Title: Adjusting General Growth Balance Method for Migration
1Adjusting General Growth Balance Method for
Migration
- Kenneth Hill
- Bernardo Queiroz
- Marconi Conference Center, 8-11 July, 2004
2Introduction
- GGB and SEG assess completeness of death by
comparison with the recorded age distribution
through age specific growth rates - models assume closed population, but literature
notes that it is straightforward to adapt these
methods for the effects of migration if magnitude
and age distribution are know - objective of the paper is to explore the
possibility of using prior information about the
age pattern of migration to adjust the GGB for
use in population with substantial net migration.
3GGB and Migration (1)
- In closed populations, entries to the population
age a and over occur as result of members of the
population having birthdays at age a, and exits
consist only of deaths of members of the
population at ages a and over. - Thus,
- r(a) b(a) - d(a) (1)
- Following Hill (1987),
- b(a) ro(a) (1/t) ln(k) qddo(a) (2)
- where b(a) and do(a) are the rate of entry and
exit in the population, ro(a) is the observed
growth rate, t is the intercensal interval, k is
the completeness of the first census relative to
the second and qd is the completeness of
reporting deaths relative to the average
population coverage.
4Fig.1 - Original GGBMexico
Puerto Rico
k1/k2 0.981 Slope 0.899
k1/k2 1.018 Slope 0.913
5GGB and Migration (2)
- Bhat (2002) generalizes the method for
populations affected by migration - r(a) b(a) - d(a) nm(a) (3)
- where nm(a) is the net migration rate for the
population age a and over - however, to apply equation (3) data on
intercensal migration are necessary. Since this
information is not always available the author
suggests the use of a standard pattern. -
6GGB and Migration (3)
- We present a similar method, introducing a
two-step iterative approach that first estimates
net migration rates and then adjusts GGB for
migration. - From Equation (3)
- r(a) d(a) - b(a) nm(a) (4)
- Assuming that net migration rates have a typical
age pattern we can rewrite (4) as - ro(a) do(a) - b(a) knm qnm nms(a) (5)
- where knm is a constant, and qnm relates the
quantum of migration in the standard rate set to
the migration in the actual population. -
7GGB and Migration (4)
- And
- nms(a) ? 5nmsx 5PYLx / ? 5PYLx (6)
- where 5PYLx is the average annual person-years
lived by the population aged x to x 5 - The adjusted values of knm qnm nms(a) can now
be substituted in equation (3) - b(a) ro(a) (knm qnmnms(a))
(1/t)ln(k) qddo(a) (7) -
8Migration Pattern
- To obtain a set of net migration rates, we use
Rogers and Castro (1981) basic migration standard
intended to represent a gross migration flow
generated by labor force mobility - The original model combines an exponentially
decaying with age incidence of child migration
with a double exponential to represent the rapid
increase and more gradual decline with age - We also added an additional double exponential
term to provide for return migration peaking at
age 55.
9Fig.2- Migration Model Age Patterns
10GGB and Migration
- ro(a) do(a) - b(a) knm qnm nms(a) (5)
- nms(a) ? 5nmsx 5PYLx / ? 5PYLx (6)
- where 5PYLx is the average annual person-years
lived by the population aged x to x 5 - The adjusted values of knm qnm nms(a) can now
be substituted in equation (3) - b(a) ro(a) (knm qnmnms(a))
(1/t)ln(k) qddo(a) (7) -
11Fig.3a - Mexico - Intensity of Migration
Slope -0.526 Intercept 0.0033
12Fig.3b - Puerto Rico - Intensity of Migration
Slope -0.804 Intercept 0.0087
13Fig.4a Mexico GGB with Migration
k1/k2 1.001 Slope 0.998
14Fig.4b Puerto Rico - GGB with Migration
k1/k2 1.000 Slope 1.000
15GGB and Migration
- ro(a) do(a) - b(a) knm qnm nms(a) (5)
- nms(a) ? 5nmsx 5PYLx / ? 5PYLx (6)
- where 5PYLx is the average annual person-years
lived by the population aged x to x 5 - The adjusted values of knm qnm nms(a) can now
be substituted in equation (3) - b(a) ro(a) (knm qnmnms(a))
(1/t)ln(k) qddo(a) (7) -
16Fig.5a - Mexico - Intensity of Migration
Slope -0.516 Intercept 0.0028
17Fig.5b - Puerto Rico - Intensity of Migration
Slope -0.800 Intercept 0.0057
18Fig. 6a - Mexico GGB with Migration
k1/k2 1.021 Slope 0.977
19Fig. 6b - Puerto Rico - GGB with Migration
k1/k2 1.011 Slope 0.968
20Conclusions
- Death distribution methods assume no net
migration, problematic to apply to sub-national
populations and national populations affect by
migration - it appears that the procedure proposed here work
reasonably well in populations that have
generally good data and high net migration rates - no reason to prefer the use of the revised
migration model to the original Rogers-Castro
formulation - more applications are needed to test the
procedure in conditions in which data are less
good (e.g. regional mortality in Brazil).