Solved by verified expert: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.
09chapdataproblems.xls
cha9problems.pdf
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Chapter 9 – Exploring Quality Issues with Statistical Tools
Problem 9.8 – DRG 143: Chest Pain, PA 2005
Hospital Name
Abington Memorial
Albert Einstein
Aliquippa Community
Allegheny General
Alle-Kiski
Altoona Regional
Armstrong County Memorial
Ashland Regional
Barnes Kasson County
Berwick
Bon Secours
Bradford Regional
Brandywine
Brookville
Butler Memorial
Canonsburg General
Carlisle Regional
Central Montgomery
Chambersburg
Charles Cole Memorial
Chester County
Clarion
Clearfield
Community/Scranton
Conemaugh Valley Memorial
Corry Memorial
Crozer-Chester
Delaware County Memorial
Doylestown
DuBois Regional
Easton
Elk Regional
Ellwood City
Ephrata Community
Evangelical Community
Frankford
Frick
Fulton County
Geisinger Wyoming Valley
Geisinger/Danville
Gettysburg
Gnaden Huetten Memorial
Cases
1293
845
31
237
242
147
42
23
52
92
115
35
319
34
102
88
170
183
274
45
434
61
35
661
328
27
647
578
317
37
518
59
33
136
154
1717
128
57
110
86
94
61
Avg Charge
$23,308
$20,960
$7,700
$11,481
$10,276
$8,943
$3,967
$5,369
$3,475
$9,430
$4,969
$4,828
$29,045
$4,168
$7,010
$11,914
$11,108
$18,349
$10,151
$5,884
$9,195
$4,110
$6,337
$9,945
$8,051
$3,452
$26,164
$29,423
$13,732
$7,624
$12,392
$6,957
$4,535
$7,659
$4,583
$14,417
$6,678
$5,205
$12,786
$11,327
$6,598
$4,151
LOS
1.5
1.5
1.9
1.6
1.7
1.7
1.7
1.4
1.7
2.1
1.7
1.7
1.6
2.1
1.6
2.2
1.7
1.5
1.8
2.0
1.7
1.3
2.3
1.5
1.9
1.4
1.5
1.9
1.4
1.3
1.5
1.5
2.2
1.9
1.3
2.1
1.8
1.9
1.6
1.2
1.5
1.5
Good Samaritan Regional
Good Samaritan/Lebanon
Graduate
Grand View
Hahnemann University
Hamot
Hanover
Hazleton General
Heart of Lancaster
Highlands
Holy Redeemer
Holy Spirit
Hospital Fox Chase Cancer
Hospital University PA
Indiana Regional
J C Blair Memorial
Jameson Memorial
Jeanes
Jefferson Regional
Jennersville Regional
Jersey Shore
Kane Community
Lancaster General
Lancaster Regional
Latrobe Area
Lehigh Valley
Lehigh Valley/Muhlenberg
Lewistown
Main Line Bryn Mawr
Main Line Lankenau
Main Line Paoli
Marian Community
Meadville
Medical Center Beaver
Memorial York
Memorial/Towanda
Mercy Fitzgerald
Mercy Jeannette
Mercy Philadelphia
Mercy Pittsburgh
Mercy Suburban
Mercy/Scranton
Methodist Division/TJUH
Mid-Valley
Millcreek Community
Milton S Hershey
Miners
177
223
251
384
476
349
41
80
59
33
407
312
5
750
164
70
269
415
186
264
34
31
541
193
227
995
398
348
474
818
304
141
111
286
133
40
728
70
647
386
389
445
616
11
26
57
9
$5,362
$7,703
$24,129
$18,579
$35,185
$10,772
$7,692
$10,661
$9,855
$4,299
$23,159
$10,138
$5,175
$15,813
$7,803
$5,157
$5,496
$30,362
$6,311
$17,917
$4,761
$4,117
$8,994
$10,898
$6,368
$12,827
$14,430
$5,964
$18,635
$16,053
$16,627
$6,157
$5,633
$6,849
$8,039
$6,060
$20,029
$8,584
$15,712
$11,259
$18,742
$9,975
$17,326
$6,624
$7,988
$7,618
$8,107
1.9
1.6
1.3
1.7
2.0
1.6
2.2
2.0
1.5
1.6
1.3
1.7
1.5
1.3
2.0
1.9
1.4
1.7
1.9
1.7
1.6
1.7
1.8
1.7
1.5
1.6
1.6
1.8
1.7
1.5
1.3
1.9
1.6
1.9
1.7
