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Appendix G:

Characteristics of Health Care Efficiency Measures Published in Peer-Reviewed Literature [1982-2006]

Contents
United States Only - Unit of Observation: Hospital
    Unit of Observation: Hospital (Continued)
United States Only - Unit of Observation: Physician
United States Only - Unit of Observation: Health Plans
United States Only - Unit of Observation: Nurses

United States Only - Unit of Observation: Other

United States Only - Unit of Observation: Hospital N=93

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?
Kessler DP et al., 20021 Research Hospital 1,661,674 Patients Secondary data Longitudinal 1985-1996 Total costs
Financial
Episode of care
Health services
X X X X   Other regression-based approach No /Yes/No
            Episode of care
Physical
Health outcome
Health outcomes
X X X X   Other regression-based approach No /Yes/No
Carey K, 20032 Research Hospital 1,209 Hospitals Secondary data Cross-sectional 1998 Other labor costs(f), Beds (counts)(p), Total costs(f)
Physical
Financial
Hosp discharge(s), Health outcome(o), Hosp days(s)
Health services
Health outcomes
X X   X   SFA No /No /No
Nunamaker TR, 19833 Research Hospital 17 Hospitals Secondary data Longitudinal 1978-1979 Total costs
Financial
Hosp days
Health services
          Ratios, DEA No /Yes/No
Maindiratta A, 19904 Research Hospital 55 Hospitals Not specified Cross-sectional Yrs N/R Nurse labor costs, Administrative staff labor costs, Ancillary cost
Financial
Hosp days
Health services
          DEA No /No /No
Alexander JA et al., 19945 Research Hospital 333 Hospitals Secondary data Cross-sectional 1981 Other labor costs
Financial
Hosp days
Health services
X X       Ratios No /Yes/No
            Operating cost
Financial
Hosp days
Health services
X X       Ratios No /Yes/No
Chirikos TN et al., 19946 Research Hospital 189 Hospitals Secondary data Cross-sectional 1989 Other labor costs, Operating cost
Financial
Hosp days
Health services
X X   X   DEA No /No /No
Bradford WD et al., 19967 Research Hospital 379 Hospitals Secondary data Cross-sectional 1986 Other labor costs, Other capital costs
Financial
Hosp days
Health services
X X       Other regression-based approach No /No /No
Rosko MD et al., 19998 Research Hospital 195 Hospitals Secondary data Cross-sectional 1989 Other labor costs, Other capital costs, Total costs
Financial
Physician visit, Hosp discharge
Health services
X X   X   SFA No /Yes/No
Morey RC et al., 20009 Descriptive Hospital 27 Hospitals Secondary data Cross-sectional 1987-1988 Total costs
Financial
Hosp discharge
Health services
X X   X   DEA No /No /No
Chirikos TN et al., 200010 Research Hospital 186 Hospitals Secondary data Longitudinal 1982-1993 Administrative staff labor costs, Other labor costs, Equipment capital costs, Other capital costs, Other costs
Financial
Outpatient procedure, Hosp discharge, Hosp days
Health services
X     X   DEA, SFA No /Yes/No
Rosko MD, 200111 Research Hospital 1,631 Hospitals Secondary data Longitudinal 1990-1996 Other labor costs, Other capital costs, Total expenses minus physician expenses
Financial
Physician visit, Hosp discharge
Health services
X X   X   SFA No /Yes/No
Cleverley WO, 200212 Descriptive, Develop methodology Hospital 1 Hospital Not specified N/A Yrs N/A Total costs
Financial
Hosp discharge
Health services
  X   X   Ratios No /No /No
            Total costs
Financial
Outpatient procedure
Health services
      X   Ratios No /No /No
            Total costs
Financial
Outpatient procedure, Hosp discharge
Health services
  X   X   Ratios No /No /No
