Author,
year |
Type of
paper |
Unit of
observation |
Sample
size |
Data
source |
Time frame |
Years |
Inputs |
Outputs |
PR |
AC |
PT |
CM |
PM |
Method |
Data on
reliability,
sensitivity
analysis,
validity
reported? |
| Rosko MD, 199951 |
Research |
Hospital |
3,262 Hospitals |
Secondary data |
Cross-sectional |
1994 |
Other capital costs(f), Total costs(f), Wage rate/wages(p) Physical Financial |
Physician visit, Hosp discharge, Hosp days Health services |
X |
X |
|
X |
|
SFA |
No /Yes/No |
| Chern JY et al., 200052 |
Research |
Hospital |
80 Hospitals |
Secondary data |
Longitudinal |
1984-1993 |
Number of other personnel(p), Beds (counts)(p), Other counts(p), Other costs(f) Physical Financial |
Physician visit, Hosp discharge Health services |
X |
|
|
X |
|
DEA |
No /No /No |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| Frech HE et al., 200053 |
Research |
Hospital |
378 Hospitals |
Secondary data |
Longitudinal |
1983-1984-1990-1991 |
Number of physicians(p), Operating cost(f), Total assets(p) Physical Financial |
Physician visit, Hosp discharge, Training Health services |
X |
X |
|
|
|
SFA, Other regression-based approach |
No /Yes/No |
| Harris J et al., 200054 |
Research |
Hospital |
20 Hospitals |
Secondary data |
Cross-sectional |
1991-1993 |
Number of other personnel(p), Beds (counts)(p), Other counts(p), Operating cost(f) Physical Financial |
Physician visit, Hosp discharge Health services |
|
|
|
X |
|
DEA |
No /Yes/No |
| 100 Top Hospitals, 200155 |
Descriptive |
Hospital |
887,172 Patients, 707 Hospitals |
Secondary data |
Cross-sectional |
1998 |
Hosp days Physical |
Hosp discharge Health services |
X |
|
X |
X |
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Total costs Financial |
Hosp discharge Health services |
X |
|
X |
X |
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
ICU-related ancillary cost Financial |
ICU days Health services |
X |
|
X |
X |
|
Ratios |
No /No /No |
| Brown HS, 200156 |
Research |
Hospital |
613 Hospitals |
Secondary data |
Longitudinal |
1992-1996 |
Other capital costs(f), Beds (counts)(p) personnel(p), Number of other Physical Financial |
Hosp discharge Health services |
X |
X |
X |
X |
|
SFA |
No /Yes/No |
| Folland ST et al., 200157 |
Research, Develop methodology |
Hospital |
2,007 Hospitals |
Secondary data |
Cross-sectional |
1985 |
Other capital costs(f), Total costs(f), Wage rate/wages(p) Physical Financial |
Physician visit, Hosp days Health services |
X |
X |
|
|
|
SFA |
Yes/Yes/No |
| Li T et al., 200158 |
Research |
Hospital |
90 Hospitals |
Secondary data |
Longitudinal |
1988-1993 |
Other capital costs(f), Total costs(f), Wage rate/wages(p) Physical Financial |
Physician visit, Hosp days Health services |
X |
|
|
X |
|
SFA |
No /Yes/No |
| Rosko MD, 200159 |
Research |
Hospital |
1,966 Hospitals |
Secondary data |
Cross-sectional |
1997 |
Other capital costs(f), Total costs(f), Wage rate/wages(p) Physical Financial |
Physician visit, Hosp discharge Health services |
X |
X |
|
X |
|
SFA |
No /Yes/No |
| Brown HS, 200360 |
Research |
Hospital |
613 Hospitals |
Secondary data |
Longitudinal |
1992-1996 |
Number of other personnel(p), Other capital costs(f), Beds (counts)(p) Physical Financial |
Hosp discharge Health services |
X |
|
|
X |
|
SFA |
No /Yes/No |
| 100 Top Hospitals, 200361 |
Descriptive |
Hospital |
NR |
Not specified |
Longitudinal |
Yrs N/R |
Other labor costs, Total costs Financial |
Hosp discharge Health services |
|
|
X |
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Beds (counts) Physical |
Hosp discharge Health services |
|
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Number of other personnel Physical |
Hosp discharge Health services |
|
|
|
X |
|
Ratios |
No /No /No |
| Chu HL et al., 200462 |
