CPS April 1995 Food Security Supplement and Revision: Technical Documentation
Prepared: July 10, 2001
Background
This document provides technical information on two food security
data files:
- The Current Population Survey Food Security Supplement (CPS-FSS)
April 1995 Public-Use Microdata File; and
- The April 1995 Food Security Update
File that matches to the CPS-FSS file.
The CPS-FSS is available from the U.S. Census Bureau
in three formats: ASCII format on CD-ROM (original file,
or in the CPS Archive of supplements released in 1999);
ASCII format via the DataFerrett
system; and SAS transport
format via the DataFerrett system. Subsequent to release
of the CPS-FSS data file in 1997, USDA researchers and
USDA
contractors refined the methods used to calculate household
food security scores and food security status categories.
They also developed methods to adjust these household
summary variables for differences in questionnaire screening
protocols so that prevalence rates can be compared across
years without bias. The April 1995 Food Security Update
File was prepared by Mathematica Policy Research (MPR)
under contract to USDA to (1) update the 1995 data file
to methods and variable naming conventions used in 1996
and subsequent years, and (2) to add the "common screen"
food security variables appropriate for cross-year comparisons.
The Update File is available from the ERS Food
Security
Briefing Room on the Web.
Technical Description
The CD-ROM data file is in ASCII format and consists of 153,418
logical records. The length of each record is 1,079 characters.
Each record represents one person in a surveyed household or one
household that was eligible for the core labor force survey but
that either could not be contacted or refused to participate. Noninterview
households are included in the CD-ROM file with their noninterview
status indicated.
The DataFerrett system files do not include noninterview
households (but do include interviewed households with
supplement data missing). Data files downloaded from
DataFerrett, therefore, exclude noninterview households
and consist
of 138,984 records representing 53,665 households.
A subset of variables on each record contains data about the household
of which the person is a part. These variables have the same value
for all persons in the same interview household.
Note that some data dictionaries provided by the Census Bureau
for this file erroneously show the first variable, HRHHID, as length
12 beginning at column 12. The correct location is length 12 beginning
at column 1.
The data file (Cpsfs95.dat)
is in ASCII format and is also available zipped.
The file consists of 68,099 logical records. The length of each
record is 53 characters. Each record represents one household. Noninterview
households are included, with all food security variables coded
-1 to indicate "not in universe." The Update File matches to the
CPS-FSS Public-Use File by three variables: GESTCEN HRHHID HRSERSUF.
A data dictionary and SAS code
to read the data file are provided.
Contents of the Data File
Throughout the rest of this document, the two files are
described as a single data file, assuming that the two files have
already been merged.
The file includes data in three general categories:
(1) Monthly labor force survey data and recodes, collected by the
Census Bureau for the Bureau of Labor Statistics. These variables
are described briefly in the data dictionary. For concepts and definitions
underlying these data, users should refer to the technical documentation
for the CPS monthly labor force data available from the Bureau of
Labor Statistics. Included are geographic, demographic, income,
and employment data which may be of interest to those analyzing
the food security supplement.
(2) Food Security Supplement data, collected by the Census Bureau
for the United States Department of Agriculture. These data consist
of answers by household respondents to questions about household
food expenditures, use of food assistance programs, and experiences
and behaviors related to food security, food insecurity, and hunger.
All of the Food Security Supplement variables are household-level
data except the supplement person weight, the food security status
person weight, and the identifier for the focus child for individually
referenced children in rotation 8.
(3) Food security and hunger scale and status indicators calculated
from the Food Security Supplement data by the Economic Research
Service of the United States Department of Agriculture. These indicate
the screening status of the household, as well as continuous and
categorical measures of food security status.
Contents of the Food Security Supplement QuestionnaireA facsimile of the Food Security Supplement questionnaire is
available on the ERS website and on the Census
Bureau Website. It is also available in Hamilton et al., Household
Food Security in the United States in 1995: Summary Report of the
Food Security Measurement Project, available from the Food and
Nutrition Service website. (The questionnaire is in appendix A,
which is included only in the printed version of the report, not
in the electronic version available on the FNS site, but is available
here.) Variable names in the data dictionary generally consist
of the prefix HE (household variable, edited) followed by the question
number from the questionnaire. The major sections are as follows:
(1) Food Spending (HES1 - HES8).
(2) Food Program Participation (HES9 - HES9G).
(3) Food Sufficiency, Food Security, and Ways of Avoiding or Ameliorating
Food Deprivation (HES11A - HES58). This section includes, among
other items, the 18 food security and hunger items that are used
to calculate the household food security scale.
Screening of the Food Security Supplement
The Food Security Supplement includes several screens to reduce
respondent burden and to avoid embarrassing respondents by asking
them questions that are inappropriate, given other information they
have provided in the survey. The screener variables use information
from the monthly labor force core data as well as from the Food
Security Supplement. Households with incomes above 185 percent of
the poverty threshold for that household (HRPOOR=2, estimated from
HUFAMINC and HRNUMHOU) were not asked the questions on participation
in food assistance programs. Households with income above 185 percent
of poverty who registered little or no indication of food stress
on HES15, HES16, or HESS11/11A were not asked the questions in the
"Food Sufficiency, Food Security, and the Ways of Avoiding
or Ameliorating Food Deprivation" section.