O'Neal PV et al., 200213 Research Hospital 69 Hospitals, 7,961 Patients Secondary data Cross-sectional 1997 Drug capital costs, Other capital costs Financial Hosp days
Health services
          DEA No /No /No
            Drug capital costs, Other capital costs
Financial
Hosp discharge
Health services
          DEA No /No /No
Sari N, 200314 Research Hospital 125 Hospitals Secondary data Longitudinal 1990-1992-1994-1997 Other labor costs, Total costs
Financial
Physician visit, Hosp discharge
Health services
X X X X   SFA, Other regression-based approach No /Yes/No
Rosko MD, 200415 Research Hospital 616 Hospitals Secondary data Longitudinal 1990-1999 Total costs
Financial
Physician visit, Hosp discharge
Health services
X X   X   SFA No /Yes/No
Rosko MD et al., 200516 Research Hospital 1,368 Hospitals Secondary data Cross-sectional 1998 Other labor costs, Other capital costs, Total costs
Financial
Outpatient procedure, Physician visit, Hosp discharge, Emergency visit
Health services
X X   X   SFA No /Yes/No
Grosskopf S et al., 198717 Research Hospital 82 Hospitals Secondary data Cross-sectional 1982 Number of physicians, Number of other personnel, Total assets, Discharges
Physical
Outpatient procedure, Inpatient procedure, Physician visit, Emergency visit, Hosp days
Health services
          DEA No /Yes/No
Byrnes P et al., 198918 Research Hospital 123 Hospitals Secondary data Cross-sectional 1983 Number of physicians, Nurse time, Administrative staff time, Technical staff time, Beds (counts)
Physical
Hosp discharge
Health services
          DEA No /No /No
Ashby JL et al., 199219 Descriptive, Develop methodology Hospital NR Secondary data Longitudinal 1980-1989 Number of other personnel
Physical
Hosp discharge
Health services
X     X   Ratios No /No /No
            Number of other personnel
Physical
Inpatient procedure
Health services
X     X   Ratios No /No /No
Valdmanis V, 199220 Research Hospital 41 Hospitals Secondary data Cross-sectional 1982 Number of physicians, Number of nurses, Number of other personnel, Discharges, Total assets
Physical
Hosp days
Health services
X         DEA No /No /No
            Number of physicians, Number of nurses, Number of other personnel, Beds (counts), Discharges
Physical
Hosp days
Health services
X         DEA No /No /No
            Number of physicians, Number of nurses, Number of other personnel, Beds (counts)
Physical
Hosp days
Health services
X         DEA No /No /No
            Number of physicians, Number of nurses, Number of other personnel, Total assets, Discharges
Physical
Inpatient procedure, Physician visit, Emergency visit, Hosp days
Health services
X         DEA No /No /No
            Number of physicians, Number of other personnel, Discharges, Total assets
Physical
Inpatient procedure, Hosp days, ICU days
Health services
X         DEA No /No /No
            Number of physicians, Number of other personnel, Discharges, Total assets
Physical
Inpatient procedure, Hosp days, ICU days
Health services
X         DEA No /No /No
            Number of nurses, Number of other personnel, Discharges, Total assets
Physical
Inpatient procedure, Hosp days, ICU days
Health services
X         DEA No /No /No
            Number of other personnel, Nurse time, Discharges, Total assets
Physical
Inpatient procedure, Hosp days, ICU days
Health services
X         DEA No /No /No
            Number of other personnel, Discharges, Total assets
Physical
Inpatient procedure(s), Hosp days(s), ICU days(s), House staff(other)
Health services
Other
X         DEA No /No /No
            Number of other personnel, Discharges, Total assets
Physical
Inpatient procedure(s), Hosp days(s), ICU days(s), House staff(other)
Health services
Other
X         DEA No /No /No