Research |
Hospital |
246 Hospitals |
Secondary data |
Longitudinal |
1997-1999 |
Number of other personnel(p), Nurse time(p), Other time(p), Equipment capital costs(f), Other capital costs(f), Supplies (counts)(p) Physical Financial |
Inpatient procedure, Physician visit, Hosp discharge, Hosp days Health services |
X |
X |
|
X |
|
DEA |
No /No /No |
| Jordan SD, 199463 |
Descriptive |
Hospital |
160 Patients, 2 Hospitals |
Primary data |
Cross-sectional |
Yrs N/R |
Nurse labor costs, Other labor costs Financial |
Charges Health services |
|
|
|
|
|
Ratios |
No /No /No |
| Young ST, 199264 |
Research |
Hospital |
22 Hospitals |
Not specified |
Cross-sectional |
Yrs N/R |
Other time Physical |
Fill rate, Inventory turns, Purchase price index Other |
|
|
|
|
|
Ratios, DEA |
No /No /No |
| Bellin E et al., 200465 |
Descriptive, Develop methodology |
Hospital department |
1,733 Patients |
Primary data |
Longitudinal |
2001-2002 |
Hosp days Physical |
Hosp discharge Health services |
|
|
X |
|
|
Other regression-based approach |
No /Yes/No |
| Mathiasen RA et al., 200166 |
Descriptive |
Hospital department |
57 Patients |
Primary data, Secondary data |
Longitudinal |
1997-1998 |
Hosp days Physical |
Hosp discharge Health services |
|
|
X |
X |
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Total costs Financial |
Hosp discharge Health services |
|
|
X |
X |
|
Ratios |
No /No /No |
| Kyriacou DN et al., 199967 |
Descriptive |
Hospital department |
826 Patients |
Primary data |
Longitudinal |
1993-1998 |
Hosp days Physical |
Emergency visit Health services |
|
|
|
|
|
Ratios |
No /No /No |
| Finkler MD et al., 199368 |
Research |
Hospital department |
9 Hospital depts |
Primary data |
Cross-sectional |
Yrs N/R |
Physician time, Nurse time Physical |
Inpatient procedure Health services |
|
|
|
X |
|
DEA |
No /Yes/No |
| Wilson GW et al., 198269 |
Research |
Hospital department |
922 Hospital depts |
Secondary data |
Cross-sectional |
Yrs N/R |
Number of technical staff(p), Equipment capital costs(f) Physical Financial |
Procedure Health services |
X |
X |
|
|
|
DEA, Other regression-based approach |
No /Yes/No |
| Seltzer SE et al., 199870 |
Descriptive |
Hospital department |
2 Hospital depts |
Primary data |
Longitudinal |
1992-1996 |
Total costs Financial |
Inpatient procedure Health services |
|
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Total costs Financial |
Relative value unit Health services |
|
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Number of other personnel Physical |
Inpatient procedure Health services |
|
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Number of other personnel Physical |
Relative value unit Health services |
|
|
|
|
|
Ratios |
No /No /No |
| Sternick E, 199071 |
Descriptive |
Hospital department |
NR |
Not specified |
Cross-sectional |
Yrs NR |
Other labor costs, Other capital costs, Total costs Financial |
Charges Health services |
|
|
|
|
|
Ratios |
No /No /No |
| Ozgen H et al., 200472 |
Research |
Hospital department, Dialysis centers |
140 Dialysis centers |
Secondary data |
Longitudinal |
1994-2000 |
Number of physicians(p), Number of nurses(p), Number of technical staff(p), Number of other personnel(p), Equipment capital costs(f), Drug capital costs(f), Supply capital costs(f), Other capital costs(f), Equipment (counts)(p) Physical Financial |
Outpatient procedure(s), Training(other), Home dialysis treatments(s) Health services Other |
|
|
|
|
|
Malmquist or other index numbers, DEA |
No /No /No |
| Starfield B et al., 199473 |
Descriptive |
Hospital department, Primary health center |
135 Primary health centers |
Secondary data |
Cross-sectional |
1998 |
Total costs Financial |
Week, month, or year of care provided Health services |
|
|
