Apply Statistical Tests Chapter 9 -Assignment for Kimwoods

Figure09-07

Chapter 9 - Exploring Quality Issues with Statistical Tools
ANOM
Table 9.14 – Ritalin Prescription Rates					Figure 9.7 – Column Chart of Ritalin Prescription Rates
MD	Ritalin	Patients	%
1	12	103	11.65%
2	8	54	14.81%
3	24	98	24.49%
4	14	200	7.00%
5	10	75	13.33%
6	11	93	11.83%
7	4	66	6.06%
8	35	255	13.73%
Total	118	944	12.50%

Figure09-07

Figure09-08

Chapter 9 - Exploring Quality Issues with Statistical Tools
ANOM
Table 9.15 – Upper and Lower Control Limits for Ritalin Prescription Rates								Figure 9.8 – ANOM Control Limits for Ritalin Prescription Rates
MD	Ritalin	Patients	%	UCL	LCL
1	12	103	11.65%	22.28%	2.72%	-9.78%	9.78%	-10.61%
2	8	54	14.81%	26.00%	0.00%	* increased from -1%		-13.33%
3	24	98	24.49%	22.52%	2.48%			-10.86%
4	14	200	7.00%	19.52%	5.48%			-7.85%
5	10	75	13.33%	23.96%	1.04%			-12.29%
6	11	93	11.83%	22.79%	2.21%			-11.12%
7	4	66	6.06%	24.71%	0.29%			-13.05%
8	35	255	13.73%	18.71%	6.29%			-7.05%
Total	118	944	12.50%

Figure09-08

Figure09-09

Chapter 9 - Exploring Quality Issues with Statistical Tools
DRG 143: Chest Pain, PA 2005					Figure 9.9 – Scatter Diagram of Average Charge and Case Volume
		Avg
Hospital Name	Cases	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

Figure09-09

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Tables09-02-05

Chapter 9 - Exploring Quality Issues with Statistical Tools
Chi-square
Table 9.2 – Observed Infections, January – April 2012
Observed	Infection
	Yes	No	Total
Pre	14	259	273	5.13%
Post	8	294	302	2.65%
Total	22	553	575
	3.83%	96.17%
Table 9.3 – Expected Infections, January – April 2012
Expected
	Yes	No	Total
Pre	10.45	262.55	273
Post	11.55	290.45	302
Total	22	553	575
=CHITEST(A8:B90,A16:B17)	0.12
=CHIINV(A20,1)	2.40
=CHIINV(0.05,1)	3.84
intervention did not change outcome.
Table 9.4 – Observed Infections, January – August 2012
Observed	Infection
	Yes	No	Total
Pre	14	259	273	5.13%
Post	0	0	0	0.00%
Total	14	259	273
	5.13%	94.87%
Table 9.5 – Expected Infections, January – August 2012
Expected
	Yes	No	Total
Pre	14.00	259.00	273
Post	0.00	0.00	0
Total	14	259	273
=CHITEST(A29:B30,A37:B38)	0.00
=CHIINV(A41,1)	0.00
=CHIINV(0.05,1)	3.84