Grosskopf S et al., 199321 Research Hospital 108 Hospitals Secondary data Cross-sectional 1982 Number of physicians, Number of other personnel, Total assets
Physical
Outpatient procedure, Inpatient procedure, Physician visit, Emergency visit, Hosp days
Health services
      X   DEA No /Yes/No
Ferrier GD et al., 199622 Research Hospital 360 Hospitals Secondary data Cross-sectional 1989 Number of other personnel, Beds (counts), Wage rate/wages, Total assets
Physical
Inpatient procedure, Physician visit, Hosp discharge, Hosp days
Health services
X X   X   DEA No /Yes/No
Phillips JF, 199923 Descriptive Hospital 39 Hospitals Secondary data Cross-sectional 1992-1996 Beds (counts)
Physical
Hosp days
Health services
          Ratios No /No /No
            Hosp days
Physical
Hosp discharge
Health services
          Ratios No /No /No
Grosskopf S et al., 200124 Research Hospital 792 Hospitals Secondary data Cross-sectional 1994 Number of physicians, Number of nurses, Number of other personnel, Beds (counts)
Physical
Outpatient procedure, Inpatient procedure, Physician visit, Hosp discharge, Emergency visit
Health services
X         DEA No /Yes/No
Mobley LR et al., 200225 Research Hospital 348 Hospitals Secondary data Cross-sectional 1998 Number of physicians, Number of nurses, Number of administrative staff, Number of technical staff, Beds (counts)
Physical
Physician visit, Hosp discharge, Hosp days, Ancillary care
Health services
X X   X   DEA No /Yes/No
Saint S et al., 200326 Descriptive Hospital 1 Hospital Primary data Cross-sectional 1993-1996 Hosp days
Physical
Hosp discharge
Health services
      X   Ratios No /No /No
            RVU
Physical
Hosp discharge
Health services
      X   Ratios No /No /No
Sherman HD, 198427 Research Hospital 7 Hospitals Primary data Cross-sectional 1976 Number of other personnel(p), Supply capital costs(f), Beds (counts)(p) Physical Financial Hosp days(s), Training(other)
Health services
Other
    X     DEA No /Yes/Yes
            Total costs
Financial
Hosp days
Health services
          Ratios No /No /Yes
Banker RD et al., 198628 Research Hospital 114 Hospitals Secondary data Cross-sectional 1978 Nurse labor costs(f), Administrative staff labor costs(f), Beds (counts)(p), Ancillary cost(f) Physical
Financial
Hosp days
Health services
    X     DEA, Other regression-based approach No /Yes/No
Bitran GR et al., 198729 Research Hospital 160 Hospitals Primary data Cross-sectional 1983 Number of other personnel(p), Physician labor costs(f), Other costs(f)
Physical
Financial
Hosp discharge
Health services
          DEA, Other regression-based approach No /Yes/No
Borden JP, 198830 Research Hospital 52 Hospitals Secondary data Longitudinal 1979-1984 Number of nurses(p), Number of other personnel(p), Other capital costs(f), Beds (counts)(p)
Physical
Financial
Hosp discharge
Health services
      X   DEA No /No /No
            Total costs
Financial
Hosp discharge
Health services
          Ratios No /No /No
            Total costs
Financial
Hosp discharge
Health services
      X   Other regression-based approach No /No /No
Valdmanis VG, 199031 Research Hospital 41 Hospitals Secondary data Cross-sectional 1982 Number of physicians(p), Number of other personnel(p), Other capital costs(f)
Physical
Financial
Inpatient procedure, Physician visit, Emergency visit, Hosp days, ICU days
Health services
X         DEA No /Yes/No
Sear AM, 199132 Descriptive Hospital 142 Hospitals Secondary data Longitudinal 1982-1988 Number of other personnel
Physical
Beds
Other
X         Ratios No /No /No
            Number of other personnel
Physical
Hosp days
Health services
X         Ratios No /No /No
            Other labor costs
Financial
