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8/20/2019 INE-Spain strategy on population estimates and projections facing the challenge of statistical measure of population
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Working Papers
06 /2010
The views expressed in this working paper are those of the authors and do notnecessarily reflect the views of the Instituto Nacional de Estadística of Spain
First draft: December 2010
This draft: December 2010
INE-Spain strategy on population estimates and
projections facing the challenge of statistical
measure of population
Miguel Ángel Martínez Vidal
Sixto Muriel de la Riva
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INE-Spain strategy on population estimates and projections facing the challenge
of statistical measure of population
Abstract
National Statistics Institute of Spain presents new actions focused on improving theavailable statistical sources of demographic information and providing accuratepopulation figures and punctual, detailed and consistent information on currentdemographic evolution, in a context of general concerns about the current and futureevoluction of the population pyramid.
Keywords
Demographic flows; population now cast; demographic projections
Authors and Affiliations
Miguel Ángel Martínez Vidal y Sixto Muriel de la Riva
Directorate of Population Statistics, National Statistics Institute of Spain
INE.WP: 06/2010 INE-Spain strategy on population estimates and projections facing the challenge of statistical
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I NE -S pa in s tr at egy on p op ul at ion e st im at es a nd p ro je ct io ns:
f ac in g t he c ha ll en ge o f t he s t at is ti ca l m ea su re o f p op ul at io n
M i g ue l Á n g el M a rt í n e z V i d al and S i xt o Mu r ie l de l a R i va
D i r ec t o ra t e o f P o p ul a t io n S t at i s ti c s, N a t io n a l St a t is t i cs I n s ti t u te o f S pa i n
Abstract
T he f ir st y ea rs o f th e X XI st c en tu ry a re re pr es en ti ng a p er io d of e xc ep ti on al
rel evan ce f or Spai n de mo gra ph ic evo lu ti on a nd t hus f or t he de mo gra phi c s t at is t ic s. T he y a re b e in g a b u rn i ng i s su e o f t he a ca d em ic , so ci a l an d p ol it i ca l
d e ba t e, f o cu s ed o n t he p r es si n g i n te r es t i n k no w in g t h e v o lu me a n d s t ru c tu re o f
t h e r e si d en t p op ul a ti on a n d it s mo s t f o re s ee ab l e e v ol u ti o n, a t l e as t, i n t h e n e ar
future.
S uc h e xc ep ti on al it y i s d ee pl y d et er mi na te d b y t he e xt ra or di na ry i nt en si ty o f t he
f o re i gn i m mi g ra t io n f lu x s i nc e t h e e n d of t h e n i ne ti e s, w hi c h ha s g r ea t ly a lt e re d
i t s d em o gr ap h ic s tr u ct u re a n d be h av i ou r s. I t h a s a l so b ec o me S p ai n i n o n e o f t h e
m or e s ig n if i ca n t c as es o f s o ci o de mo g ra p hi c t r an sf o rm at i on o v er t h e O l d W or l d,
g e t ti n g a p l a ce b e t we e n t h e c o un t r ie s wi t h hi g h er p e r ce n t ag e o f fo r e ig n re s i de n t
p o p ul a t i on , l i g ht l y e x c ee d e d b y U S A, a nd b e hi n d C a n ad a a n d A u st r a li a .
T h er ef o re , t h is n ew co n te xt ha s a r is en a c ru c ia l c h al l en g e o ve r t h e I NE wo r k p l a ns : t h e t r a d it i o na l a p pr o a ch t o t h e s t a ti s ti c a l me a s ur e s o f p op u l a ti o n t r ou g h
c la ss ic s c en su se s a nd o cc as io na l lo ng t er m p op ul at io n pr oj ec ti on s s ho ul d b e
r ep la ce d by a m or e m od er n s tr at eg y o f co nt in ue m on it or in g o f d emo gr ap hi c
c ha ng es wh ic h r es ul ts co ul d b e i nt eg ra te d i n u pd at ed cu rr en t p op ul at io n
e s t im a t es a n d d e m og r a ph i c p r o je c t io n s . C o ns e q ue n t ly , n ew I NE a c ti o n pl a n a r e
based on:
- G i vi n g t he b es t s t at i st ic al a p p ro a ch t o t h e c ur re nt r e s id en t p o pu l at io n i n
e v e ry m o me n t ( m o nt h ly s e r ie s ): P o p u l at i o n N o w C as t .
- M ak in g c on ti nu ou s f or ec as t o f t he f ut ur e d em og ra ph ic a nd p op ul at io n
e v o lu t i on : S ho r t T er m P o p ul a t io n P r o je c t io n s ( a n nu a l ly u p d at e d ) an d L o n g
T e rm P o pu l at io n P r oj e ct i on s ( u pd at e d e v er y t hr e e y e ar s) .