|
X |
|
Ratios |
No /No /No |
| Wang BB et al., 199974 |
Research |
Hospital, Geographic region |
6,010 Hospitals, 314 Geographic regions |
Secondary data |
Longitudinal |
1989-1993 |
Number of other personnel(p), Beds (counts)(p), Total costs(f) Physical Financial |
Physician visit, Hosp discharge Health services |
X |
X |
|
X |
|
DEA |
No /No /No |
| Goodman DC et al., 200675 |
Descriptive |
Hospital, Geographic region |
306 Geographic regions, 97 Hospitals |
Secondary data |
Longitudinal |
1999-2001 |
Number of physicians Physical |
Covered lives Health services |
|
|
|
|
|
Ratios |
No /No /No |
| Dewar DM et al., 200076 |
Research |
Hospital, Health plan |
39,697 Patients |
Secondary data |
Longitudinal |
1992-1996 |
Total costs Financial |
Health outcome Health outcomes |
|
|
X |
X |
|
Ratios |
No /No /No |
| Conrad D et al., 199677 |
Research |
Hospital, Health plan |
44,397 Patients, 37 Hospitals |
Secondary data |
Longitudinal |
1991-1992 |
Total costs Financial |
Hosp discharge Health services |
X |
X |
X |
X |
|
Other regression-based approach |
No /No /No |
| Broyles RW, 199078 |
Research |
Hospital, Hospital department |
81 Hospitals |
Secondary data |
Longitudinal |
1979-1982 |
Direct costs Financial |
Hosp discharge Health services |
X X |
|
|
X |
|
Other regression-based approach |
No /No /No |
|
|
|
|
|
|
|
Direct costs Financial |
Hosp days Health services |
X |
X |
|
X |
|
Other regression-based approach |
No /No /No |
|
|
|
|
|
|
|
Service volume Physical |
Hosp discharge Health services |
X |
X |
|
X |
|
Other regression-based approach |
No /No /No |
|
|
|
|
|
|
|
Service volume Physical |
Hosp days Health services |
X |
X |
|
X |
|
Other regression-based approach |
No /No /No |
| DeLia D et al., 200279 |
Research |
Hospital, Primary health center |
155 Hospitals |
Secondary data |
Longitudinal |
1997-1999 |
Number of physicians, Number of nurses, Number of other personnel, Other counts Physical |
Physician visit Health services |
|
|
|
|
|
Other regression-based approach |
No /Yes/No |
| Burgess,James FJr et al., 199380 |
Research |
Hospital, Veterans Affairs |
89 Hospitals |
Secondary data |
Longitudinal |
1985-1987 |
Number of nurses, Number of other personnel, Physician time, Beds (counts) Physical |
Outpatient procedure, Inpatient procedure, Physician visit, Hosp discharge, Hosp days Health services |
|
|
|
|
|
DEA |
No /No /No |
| Hao S et al., 199481 |
Research |
Hospital, Veterans Affairs |
93 Hospitals |
Not specified |
Cross-sectional |
1988 |
Number of physicians, Number of nurses, Beds (counts) Physical |
Inpatient procedure, Physician visit, Hosp discharge, Emergency visit Health services |
X |
|
|
|
|
DEA |
No /No /No |
|
|
|
|
|
|
|
Beds (counts) Physical |
Hosp discharge Health services |
X |
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Beds (counts) Physical |
Inpatient procedure Health services |
X |
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Beds (counts) Physical |
Physician visit Health services |
X |
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Number of nurses Physical |
Hosp discharge Health services |
X |
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Number of nurses Physical |
Inpatient procedure Health services |
X |
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Number of nurses Physical |
Physician visit Health services |
X |
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Number of physicians Physical |
Hosp discharge Health services |
X |
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Number of physicians Physical |
Inpatient procedure Health services |
X |
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Number of physicians Physical |
Physician visit Health services |
X |
|
|
|
|
Ratios |
No /No /No |