1.6
1.4
1.8
1.4
1.6
1.6
1.6
2.0
1.2
2.1
1.3
1.6
Monongahela Valley
Montgomery
Montrose General
Moses Taylor
Mount Nittany
Muncy Valley
Nason
Nazareth
Ohio Valley General
Palmerton
Pennsylvania
Phoenixville
Pinnacle Health
Pocono
Pottstown Memorial
Pottsville Warne Clinic
Punxsutawney Area
Reading
Riddle Memorial
Robert Packer
Roxborough Memorial
Sacred Heart/Allentown
Saint Vincent Health
Sewickley Valley
Shamokin Area Community
Sharon Regional
Soldiers & Sailors
Somerset Center Health
Southwest Regional MC
Springfield
St Clair Memorial
St Joseph/Reading
St Joseph’s/Philadelphia
St Luke’s Miners
St Luke’s Quakertown
St Luke’s/Bethlehem
St Mary
Sunbury Community
Taylor
Temple East
Temple Lower Bucks
Temple University
Thomas Jefferson Univ
Titusville Area
Troy Community
Tyler Memorial
Tyrone
107
483
45
165
168
17
56
558
163
39
290
282
466
656
281
197
44
132
484
150
292
90
235
113
68
331
7
64
25
158
182
97
142
107
50
1219
1169
154
395
694
355
1302
680
20
6
62
47
$8,859
$10,779
$2,611
$9,310
$6,474
$3,126
$3,360
$25,577
$6,722
$5,648
$18,237
$10,422
$10,191
$10,899
$10,935
$4,188
$3,480
$6,995
$19,821
$7,528
$8,646
$8,485
$18,413
$7,482
$3,542
$8,391
$6,769
$6,668
$3,993
$26,364
$8,207
$8,216
$9,574
$6,671
$9,739
$7,349
$12,035
$6,603
$30,295
$16,049
$24,255
$33,569
$19,559
$4,648
$2,956
$5,832
$3,374
2.4
1.8
1.7
1.6
1.7
1.4
1.6
1.9
1.6
1.8
1.6
1.3
1.7
1.4
1.4
1.7
1.6
1.8
1.4
1.5
1.7
1.6
1.6
2.0
1.7
1.7
2.0
2.3
1.4
1.5
1.9
1.3
2.3
2.1
1.7
1.6
1.6
1.6
1.6
1.9
1.8
1.4
1.6
1.4
1.5
1.7
1.7
Uniontown
United Community
Univ PA/Presbyterian
UPMC Bedford
UPMC Braddock
UPMC Horizon
UPMC McKeesport
UPMC Northwest
UPMC Passavant
UPMC Presby Shadyside
UPMC South Side
UPMC St Margaret
Warren General
Washington
Wayne Memorial
Waynesboro
Western PA Hosp/Forbes
Western Pennsylvania
Westmoreland Regional
Williamsport
Windber
WVHCS
York
297
16
279
51
71
53
282
242
187
342
42
131
26
320
50
22
257
192
207
139
19
224
312
$4,372
$8,887
$13,526
$5,428
$8,816
$6,747
$9,286
$4,600
$11,164
$16,114
$13,054
$11,229
$6,914
$7,499
$6,193
$9,862
$9,026
$13,599
$6,823
$7,790
$9,275
$7,981
$6,009
1.7
1.2
1.3
1.5
1.7
1.7
1.7
1.6
1.7
2.0
2.2
1.6
1.9
1.8
1.6
1.7
1.7
2.0
1.4
1.6
1.5
1.6
1.4
Chapter 9 – Exploring Quality Issues with Statistical Tools
Problem 9.9 – Total Cholesterol
Cholesterol
150
152
153
154
156
157
159
159
161
161
163
163
167
168
171
184
185
186
197
199
201
217
218
219
220
225
234
237
240
241
246
254
257
262
264
268
269
271
271
272
275
275
BMI
24.5
27
28.2
28.2
28.3
28.3
26.9
27.5
28.3
28.3
23.5
25.5
27.9
28.4
26.3
28.1
28.6
26.8
28.7
28.7
28.8
28.9
27.5
29
29
29
29.1
29.2
29.2
29.2
29.3
29.4
29.4
29.4
29.5
29.5
29.5
29.6
29.6
29.6
29.6
29.6
Phy Act
Age
5
2
0
4
5
3
4
3
4
2
5
3
4
1
5
2
4
5
4
2
4
1
3
3
1
3
0
2
1
2
2
0
2
1
1
1
2
2
5
0
1
0
Sex
36
22
32
45
46
37
37
49
46
35
43
31
30
45
25
44
63
27
32
53
41
29
50
47
45
38
20
32
27
32
46
57
56
46
50
35
46
32
44
44
28
41
1
0
1
1
0
1
1
1
1
0
1
0
1
0
1
1
1
1
1
1
0
1
1
1
1
1
0
0
0
1
1
0
1
1
1
1
1
1
0
0
0
0
Alcohol
15
12
5
24
19
16
26
1
10
16
28
26
12
6
3
3
9
12
24
18