Tables09-06-08

Chapter 9 - Exploring Quality Issues with Statistical Tools
Chi-square
Table 9.6 – Board Certification and Mortality Data						Patient	(All)
Patient	Board	Died				Count of Patient	Died
1	1	0				Board	0	1	Grand Total
2	1	0				0	2761	39	2800
3	1	0				1	15810	132	15942
4	1	0				Grand Total	18571	171	18742
5	0	0
6	0	0
7	1	0				Table 9.7 – Observed Surgical Mortality
8	1	0
9	1	0				Observed
10	1	0					Survived	Died	Total
11	0	0				Board	15810	132	15942		0.83%
12	1	0				Non-board	2761	39	2800		1.41%
13	1	0				Total	18571	171	18742
14	0	0					99.09%	0.91%
15	1	0
16	0	0				Table 9.8 – Expected Surgical Mortality
17	1	0
18	1	0				Expected
19	1	0					Survived	Died	Total
20	0	0				Board	15796.55	145.45	15942
21	1	0				Non-board	2774.45	25.55	2800
22	0	0				Total	18571	171	18742
23	1	0
24	1	0				chitest	0.0037
25	1	0				chiinv	8.4054
26	1	0				chiinv.05	3.8415
27	1	0				Non-board physicians have significantly higher mortality rates
28	1	0
29	1	0
30	1	0
31	1	0
32	1	0
33	1	0
34	1	0
35	1	0
36	1	0
37	1	0
38	1	0
39	1	0
40	1	0
41	1	0
42	1	0
43	1	0
44	1	0
45	1	0
46	1	0
47	1	0
48	1	0
49	1	0
50	1	0
51	1	0
52	1	0
53	1	0
54	1	0
55	1	0
56	1	0
57	1	0
58	0	0
59	0	0
60	1	0
61	1	0
62	1	0
63	0	0
64	1	0
65	1	0
66	1	0
67	1	0
68	1	0
69	1	0
70	1	0
71	1	0
72	1	0
73	1	0
74	0	0
75	1	0
76	1	0
77	0	0
78	1	0
79	1	0
80	1	0
81	1	0
82	1	0
83	1	0
84	0	0
85	1	0
86	1	0
87	1	0
88	1	0
89	1	0
90	0	0
91	0	0
92	1	0
93	0	0
94	1	0
95	1	0
96	1	0
97	1	0
98	1	0
99	1	0
100	1	0
101	1	0
102	1	0
103	1	0
104	1	0
105	1	0
106	1	0
107	1	0
108	1	0
109	1	0
110	1	0
111	1	0
112	1	0
113	1	0
114	1	0
115	1	0
116	1	0
117	0	0
118	1	0
119	1	0
120	1	0
121	1	0
122	1	0
123	1	0
124	0	0
125	1	0
126	1	0
127	1	0
128	0	0
129	1	0
130	1	0
131	1	0
132	1	0
133	1	0
134	1	0
135	1	0
136	1	0
137	1	0
138	1	0
139	1	0
140	1	0
141	1	0
142	1	0
143	0	0
144	1	0
145	0	0
146	1	0
147	0	0
148	1	0
149	1	0
150	1	0
151	1	0
152	1	0
153	1	0
154	1	0
155	1	0
156	1	0
157	1	0
158	1	0
159	1	0
160	1	0
161	1	0
162	1	0
163	1	0
164	1	0
165	0	0
166	0	0
167	1	0
168	1	0
169	1	0
170	1	0
171	1	0
172	1	0
173	1	0
174	0	0
175	0	0
176	1	0
177	1	0
178	1	0
179	0	0
180	1	0
181	1	0
182	1	0
183	1	0
184	1	0
185	1	0
186	1	0
187	0	0
188	1	0
189	1	0
190	1	0
191	1	0
192	1	0
193	1	0
194	1	0
195	1	0
196	1	0
197	1	0
198	1	0
199	1	0
200	1	0
201	1	0
202	0	0
203	1	0
204	1	0
205	1	0
206	1	0
207	1	0
208	1	0
209	1	0
210	1	0
211	1	0
212	1	0
213	1	0
214	1	0
215	1	0
216	1	0
217	1	0
218	1	0
219	1	0
220	1	0
221	1	0
222	1	0
223	1	0