Hosp days
Health services
X         Ratios No /No /No
DesHarnais S et al., 199133 Research Hospital 245 Hospitals Secondary data Longitudinal 1983-1984 Number of physicians(p), Number of nurses(p), Number of administrative staff(p), Number of technical staff(p), Other capital costs(f), Beds (counts)(p), Other counts(p)
Physical
Financial
Outpatient procedure(s), Physician visit(s), Hosp discharge(s), Emergency visit(s), Sub-acute/long-term patients(s), Trainees (FTEs)(other)
Health services
Other
    X X   DEA No /No /No
Dittman DA et al., 199134 Research Hospital 105 Hospitals Secondary data Cross-sectional 1981 Nurse time(p), Beds (counts)(p), Other costs(f), Hosp days(p)
Physical
Financial
Hosp discharge, Charges
Health services
          DEA No /No /No
            Nurse time(p), Beds (counts)(p), Other costs(f), Number of outpatient surgical centers(p), Wage rate/wages(p)
Physical
Financial
Hosp discharge, Charges
Health services
          DEA No /No /No
            Nurse time(p), Beds (counts)(p), Other costs(f)
Physical
Financial
Hosp discharge, Hosp days
Health services
          DEA No /No /No
Ozcan YA, 199235 Research Hospital 40 Hospitals Secondary data Cross-sectional 1989 Number of nurses(p), Number of administrative staff(p), Number of other personnel(p), Beds (counts)(p), Operating cost(f), Total assets(p)
Physical
Financial
Physician visit(s), Hosp discharge(s), Hosp days(s), Trainees (FTEs)(other)
Health services
Other
      X   DEA No /Yes/No
Bradbury RC et al., 199336 Research Hospital 10 Hospitals Secondary data Longitudinal 1988-1989 Total costs
Financial
Hosp discharge
Health services
    X X   Other regression-based approach No /No /No
            Other costs
Financial
Hosp discharge
Health services
    X X   Other regression-based approach No /No /No
            Hosp days
Financial
Hosp discharge
Health services
    X X   Other regression-based approach No /No /No
McCue MJ et al., 199337 Descriptive Hospital 84 Hospitals Secondary data Cross-sectional 1986-1990 Beds (counts)
Physical
Hosp days
Health services
X         Ratios No /No /No
            Hosp days
Physical
Hosp discharge
Health services
X   X     Ratios No /No /No
            Beds (counts)
Physical
Hosp discharge
Health services
X   X     Ratios No /No /No
            Number of other personnel
Physical
Hosp days
Health services
X   X     Ratios No /No /No
            Total costs
Financial
Hosp days
Health services
X   X     Ratios No /No /No
            Total costs
Financial
Hosp discharge
Health services
X   X     Ratios No /No /No
            Routine expenses
Financial
Hosp days
Health services
X   X     Ratios No /No /No
            Routine expenses
Financial
Hosp discharge
Health services
X   X     Ratios No /No /No
            Other labor costs
Financial
Hosp days
Health services
X   X     Ratios No /No /No
            Other labor costs
Financial
Hosp discharge
Health services
X   X     Ratios No /No /No
Hogan AJ et al., 199338 Research Hospital 300 Hospitals Secondary data Cross-sectional 1983-1984 Number of physicians(p), Number of nurses(p), Number of administrative staff(p), Number of other personnel(p), Supply capital costs(f), Other capital costs(f), Beds (counts)(p), Other counts(p)
Physical
Financial
Outpatient procedure, Physician visit, Hosp discharge, Emergency visit, Hosp days, Training
Health services
X X   X   DEA No /Yes/No
Ozcan YA et al., 199439 Research Hospital 124 Hospitals Secondary data Longitudinal 1988-1990 Hosp days
Physical
Hosp discharge
Health services
          Ratios No /No /No
            Number of physicians(p), Number of nurses(p), Number of other personnel(p), Supply capital costs(f), Beds (counts)(p), Other counts(p)