22
14
19
23
9
23
11
24
5
17
11
6
20
15
1
9
1
19
19
21
27
6
Stress
3
0
6
5
3
2
2
7
9
2
3
2
5
4
1
6
4
0
6
1
4
1
8
3
2
8
5
3
3
3
7
6
4
10
8
10
8
3
3
5
4
3
Patient
20
41
40
7
43
21
19
27
17
34
9
39
50
37
28
16
18
8
4
6
35
12
14
31
32
26
24
45
47
5
13
38
2
29
11
22
1
25
44
42
36
48
283
285
285
290
294
294
297
297
29.7
29.7
29.7
29.8
41.1
29.8
30.6
35.8
2
3
1
1
0
1
2
0
54
44
51
46
56
56
29
55
1
0
0
1
0
0
1
0
4
17
0
14
28
17
12
9
7
5
9
8
5
4
10
6
23
33
49
3
10
30
15
46
Chapter 9 – Exploring Quality Issues with Statistical Tools
Problem 9.10 – Cardiac Surgery, Value with CABG
Patient
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
LOS
Age
7
9
11
8
8
11
11
13
8
8
8
9
9
8
9
8
7
8
5
8
9
9
10
9
5
8
7
9
9
11
8
6
7
10
8
9
6
9
7
8
8
8
Smoke
54
68
83
50
75
95
86
95
65
96
53
73
82
50
80
70
62
69
36
78
84
46
76
74
47
74
58
81
76
87
46
48
39
47
45
89
54
74
58
83
66
89
1
1
1
0
1
1
1
1
1
1
1
0
1
1
1
1
0
0
0
1
0
1
0
0
1
0
0
1
1
1
0
0
1
1
1
1
0
0
1
1
1
1
BMI
30.2
28.3
24.7
29.5
29.2
29.6
26.9
26.3
31.7
28.9
26.4
25.0
28.3
29.4
24.5
31.4
30.7
27.9
25.3
24.2
25.4
29.7
32.9
24.4
29.9
29.6
28.4
27.0
25.9
31.0
25.7
21.8
24.8
29.8
29.8
26.5
27.8
23.7
27.2
30.4
30.4
30.8
CC
HAI
0
3
4
2
3
4
5
7
4
2
3
6
2
2
3
1
3
2
2
1
5
5
2
6
1
6
1
4
5
1
1
5
5
4
1
3
2
3
2
2
1
5
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
9
8
5
7
6
8
10
6
8
10
7
10
9
8
9
10
10
9
9
6
7
8
10
10
6
8
9
14
7
6
7
8
9
6
12
9
8
9
9
9
10
10
8
10
8
6
7
42
57
40
59
53
65
78
51
51
52
60
82
96
98
75
78
86
90
69
54
62
81
80
81
56
87
81
93
61
46
61
92
74
51
96
97
67
72
75
78
89
87
42
89
66
52
59
1
1
0
1
1
1
1
0
1
1
0
1
1
1
1
1
1
0
1
1
1
0
1
0
0
0
1
1
1
0
0
1
0
1
0
1
0
0
0
1
1
0
0
1
0
1
0
29.0
29.4
25.4
22.8
23.5
24.5
32.2
24.9
30.0
28.1
26.5
32.6
30.9
26.4
30.1
32.6
29.0
25.1
24.1
31.2
25.6
29.2
29.6
26.3
30.3
31.8
28.9
25.6
27.1
28.4
31.9
27.5
29.3
25.9
30.6
33.5
26.3
27.1
27.2
31.7
30.8
30.0
22.5
26.6
28.5
28.4
25.7
5
2
1
4
0
3
1
0
3
1
1
4
6
2
3
4
5
1
3
4
4
3
7
6
0
2
5
3
6
3
3
0
5
4
7
0
3
5
2
6
5
4
0
3
3
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
90
91
92
93
94
95
96
97
98
99
100
9
7
8
9
8
9
10
6
7
8
10
42
60
70
79
90
88
80
47
60
71
78
1
1
1
1
0
1
0
1
1
1
0
30.6
23.9
29.1
28.8
29.3
32.2
25.5
29.7
29.6
29.0
32.3
4
3
1
3
1
2
5
0
2
6
3
0
0
0
0
0
0
0
0
0
0
0
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re
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p r o v id
T ıııı
R e s u lt H o s p it a l w a n t s t o a s s e s s t h e e f re c t iv e n e s s
s tr u c tio n
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四
四
国
回
国
厂
一
园
脳
国
目
5
・
E
n
d
R
a p p ro a ch e s
p a t ie n
d ie t ,
to
ts a r e r a n
e x e r c
is e ,
w a n ts
H o s p it a l
e s u lt
th e
c o n tr o l
do
m
ly
a n
d
of
a s s ig n e d
d ie t
an d
c h o le s t e r o l
to
d iff e r e n t
F ift y th
–
.
re e
fo u r g r o u p s : c o n t r o l ,
e x e r c is e
.
Is
th e r e
an y
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H E A L T H
,
C A R E
Q U A L I T Y
M
A N A G E M
E N T
T 0 0
I S
,
A N
D
A
.
.
.
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