Table 2.
First-Stage Regression of QI Implementation Scope on Controls and Instruments
Hospital Unit Involvement in QI | Percentage of FTEs on QI Teams | Percentage of Managers on QI Teams | Percentage of Physicians on QI Teams | |||||
---|---|---|---|---|---|---|---|---|
β | SE | β | SE | β | SE | β | SE | |
Intercept | 2.059 | 0.166*** | 0.162 | 0.049** | 0.428 | 0.076*** | 0.269 | 0.058*** |
Market concentration | 0.115 | 0.067M | 0.031 | 0.020 | 0.023 | 0.031 | 0.071 | 0.024** |
Number of hospital competitors | −0.004 | 0.004 | 0.001 | 0.001 | −0.002 | 0.002 | 0.001 | 0.001 |
Hospital competition intensity | 0.003 | 0.013 | 0.000 | 0.004 | −0.001 | 0.006 | −0.010 | 0.004* |
Managed care penetration | −0.246 | 0.101* | −0.005 | 0.030 | −0.018 | 0.047 | −0.096 | 0.036** |
Pct patients in managed care | 0.047 | 0.058 | 0.001 | 0.017 | 0.004 | 0.027 | −0.005 | 0.021 |
Teaching hospital status | 0.107 | 0.054* | 0.004 | 0.016 | −0.025 | 0.025 | −0.002 | 0.019 |
System/network affiliated | −0.026 | 0.041 | −0.006 | 0.012 | 0.033 | 0.019M | 0.020 | 0.014 |
No hospital board | 0.486 | 0.218* | 0.051 | 0.065 | 0.091 | 0.100 | 0.119 | 0.077 |
HMO ownership | 0.008 | 0.047 | −0.007 | 0.014 | −0.003 | 0.022 | −0.013 | 0.017 |
PPO ownership | −0.099 | 0.044* | 0.001 | 0.013 | 0.000 | 0.020 | 0.024 | 0.015 |
Indemnity ownership | −0.021 | 0.059 | −0.031 | 0.018M | −0.011 | 0.027 | −0.024 | 0.021 |
Number of physician arrangements | −0.008 | 0.016 | −0.001 | 0.005 | −0.001 | 0.007 | −0.007 | 0.006 |
RNs per inpatient day | −0.005 | 0.007 | 0.001 | 0.002 | 0.004 | 0.003 | −0.002 | 0.002 |
Number of inpatient surgeries | −0.012 | 0.007M | 0.000 | 0.002 | −0.002 | 0.003 | 0.001 | 0.002 |
Public, nonfederal ownership | −0.028 | 0.044 | 0.001 | 0.013 | 0.039 | 0.020* | 0.010 | 0.015 |
For-profit ownership | −0.220 | 0.064*** | −0.022 | 0.019 | 0.014 | 0.030 | −0.038 | 0.023M |
Hospital profitability | 0.001 | 0.001 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 |
Outpatient/inpatient ratio | 0.106 | 0.087 | 0.025 | 0.026 | −0.064 | 0.040 | 0.039 | 0.030 |
Outpatient visits per bed | 0.023 | 0.036 | −0.020 | 0.011M | 0.002 | 0.017 | −0.033 | 0.013* |
Perceived influence of FAACT | 0.037 | 0.034 | −0.010 | 0.010 | −0.006 | 0.016 | 0.024 | 0.012M |
Perceived influence of JCAHO | −0.016 | 0.015 | −0.011 | 0.004* | −0.001 | 0.007 | −0.015 | 0.005** |
Perceived influence of NCQA | 0.074 | 0.018*** | 0.008 | 0.005 | 0.006 | 0.008 | 0.002 | 0.006 |
Years of QI | 0.007 | 0.008 | 0.008 | 0.002*** | 0.007 | 0.003* | 0.005 | 0.003M |
CEO participation in QI | 0.025 | 0.015 | 0.011 | 0.005* | 0.045 | 0.007*** | 0.020 | 0.005*** |
Board monitoring of QI | 0.046 | 0.007*** | 0.007 | 0.002** | 0.007 | 0.003* | 0.001 | 0.003 |
Board activity in QI | 0.021 | 0.011M | −0.004 | 0.003 | 0.008 | 0.005 | 0.001 | 0.004 |
Perceived barriers to QI | −0.090 | 0.019*** | −0.025 | 0.006*** | −0.005 | 0.009 | −0.028 | 0.007*** |
Clinical IS capabilities | 0.070 | 0.021** | 0.015 | 0.006* | 0.004 | 0.010 | −0.004 | 0.007 |
Clinical integration | 0.152 | 0.038*** | 0.009 | 0.011 | 0.036 | 0.017* | −0.005 | 0.013 |
Total expenses on QI | 0.000 | 0.000M | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
Integrated database | 0.083 | 0.043M | −0.035 | 0.013** | 0.023 | 0.020 | 0.005 | 0.015 |
Hospital size | 6.4E-4 | 2.4E-4** | −2.8E-4 | 7.2E-5*** | −9.6E-5 | 1.1E-4 | −4.1E-4 | 8.5E-5*** |
Hospital size squared | −4.0E-7 | 2.8E-7 | 1.4E-7 | 8.4E-8M | −1.6E-7 | 1.3E-7 | 4.1E-7 | 1.0E-7*** |
N | 1,726 | 1,726 | 1,726 | 1,733 | ||||
Adjusted R2 | 0.16 | 0.08 | 0.06 | 0.12 |
p<.10
p<.05
p<.01
p<.001.
QI, Quality Improvement; HMO, health maintenance organization; PPO, preferred provider organization; FAACT, Foundation for Accountability; JCAHO, Joint Commission on the Accreditation of Healthcare Organizations; NCQA, National Committee of Quality Assurance; SE, standard error.