| Burgess JF et al., 199582 |
Research |
Hospital, Veterans Affairs |
1,545 Hospitals |
Primary data, Secondary data |
Longitudinal |
1984-1988 |
Number of nurses, Number of technical staff, Number of other personnel, Beds (counts), Other counts Physical |
Outpatient procedure, Inpatient procedure, Physician visit, Hosp discharge, Hosp days Health services |
X |
|
|
X |
|
Malmquist or other index numbers |
No /No /No |
| Burgess JF et al., 199683 |
Research |
Hospital, Veterans Affairs |
2,246 Hospitals |
Secondary data |
Cross-sectional |
1987-1988 |
Number of nurses, Number of other personnel, Beds (counts) Physical |
Outpatient procedure, Inpatient procedure, Physician visit, Hosp discharge, Hosp days Health services |
|
|
|
X |
|
DEA |
No /No /No |
| Burgess JF et al., 199884 |
Research |
Hospital, Veterans Affairs |
1,545 Hospitals |
Secondary data |
Longitudinal |
1984-1988 |
Number of nurses, Number of other personnel, Beds (counts) Physical |
Outpatient procedure, Inpatient procedure, Physician visit, Hosp discharge, Hosp days Health services |
|
|
|
X |
|
DEA |
No /No /No |
| Bannick RR et al., 199585 |
Research |
Hospital, Veterans Affairs |
284 Hospitals |
Secondary data |
Cross-sectional |
1989 |
Number of physicians(p), Number of nurses(p), Number of other personnel(p), Beds (counts)(p), Other counts(p), Operating cost(f) Physical Financial |
Physician visit, Hosp days Health services |
|
|
|
|
|
DEA |
No /No /No |
| Harrison JP et al., 200586 |
Research |
Hospital, Veterans Affairs |
121 Hospitals |
Secondary data |
Longitudinal |
1998-2001 |
Number of other personnel(p), Beds (counts)(p), Total costs(f) Physical Financial |
Inpatient procedure, Physician visit, Hosp days Health services |
|
|
|
|
|
DEA |
No /No /No |
| Sexton TR et al., 198987 |
Research |
Hospital, Veterans Affairs |
159 Hospitals |
Secondary data |
Cross-sectional |
1985 |
Number of physicians(p), Number of nurses(p), Number of technical staff(p), Equipment capital costs(f), Other capital costs(f) Physical Financial |
Relative value unit Health services |
X |
|
|
|
|
DEA |
No /No /No |
| Eastaugh SR, 200288 |
Research |
Nurse, Hospital |
37 Hospitals |
Primary data |
Longitudinal |
1997-2000 |
Other capital costs(f) Other time(p), Nurse time(p), Physical Financial |
Relative value unit Health services |
|
|
|
|
|
SFA |
No /No /No |
| Weingarten SR et al., 200289 |
Research |
Physician, Hospital |
301 Physicians |
Primary data |
Cross-sectional |
1997 |
Hosp days Physical |
Hosp discharge Health services |
|
|
|
X |
|
Ratios |
No /No /No |
| Auerbach AD et al., 200290 |
Research |
Physician, Hospital |
5,308 Patients |
Secondary data |
Longitudinal |
1997-1999 |
Hosp days Physical |
Hosp discharge Health services |
|
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Total costs Financial |
Hosp discharge Health services |
|
|
|
|
|
Ratios |
No /No /No |
| Ghosh D et al., 200391 |
Research, Develop methodology |
Physician, Hospital department |
1 Hospital depts |
Primary data |
Cross-sectional |
1997 |
Total costs Financial |
Physician visit Health services |
|
|
|
|
|
Ratios |
No /No /No |
|
|
|
|
|
|
|
Total charges Financial |
Physician visit Health services |
|
|
|
|
|
Ratios |
No /No /No |
| Brenn BR et al., 200392 |
Descriptive |
Physician, Hospital department |
2,226 Patients |
Primary data |
Longitudinal |
2000 |
Physician time Physical |
Inpatient procedure Health services |
|
|
|
|
|
Ratios |
No /No /No |
| Ozcan YA et al., 199693 |
Research |
Psychiatric hospital |
85 Psychiatric hospitals |
Secondary data |
Cross-sectional |
1990 |
Number of other personnel(p), Supply capital costs(f), Beds (counts)(p) Physical Financial |
Physician visit, Hosp discharge Health services |
X |
X |
|
X |
|
DEA |
No /No /No |