC McKeesport 282 $9,286 1.7
UPMC Northwest 242 $4,600 1.6
UPMC Passavant 187 $11,164 1.7
UPMC Presby Shadyside 342 $16,114 2.0
UPMC South Side 42 $13,054 2.2
UPMC St Margaret 131 $11,229 1.6
Warren General 26 $6,914 1.9
Washington 320 $7,499 1.8
Wayne Memorial 50 $6,193 1.6
Waynesboro 22 $9,862 1.7
Western PA Hosp/Forbes 257 $9,026 1.7
Western Pennsylvania 192 $13,599 2.0
Westmoreland Regional 207 $6,823 1.4
Williamsport 139 $7,790 1.6
Windber 19 $9,275 1.5
WVHCS 224 $7,981 1.6
York 312 $6,009 1.4

Problem09-09

Chapter 9 – Exploring Quality Issues with Statistical Tools
Problem 9.9 – Total Cholesterol
Cholesterol BMI Phy Act Age Sex Alcohol Stress Patient
150 24.5 5 36 1 15 3 20
152 27 2 22 0 12 0 41
153 28.2 0 32 1 5 6 40
154 28.2 4 45 1 24 5 7
156 28.3 5 46 0 19 3 43
157 28.3 3 37 1 16 2 21
159 26.9 4 37 1 26 2 19
159 27.5 3 49 1 1 7 27
161 28.3 4 46 1 10 9 17
161 28.3 2 35 0 16 2 34
163 23.5 5 43 1 28 3 9
163 25.5 3 31 0 26 2 39
167 27.9 4 30 1 12 5 50
168 28.4 1 45 0 6 4 37
171 26.3 5 25 1 3 1 28
184 28.1 2 44 1 3 6 16
185 28.6 4 63 1 9 4 18
186 26.8 5 27 1 12 0 8
197 28.7 4 32 1 24 6 4
199 28.7 2 53 1 18 1 6
201 28.8 4 41 0 22 4 35
217 28.9 1 29 1 14 1 12
218 27.5 3 50 1 19 8 14
219 29 3 47 1 23 3 31
220 29 1 45 1 9 2 32
225 29 3 38 1 23 8 26
234 29.1 0 20 0 11 5 24
237 29.2 2 32 0 24 3 45
240 29.2 1 27 0 5 3 47
241 29.2 2 32 1 17 3 5
246 29.3 2 46 1 11 7 13
254 29.4 0 57 0 6 6 38
257 29.4 2 56 1 20 4 2
262 29.4 1 46 1 15 10 29
264 29.5 1 50 1 1 8 11
268 29.5 1 35 1 9 10 22
269 29.5 2 46 1 1 8 1
271 29.6 2 32 1 19 3 25
271 29.6 5 44 0 19 3 44
272 29.6 0 44 0 21 5 42
275 29.6 1 28 0 27 4 36
275 29.6 0 41 0 6 3 48
283 29.7 2 54 1 4 7 23
285 29.7 3 44 0 17 5 33
285 29.7 1 51 0 0 9 49
290 29.8 1 46 1 14 8 3
294 41.1 0 56 0 28 5 10
294 29.8 1 56 0 17 4 30
297 30.6 2 29 1 12 10 15
297 35.8 0 55 0 9 6 46