224	0	0
225	1	0
226	1	0
227	1	0
228	1	0
229	1	0
230	1	0
231	1	0
232	1	0
233	0	0
234	1	0
235	0	0
236	1	0
237	1	0
238	1	0
239	1	0
240	1	0
241	1	0
242	1	0
243	1	0
244	1	0
245	1	0
246	1	0
247	1	0
248	1	1
249	1	0
250	1	0
251	1	0
252	1	0
253	1	0
254	1	0
255	1	0
256	1	0
257	1	0
258	1	0
259	0	0
260	1	0
261	1	0
262	1	0
263	1	0
264	1	0
265	1	0
266	1	0
267	1	0
268	1	0
269	1	0
270	1	0
271	1	0
272	1	0
273	1	0
274	1	0
275	1	0
276	0	0
277	1	0
278	1	0
279	1	0
280	0	0
281	1	0
282	1	0
283	1	0
284	1	0
285	1	0
286	1	0
287	1	0
288	1	0
289	1	0
290	0	0
291	1	0
292	1	0
293	1	0
294	0	0
295	1	0
296	1	0
297	1	0
298	1	0
299	1	0
300	1	0
301	1	0
302	1	0
303	1	0
304	0	0
305	1	0
306	1	0
307	1	0
308	1	0
309	1	0
310	1	0
311	1	0
312	1	0
313	1	0
314	1	0
315	1	0
316	1	0
317	1	0
318	1	0
319	0	0
320	1	0
321	1	0
322	1	0
323	1	0
324	1	0
325	1	0
326	0	0
327	1	0
328	1	0
329	1	1
330	1	0
331	1	0
332	1	0
333	1	0
334	1	0
335	1	0
336	1	0
337	1	0
338	1	0
339	1	0
340	1	0
341	1	0
342	1	0
343	1	0
344	1	0
345	1	0
346	1	0
347	1	0
348	1	0
349	1	0
350	1	0
351	1	0
352	1	0
353	1	0
354	1	0
355	1	1
356	1	0
357	1	0
358	1	0
359	0	0
360	1	0
361	1	0
362	1	0
363	1	0
364	1	0
365	1	0
366	1	0
367	1	0
368	1	0
369	1	0
370	1	0
371	1	0
372	1	0
373	1	0
374	1	0
375	1	0
376	1	0
377	1	0
378	1	0
379	1	0
380	1	0
381	1	0
382	1	0
383	0	0
384	1	0
385	1	0
386	1	0
387	1	0
388	1	0
389	0	0
390	1	0
391	1	0
392	1	0
393	1	0
394	0	0
395	1	0
396	1	0
397	1	0
398	1	0
399	1	0
400	0	0
401	1	0
402	1	0
403	1	0
404	1	0
405	1	0
406	1	0
407	1	0
408	1	0
409	1	1
410	1	0
411	1	0
412	1	0
413	1	0
414	1	0
415	1	0
416	1	0
417	1	0
418	1	0
419	1	0
420	1	0
421	1	0
422	0	0
423	1	0
424	1	0
425	1	0
426	1	0
427	1	0
428	1	0
429	1	0
430	1	0
431	1	0
432	1	0
433	1	0
434	1	0
435	1	0
436	1	0
437	0	0
438	1	0
439	1	0
440	1	0
441	1	0
442	1	0
443	1	0
444	0	0
445	1	0
446	1	0
447	1	0
448	1	0
449	1	0
450	0	0
451	0	0
452	1	0
453	1	0
454	1	0
455	1	0
456	1	0
457	1	0
458	1	0
459	1	0
460	1	0
461	0	0
462	1	0
463	1	0
464	1	0
465	1	0
466	1	0
467	1	0
468	1	0
469	1	0
470	1	0
471	0	0
472	0	0
473	1	0
474	0	0
475	1	0
476	1	0
477	1	0
478	1	0
479	0	0
480	1	0
481	1	0
482	1	0
483	1	0
484	1	0
485	1	0
486	1	0
487	1	0
488	1	0
489	1	0
490	1	0
491	1	0
492	1	0
493	1	0
494	1	0
495	1	0
496	1	0
497	1	0
498	1	0
499	0	0
500	1	0
501	1	0
502	1	0
503	1	0
504	1	0
505	1	0
506	1	0
507	1	0
508	1	0
509	1	0
510	1	0
511	1	0
512	0	0
513	1	0
514	1	0
515	0	0
516	0	0
517	1	0
518	1	0
519	1	0
520	1	0
521	1	0
522	0	0
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