Skip to main content
. Author manuscript; available in PMC: 2018 Mar 1.
Published in final edited form as: Health Care Manag Sci. 2015 Sep 15;20(1):94–104. doi: 10.1007/s10729-015-9339-x

Table 4.

The study variables and their operational definitions

Variable Codes Operational Definition
Contextual Factors or County Characteristic Variables
    % population in poverty % of county population that is at 200 % of poverty level
    % African American population % of county population that is African-American
    % Hispanic population % of county population that is Hispanic
    %Native American % of county population that is Native American
    %White % of county population that is White
    Rurality classification 1: urban
2: large rural
3: small rural
4: isolated.
Four categories based on RUCA code: urban, large rural, Small rural, isolated.
Urban: 1.0, 1.1, 2.0, 2.1, 3.0, 4.1, 5.1, 7.1, 8.1, 10.1; Large rural: 4.0, 4.2, 5.0, 5.2, 6.0, 6.1; Small rural: 7.0, 7.2, 7.3, 7.4, 8.0, 8.2, 8.3, 8.4, 9.0, 9.1, 9.2; Isolated: 10.0, 10.2, 10.3, 10.4, 10.5, 10.6. RHC located in urbanized area is a reference variable when rurality levels are treated as dummy variables
    Region 4 states 1. Alabama
2: Florida
3: Georgia
4: Kentucky
5: Mississippi
6: North Carolina
7: South Carolina
8: Tennessee
U.S state. Seven dummy variables for the states are used with Mississippi as a reference variable.
    ACA period effect 0: before 2010 (2007 through 2009)
1: after 2009 (2010 through 2012)
The potential period effect of Affordable Care Act on RHC performance
Organizational factors or Clinic Characteristic Variables
    Years of RHC operation Number of years Medicare certified for the participation in RHC program
    Staff size Number of physician + physician assistant + nurse practitioner FTEs
    Provider-based practice 1 = Provider-based RHC
  0 = Independent RHC
RHC type
Aggregate RHC Characteristics or Ecological Variables
    Size of Medicare beneficiaries served Total Medicare patients served by the RHC
    % Female patients served Number of patients aged 65 & older who are female (expressed as a percentage of total patients)
    Average patient age of a clinic Mean age of RHC patients (years)
    % African-American patients served Number of patients aged 65 & older who are African-American (expressed as a percentage of total patients)
    % Patients with a dually eligible status % of Medicare program beneficiaries with at least 3 dually eligible months within one year with both Medicare and Medicaid
    Utilization of RHCs by Native Americans Average number of RHC visits by Native Americans
    % Patients with multiple chronic conditions Average percentage of patients with multiple chronic conditions