Problem09-10

Chapter 9 – Exploring Quality Issues with Statistical Tools
Problem 9.10 – Cardiac Surgery, Value with CABG
Patient LOS Age Smoke BMI CC HAI
1 7 54 1 30.2 0 0
2 9 68 1 28.3 3 0
3 11 83 1 24.7 4 0
4 8 50 0 29.5 2 0
5 8 75 1 29.2 3 0
6 11 95 1 29.6 4 0
7 11 86 1 26.9 5 1
8 13 95 1 26.3 7 1
9 8 65 1 31.7 4 0
10 8 96 1 28.9 2 0
11 8 53 1 26.4 3 0
12 9 73 0 25.0 6 0
13 9 82 1 28.3 2 0
14 8 50 1 29.4 2 0
15 9 80 1 24.5 3 0
16 8 70 1 31.4 1 1
17 7 62 0 30.7 3 0
18 8 69 0 27.9 2 0
19 5 36 0 25.3 2 0
20 8 78 1 24.2 1 0
21 9 84 0 25.4 5 0
22 9 46 1 29.7 5 0
23 10 76 0 32.9 2 1
24 9 74 0 24.4 6 0
25 5 47 1 29.9 1 0
26 8 74 0 29.6 6 0
27 7 58 0 28.4 1 0
28 9 81 1 27.0 4 0
29 9 76 1 25.9 5 0
30 11 87 1 31.0 1 0
31 8 46 0 25.7 1 0
32 6 48 0 21.8 5 0
33 7 39 1 24.8 5 0
34 10 47 1 29.8 4 0
35 8 45 1 29.8 1 0
36 9 89 1 26.5 3 0
37 6 54 0 27.8 2 0
38 9 74 0 23.7 3 0
39 7 58 1 27.2 2 0
40 8 83 1 30.4 2 0
41 8 66 1 30.4 1 1
42 8 89 1 30.8 5 0
43 9 42 1 29.0 5 0
44 8 57 1 29.4 2 0
45 5 40 0 25.4 1 0
46 7 59 1 22.8 4 0
47 6 53 1 23.5 0 0
48 8 65 1 24.5 3 0
49 10 78 1 32.2 1 0
50 6 51 0 24.9 0 0
51 8 51 1 30.0 3 0
52 10 52 1 28.1 1 0
53 7 60 0 26.5 1 0
54 10 82 1 32.6 4 0
55 9 96 1 30.9 6 0
56 8 98 1 26.4 2 0
57 9 75 1 30.1 3 0
58 10 78 1 32.6 4 0
59 10 86 1 29.0 5 0
60 9 90 0 25.1 1 0
61 9 69 1 24.1 3 1
62 6 54 1 31.2 4 0
63 7 62 1 25.6 4 0
64 8 81 0 29.2 3 1
65 10 80 1 29.6 7 1
66 10 81 0 26.3 6 1
67 6 56 0 30.3 0 0
68 8 87 0 31.8 2 0
69 9 81 1 28.9 5 0
70 14 93 1 25.6 3 1
71 7 61 1 27.1 6 0
72 6 46 0 28.4 3 0
73 7 61 0 31.9 3 0
74 8 92 1 27.5 0 0
75 9 74 0 29.3 5 0
76 6 51 1 25.9 4 0
77 12 96 0 30.6 7 1
78 9 97 1 33.5 0 0
79 8 67 0 26.3 3 0
80 9 72 0 27.1 5 0
81 9 75 0 27.2 2 0
82 9 78 1 31.7 6 0
83 10 89 1 30.8 5 0
84 10 87 0 30.0 4 0
85 8 42 0 22.5 0 0
86 10 89 1 26.6 3 0
87 8 66 0 28.5 3 0
88 6 52 1 28.4 1 0
89 7 59 0 25.7 0 0
90 9 42 1 30.6 4 0
91 7 60 1 23.9 3 0
92 8 70 1 29.1 1 0
93 9 79 1 28.8 3 0
94 8 90 0 29.3 1 0
95 9 88 1 32.2 2 0
96 10 80 0 25.5 5 0
97 6 47 1 29.7 0 0
98 7 60 1 29.6 2 0
99 8 71 1 29.0 6 0
100 10 78 0 32.3 3 0

,

Problem09-08

Chapter 9 – Exploring Quality Issues with Statistical Tools
Problem 9.8 – DRG 143: Chest Pain, PA 2005
Hospital Name Cases Avg Charge LOS
Abington Memorial 1293 $23,308 1.5
Albert Einstein 845 $20,960 1.5
Aliquippa Community 31 $7,700 1.9
Allegheny General 237 $11,481 1.6
Alle-Kiski 242 $10,276 1.7
Altoona Regional 147 $8,943 1.7
Armstrong County Memorial 42 $3,967 1.7
Ashland Regional 23 $5,369 1.4
Barnes Kasson County 52 $3,475 1.7
Berwick 92 $9,430 2.1
Bon Secours 115 $4,969 1.7
Bradford Regional 35 $4,828 1.7
Brandywine 319 $29,045 1.6
Brookville 34 $4,168 2.1
Butler Memorial 102 $7,010 1.6
Canonsburg General 88 $11,914 2.2
Carlisle Regional 170 $11,108 1.7
Central Montgomery 183 $18,349 1.5
Chambersburg 274 $10,151 1.8
Charles Cole Memorial 45 $5,884 2.0
Chester County 434 $9,195 1.7
Clarion 61 $4,110 1.3
Clearfield 35 $6,337 2.3
Community/Scranton 661 $9,945 1.5
Conemaugh Valley Memorial 328 $8,051 1.9
Corry Memorial 27 $3,452 1.4
Crozer-Chester 647 $26,164 1.5
Delaware County Memorial 578 $29,423 1.9
Doylestown 317 $13,732 1.4
DuBois Regional 37 $7,624 1.3
Easton 518 $12,392 1.5
Elk Regional 59 $6,957 1.5
Ellwood City 33 $4,535 2.2
Ephrata Community 136 $7,659 1.9
Evangelical Community 154 $4,583 1.3
Frankford 1717 $14,417 2.1
Frick 128 $6,678 1.8
Fulton County 57 $5,205 1.9
Geisinger Wyoming Valley 110 $12,786 1.6
Geisinger/Danville 86 $11,327 1.2
Gettysburg 94 $6,598 1.5
Gnaden Huetten Memorial 61 $4,151 1.5
Good Samaritan Regional 177 $5,362 1.9
Good Samaritan/Lebanon 223 $7,703 1.6
Graduate 251 $24,129 1.3
Grand View 384 $18,579 1.7
Hahnemann University 476 $35,185 2.0
Hamot 349 $10,772 1.6
Hanover 41 $7,692 2.2
Hazleton General 80 $10,661 2.0
Heart of Lancaster 59 $9,855 1.5
Highlands 33 $4,299 1.6
Holy Redeemer 407 $23,159 1.3
Holy Spirit 312 $10,138 1.7
Hospital Fox Chase Cancer 5 $5,175 1.5
Hospital University PA 750 $15,813 1.3
Indiana Regional 164 $7,803 2.0
J C Blair Memo

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