Looking ahead, changes in the initial screener will be introduced
in the 1996 and 1997 surveys, and in 1998 the questionnaire will
be reorganized and two "internal" screeners added in the
main food security section (the questions that are used to calculate
the household food security scale). These different screening procedures
bias estimated prevalences of food insecurity and hunger differently
in each year. Adjustments must be made for these differences to
compare prevalences of food security and hunger across years. This
topic is discussed below under the heading "Food security scales
and screener variables."
Screeners also were applied based on whether the household included
any children, so that households without children were not asked
questions that refer specifically to children. These screeners,
as calculated at the time of the survey, classified as children
all persons 17 or younger. However, for processing and analyzing
the food security data, persons who are household reference persons
or spouses of household reference persons (PERRP=1, 2, or 3) are
not considered children even if they are 17 or younger. The food
security scale, status, and screener variables reflect this recoding;
however, the individual item responses are not recoded, and the
user will need to recode these if they are to be analyzed or used
to replicate scale scores.
Food Security Scales and Screener Variables
The main purpose of the Food Security Supplement is to provide information
about food security, food insecurity, and hunger in the nation's
households. Several variables are provided in the data file that
identify the food security status of each household during the previous
12 months. All of these variables are based on responses to a set
of 18 items in the Supplement that are indicators of food insecurity
and hunger. HRFS12M3 is the raw scorea count of the number
of items affirmed by the household respondent. Households that were
screened out are assigned a score of -5 on this variable to remind
users that these households were not actually asked any of the 18
items. HRFS12M4 is the household food security scale score, a continuous
score based on fitting the data to a single-parameter Rasch model
using item calibrations calculated from the 1995 data. Computed
values range from about 1 to 14. Scale scores for households that
affirmed no items cannot be calculated within the Rasch model. These
households are food secure, but the degree of their food security
is not known and may vary widely from household to household. They
are assigned scale scores of -6 to remind users that they require
special handling in analyses that assume linearity of the scale
scores. Households that were screened out are assigned a score of
-5 on this variable. HRFS12M1 is a categorical variable based on
the scale score that classifies households in three categories:
food secure, food insecure without hunger, and food insecure with
hunger. HRFS12M2 is the same as HRFS12M1 except that the food-insecure-with-hunger
category is subdivided to level 1 and level 2 hunger. The level
2 hunger category corresponds operationally with the "Severe
Hunger" category described in Household Food Security in
the United States in 1995: Summary Report of the Food Security Measurement
Project and with the "Food Insecure with Hunger (Severe)"
category described in Guide to Measuring Household Food Security
- 2000, both published by the Food and Nutrition Service.
The food security variables described in the previous paragraph
are based on the 18 food security indicator items as they were administered
in the 1995 survey. A second set of food security scale and status
indicators are provided that are adjusted for interyear differences
in survey screening procedures. These "common-screen"
variables are comparable to corresponding variables in the September
1996, April 1997, August 1998, and April 1999 data files. Prevalence
estimates based on these common-screen variables are comparable
across these years. The common-screen-based food security variables
are HRFS12C3 (raw score), HRFS12C4 (Rasch-based scale score), HRFS12C1
(3-category food security status indicator), and HRFS12C2 (4-category
food security status indicator). The common-screen food security
variables are needed because the screening procedures used in administering
the Food Security Supplements varied somewhat from year to year.
In all years, households that were screened out after a few initial
questions are classified as food secure. However, comparisons across
years of the item responses of households with identical responses
to the preliminary screener variables show that some households
that were screened out under more stringent screening rules would
have been classified as food insecure (or, in a few cases, even
as food insecure with hunger) if they had not been screened out.
The screening procedures, therefore, bias prevalence estimates of
food security and hunger downward, and the extent of the bias varies
across years. To compare prevalence rates across years, it is essential
to adjust the data from each year so that it matches, as nearly
as possible, a common set of screening procedures. That is, negative
responses must be imputed to households that would have been screened
out at the initial screener in any year. For surveys prior to 1998,
negative responses also must be imputed to "downstream"
variables for households that would have been screened out at either
of the internal screens that were first implemented in 1998.
A screener status variable, HRFS12CS, is provided to indicate screening
status under the 1995-98 common screen. The variable indicates whether
the household would have been administered all questions in the
food security scale, would have been screened out prior to the first
of the 18 scale items, or would have been screened out at either
of the two internal screens introduced in 1998.
Changes from Previous Years' Food Security Supplements
The CPS-FSS April 1995 Microdata File includes 4 household summary
food security variables:
- 12-month and 30-day food security scale variables HSCAL12 and
HSCAL30. These are continuous, interval-level measures of household
food security status and range from 0 to 10.