Physical
Financial
Physician visit, Hosp days
Health services
          DEA No /No /No
            Beds (counts)
Physical
Hosp discharge
Health services
          Ratios No /No /No
            Beds (counts)
Physical
Hosp days
Health services
          Ratios No /No /No
            Number of other personnel
Physical
Physician visit
Health services
          Ratios No /No /No
Byrnes,Patrici a et al., 199440 Research Hospital 123 Hospitals Secondary data Cross-sectional 1983 Number of nurses(p), Number of administrative staff(p), Number of technical staff(p), Number of other personnel(p), Other capital costs(f), Beds (counts)(p)
Physical
Financial
Hosp discharge
Health services
          DEA No /No /No
Zuckerman S et al., 199441 Research Hospital 4,149 Hospitals Secondary data Cross-sectional 1986-1987 Other capital costs(f), Total costs(f), Wage rate/wages(p)
Physical
Financial
Physician visit, Hosp discharge, Hosp days
Health services
X X X X   SFA No /No /No
Vitaliano DF et al., 199642 Research Hospital 219 Hospitals Secondary data Cross-sectional 1991 Nurse labor costs(f), Technical staff labor costs(f), Other counts(p), Total costs(f)
Physical
Financial
Physician visit, Emergency visit, Hosp days
Health services
X     X   SFA No /No /Yes
White KR et al., 199643 Research Hospital 170 Hospitals Secondary data Cross-sectional 1992 Number of other personnel(p), Beds (counts)(p), Service volume(p), Operating cost(f)
Physical
Financial
Physician visit, Hosp discharge
Health services
X     X   DEA No /No /No
Morey RC et al., 199644 Research Hospital 105 Hospitals Secondary data Cross-sectional 1978 Nurse labor costs(f), Administrative staff labor costs(f), Beds (counts)(p), Total costs(f), Total assets(p), Ancillary cost(f)
Physical
Financial
Hosp days
Health services
X         DEA No /No /No
Koop G et al., 199745 Research Hospital 382 Hospitals Secondary data Longitudinal 1987-1991 Other labor costs(f), Other capital costs(f), Beds (counts)(p), Operating cost(f), Total assets(p)
Physical
Financial
Physician visit, Hosp discharge, Hosp days
Health services
X     X   SFA No /Yes/No
Chirikos TN, 199846 Research Hospital 186 Hospitals Secondary data Longitudinal 1982-1993 Other labor costs(f), Equipment capital costs(f), Other capital costs(f), Beds (counts)(p), Total costs(f)
Physical
Financial
Hosp discharge, Hosp days
Health services
X X   X   SFA No /Yes/No
O'Neill L, 199847 Research Hospital 27 Hospitals Secondary data Cross-sectional 1992 Number of other personnel(p), Beds (counts)(p), Other counts(p), Operating cost(f)
Physical
Financial
Physician visit, Hosp discharge, Training
Health services
      X   DEA No /No /No
Chirikos TN, 199848 Research Hospital 186 Hospitals Secondary data Longitudinal 1982-1993 Equipment capital costs(f), Other capital costs(f), Total costs(f), Wage rate/wages(p)
Physical
Financial
Hosp discharge, Hosp days
Health services
X     X   SFA No /No /No
Ozcan YA et al., 199849 Research Hospital 214 Hospitals Secondary data Cross-sectional 1989 Hosp days(p), Total charges(f), Other costs(f)
Physical
Financial
Hosp discharge
Health services
X         DEA No /No /No
Picker Institute, 199950 Descriptive Hospital NR Data source N/A Longitudinal Yrs N/R Total costs
Financial
Hosp discharge
Health services
      X   Ratios No /No /No
            Number of other personnel
Physical
Hosp days
Health services
          Ratios No /No /No

[This table is continued in next section]

*Explanatory variables: PR=Provider characteristics, AC=Area characteristics, PT=Patient characteristics, CM=Case mix adjustment, PM=Payment method

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