Overview of
Data Sources
Population
Census data and county estimates from
the U.S. Census Bureau were used to
calculate the size of the population
at the county-level for each of the
Border States. Population figures used
for calculating the health provider-to-population
ratios in this report are based on updated
data from the U.S. Census Bureau, Population
Division, Population Estimates Program
(Release Date: August 11, 2005).
Prevalence Data
Data for 2002 from the Behavioral Risk
Factor Surveillance System (BRFSS) were
used to estimate the proportion of the
population: without health coverage;
ever diagnosed with diabetes; who are
overweight or obese; who have had a
dental visit within the past year; and,
who currently have asthma. In
addition, the proportions of females
who had a pap smear or mammogram were
also estimated.
The BRFSS is a survey that collects
information about adults (18 and older
and living in households); persons younger
than 18 are not represented by the survey
results provided in this report.
While the sample allows estimates to
be produced for areas, such as the Border
regions in each of the Border States,
most counties do not have large enough
samples to produce reliable estimates
for individual counties.
State Licensure
Data
Agencies in each State that handle
data for licensed health professionals
were contacted to obtain data for the
current report. Among these were State
boards for physicians, dentists, registered
nurses, physician assistants, psychologists,
and social workers. Psychiatrists and
three categories of specialty nurses
were identified when specialty information
or another designator was included in
the data sets.
Delays in obtaining data resulted in
inconsistencies in the reporting date
of the data as most licensing boards
process and compile data requests on
an as needed basis and this Study may
have had a lower priority rating at
one board than at others. Reporting
dates were included in the respective
tables in the report.
The health professions data used in
this report, in most cases, were purchased
from the respective Board in each State.
Licensure Boards most often receive
requests for mailing lists. Consequently,
for some boards, a mailing list was
purchased only when no other data were
available for analysis. Some boards
were able to include additional variables
to mailing lists.
State Health Data
Vital statistics, hospital discharge,
and incidence data for selected diseases
were also requested from State health
departments to present the health status
of the regions as well as State totals.
Healthy Border 2010 Objectives guided
the selection of health indicators used
in this report.
Description
of Geocoding Process
State Licensure
Data
Data received from State licensure
boards or State organizations were “geocoded”
using Geographic Information Systems
(GIS) software in an effort to determine
the location of the health professional.
This permitted assignment of health
professionals to a county based on the
county federal information processing
standards (FIPS) code assigned by the
GIS software. The following process
describes the method by which an address
was “geocoded.” The address used was
determined by staff (in consultation
with the suppliers of the data when
possible) to best represent the practice
location of the health professional.
Using batch processing, on the first
pass, addresses were matched only on
the exact street name, house number
and zip code. On the second pass,[109]
addresses were matched by “relaxing”
the zip code; this allowed a match for
address in a different zip code. On
the third pass, street name and house
number for the address were relaxed
to allow matches for parameters similar
to address components (such as misspellings
to be matched to the address). On the
final geocoding pass (usually by this
stage only a small percentage of records
were not matched), records were matched
by zip code only. Once these passes
were complete, remaining unmatched records
were viewed through interactive mode
in GIS to determine if a match could
be made by searching for visible errors
in the address field. Once geocoding
was completed, data were moved into
Statistical Package for the Social Sciences
(SPSS) software. The remaining unmatched
records were assigned a county in SPSS
based on the city name. For example,
since PO Box addresses could not be
geocoded, they were assigned a county
FIPS code based on the name of the city.
State Health Data
Health related information such as
vital statistics, hospital discharge,
and incidence data, were usually assigned
a county code by the State agency/office
responsible for the data. Data reported
here reflect place of residence of each
case, not the place of occurrence.
Data from
Licensing Boards in California
Data licensing boards did not have
the demographic and specialty data needed
for analysis. Licensing boards were
not allowed to collect demographic data;
the collection of specialty data for
physicians had begun, but this information
would not be available in time for the
Border Profiles Reports.
Proportion of
Missing Data for Physicians, Dentists,
and Registered Nurses in California
Variable |
Physicians |
Dentists |
Registered
Nurses |
Race/Ethnicity |
NA |
NA |
NA |
Age |
NA |
NA |
NA |
Gender |
NA |
NA |
NA |
Patient
Care |
NA |
NA |
NA |
Specialty |
NA |
NA |
A |
Hours/Week
or Part-/Full-Time |
NA |
NA |
NA |
NA= Not available
A= Available
The “Masterfile” from the California
Department of Consumer Affairs (DCA)
was purchased because it included comparable
information within the State of California
for every profession in this Report.
All data runs in this report for health
professionals were compiled from data
received from the DCA and reflects a
date of July 1, 2004. Problems with
the data set include:
- Practice address not available,
only address
- Specialty information not available
for physicians and dentists; the lack
of specialty data for physicians impeded
the ability to calculate current psychiatrist
to population ratios for the State
of California, as well as ratios for
primary care physicians
- For physicians, field not available
to indicate direct patient care
- For dentists, field not available
to indicate private practice
- For all professions, information
was not available on the following
items: race/ethnicity; Age or date
of birth; Gender; Hours worked per
week of part-/full-time employment
status; Field to identify health professional
as providing patient care
The inability to obtain codes to determine
which health professionals provide direct
services to the population using data
from the DCA hindered analysis. Thus,
this Report includes all professionals
with an active license and does not
reflect the number of health professionals
providing direct patient care in their
respective health fields.
An additional problem with health professions
data for California was the availability
of only one address which was geocoded
to determine the location of the health
professional’s reported place of practice.
The problem with this assumption was
the inability to determine whether the
address in the data set reflected the
health professional’s home or business/practice
address.
Data from
Health Offices in California
Vital Statistics
Vital statistics data for 2002 were
received from the Office of Health Information
and Research, California Department
of Health Services.[110]
Hospital Discharges
Hospital discharge data for 2002 were
received from the Office of Statewide
Health Planning and Development, California
Health and Human Services Agency.
Incidence Data
Breast and Cervical Cancer
Data for breast and cervical cancer
cases diagnosed in 2001 were received
from the California Cancer Registry,
California Department of Health Services.
HIV/AIDS
Data for HIV/AIDS cases diagnosed in
2002 were received from the Office of
AIDS, California Department of Health
Services.[111]
Hepatitis A and B
Number of hepatitis A and B cases diagnosed
in 2002 and 2003 were received from
the Infectious Diseases Branch, Division
of Communicable Disease Control, California
Department of Health Services.
Tuberculosis
Number of tuberculosis (TB) cases diagnosed
in 2002 were provided by the Tuberculosis
Control Branch, Division of Communicable
Disease Control, California Department
of Health Services.
Immunizations
Information about childhood immunization
status for 2003 was obtained from the
Centers for Disease Control and Prevention,
National Immunization Program (NIP).
The National Immunization Survey (NIS)
provides immunization status for States,
but not counties. Results were also
not available for all race/ethnic groups.
For California, State level results
were available for Non-Hispanic Whites
and Hispanics/Latinos(as) only.