- 12-month and 30-day food security status variables HSCAL12D
and HSCAL30C. These are categorical variables that identify households
as food secure, food insecure, food insecure with hunger, and
food insecure with hunger (severe).
The 12-month categorical measure, HSCAL12D, corresponds to the
updated variable HRFS12M2. The two variables classify households
identically, with the following exceptions:
- A few households that had many missing items, a few valid negative
responses, and no affirmative responses were (arguably) misclassified
as food insecure on HSCAL12D because of a peculiarity of the Rasch
software. These are classified as food secure on HRFS12M2.
- For households with some valid responses and some missing responses
to scale items, HSCAL12D was based on direct Rasch estimates of
household scores that ignored missing items. Under the revised
protocol, responses to the missing items are imputed based on
valid responses to other items in accordance with Bickel et al.,
Guide to Measuring Household Food Security, Revised 2000.
This changed the scale scores of only about 0.5 percent of households,
and very few of those changed categories.
- A few households (N=36) had valid responses to some items but
to fewer than half of the items to which responses were expected
(i.e., fewer than 9 for households with children or 5 for households
with no children). For these households, HSCAL12D was set to "missing."
Under the current protocol, as reflected in HRFS12M2, the missing
items for such households are imputed as described above, and
the households are assigned a valid food security status.
The continuous scale variable, HRFS12M4, is essentially a linear
transformation of HSCAL12. The metric was adjusted in all years
to accommodate the slightly greater spread of scores in 1998 (that
is, to keep them all above zero). The editing and imputation changes
described above also affected this variable for a small number of
households.
Cross tabulation of HSCAL12D with HRFS12M2 shows that these three
changes together affected the categorical assignment of only 106
households (0.24 percent of supplement households). Linear regression
of HRFS12M4 on HSCAL12 has an R2 of .999. Therefore, there is no
need to reexamine analyses already carried out using the original
variables. However, for future analysis, the revised variables are
preferred.
The update file does not include 30-day food security variables.
The original variables may be used, although they will include a
few anomalies related to the problems described above.
Interview Households, Supplement Households,
and Noninterview Households
Noninterview households-those that were eligible for
the survey but could not be contacted or that declined
to complete the core labor force surveyare included
in the CD-ROM file (but not in the Ferrett files). Interview
status is indicated by the variable HRINTSTA, which has
value of 1 for interviewed households, or by HRHTYPE,
which is positive for interviewed households and zero
for noninterview households. (There is only one record
for each noninterview household.) Some households that
completed the core labor force survey did not complete
the Food Security Supplement. Supplement interview status
is indicated by the variable HRSUPINT, which has a value
of 1 for households that completed the supplement, 2 for
households that completed the core but not the supplement,
and -1 for core noninterview households.
Constructing Household Characteristics from Person Records
To compute some household characteristics such as household size,
presence of children, or presence of elderly members, it is necessary
to identify the records of all persons in the same household. Households
are uniquely and completely identified by State of residence (GESTCEN),
household identifier (HRHHID), and household serial suffix (HSERSUF).
Sort records within households by PERRP if the household reference
person record must be the first record in the household. To match
to other months' CPS files, add the HRMIS variable to the household
identification, adjusting one of the files for the difference in
survey month. For matching to the March annual demographic supplement,
HRSERSUF may need to be recoded.
WeightsEstimating Population Distributions
of Person and Household Characteristics
The CPS is a complex probability sample, and interviewed households
as well as persons in those households are assigned weights so that
the full interviewed sample represents the total national noninstitutionalized
population. Initial weights are assigned based on probability of
selection into the sample, and weights are then adjusted iteratively
to match population controls for selected demographic characteristics
at State and national levels. There are two sets of household and
person weights in this data file: (1) labor force survey weights
and (2) Food Security Supplement weights.
The labor force survey weights, HWHHWGT for households and PWSSWGT
for persons, are positive for persons in all interviewed households.
These weights would be appropriate for analyzing whether households
or persons who completed the supplement differed from those who
declined to complete the supplement.
About 12 percent of households completed the core labor force survey
but declined to complete the Food Security Supplement. The supplement
weights, HHSUPWGT for households and PWSUPWGT for persons, are adjusted
for supplement nonresponse so that the supplement respondents represent
the national noninstitutionalized population. These weights are
appropriate for estimating household distributions of variables
in the Food Security Supplement, including food security status.
Household weights are attached to all person records in the household.
To estimate household frequency distributions, the sample must be
limited to one record for each household. This is usually accomplished
by limiting the sample to records of household reference persons
(PERRP=1 or 2). Noninterview or nonsupplement households must be
excluded from these analyses based on HRHTYPE or HRSUPINT.
All weight variables have four implied decimal places
in the CD-ROM (the decimal point is not included). Divide
the weight variables by 10,000 for analysis in units or
by 10,000,000 for analysis in thousands of persons or
thousands of households. The format of weight variables
downloaded from Ferrett are somewhat unpredictable. Sometimes
they are in units; sometimes they have four implied decimal
places. These should be checked prior to use.
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