W e c an l a be l S pa i n P o pu l at io n N ow C as t a s a s yn t he si s s ta t is t ic , t ha t i nt e gr at e s
r es u lt s f r om d i ff e re n t p ri m ar y s o ur ce s o f i n fo rm at i on i n o r d er t o g e t c on si st e nt
e st im at es o f t he r es id en t p op ul at io n i n S pa in a nd i ts r eg io ns , a t e ve ry p re se nt
m o me n t . P o p u la t i on N o w C a s t u s e s t h e m o st u p da t e d i n f o rm a t io n ab o u t t h e
r e ce n t de m o gr a p hi c ev o l ut i o n ( M on t h ly D e mo g r ap h i c N o w C a st ) a n d i t s r e su l t s
a re b r ok e nd ow n b y b a si c d em og ra p hi c c h ar a ct e ri s ti c s ( s ex , g en e ra t io n , ag e a n d
c it iz en sh ip ). F or a ll t he se r ea so ns , we c ou ld a ss er t th at P op ul at io n N ow Ca st
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rep resent s o ve r t he de mogr ap hy f ield of of fici al st ati sti cs a simila r ro le a s
N at io na l Ac co un ts o ve r e co no mi cs s ta ti st ic s: a s ys te ma ti c an d de ta il ed
r ep r es en t at i on i n a n in te g ra t ed an d c o ns i st e nt sy s te m o f st o ck s a n d f l ux o f t h e r e si d e n t po p ul a t io n a s a w h ol e .
I n a d di ti o n, t a ki n g Po pu l at i on N o w Ca st f o r J an u ar y 1s t
o f t he c ur re nt ye ar a s
s t a rt i n g p o i nt , I N E p r o du c e s:
- S h o rt Te r m P o p ul a t io n P r o je c t io n s , f o r t h e f o l lo w i ng te n y e a rs , a c co r d in g
t o t he f or es ee ab le h yp ot he si s o f d em og ra ph ic e ve nt s e vo lu ti on . I t l et s
u s er s f o ll ow th e c u rr en t de mo g ra ph i c p r og r es s i n S pa i n, it s r e gi on s a n d
p r ov i nc es , t ro u gh p e rm an e nt u p da t ed r e su l ts t o t he l a st a v ai l ab le
i n fo r ma t io n . I N E p ro v id e s i t s i nc e 2 0 08 a n d i ts r e su l ts a re d i ss e mi n at e d i n
a n a n nu a l b a s is .
- L on g T er m P op ul at io n P ro je ct io ns o f S pa in r es id en t p op ul at io n, f or f or ty
years, as si mul ation exerci se about future popul ation, under the
h y p ot h e si s o f c o n ti n u it y i n r e c en t d e m o gr a p hi c t r e n ds . I t w i ll b e c a r ri e d o u t
e v er y t h re e y e ar s .
Fro m a met ho do lo gical sid e, Spai n p opul at io n p roj ecti on s ar e ba sed o n t he
i m pl e me n ta t io n o f c om p on e nt m et ho d u si ng a c o mp l ex m ul t ir e gi on al m o de l 1
w hi c h m ak e s p o ss i bl e t h e t o ta l c on si s te nc y b et w ee n a ll c o ns i de r ed t e r ri t or i al
l ev els an d a co mpl ete c oh er enc e amo ng de mogr ap hics f lu x a nd p opu lati on
s t oc k s f o r e v er y d e mo gr a ph i c b r ea k do wn s ( s ex , g en e ra t io n a nd a g e) . I t b ec o me s
the projecti ve exercise in a compl ete demographic projection, i ncludi ng
p o pu l at i on s to c ks a n d d e mo g ra p hi c s e v en t s b et w ee n i t s r es u lt s.
I n a dd it io n, Sp ai n P op ul at io n N ow Ca st re pr es en ts a g en ui ne a nd a dva nc e
a p p li c a ti o n o f c o m po n en t m e t ho d ( m u lt i r eg i o na l m o d el 1
) , a da pt ed t o t he
a mb it io us o bj ec ti ve o f o ff er in g m on th ly p op ul at io n a n d c u rr en t d e mo gr ap hi c
t r en d s e s ti ma t es . It c o ns i st s o f a m ul t ir e gi o na l c al c ul u s of a o n e y ea r p r oj e ct i on
( au xi li ar y p ro je ct io n) a nd a l in ea r i nt er po la ti on m ec ha ni sm t ha t gu ar an te es a
p e r fe c t c o n si s te n c e b e t we e n p o p u la t i on s t o ck s o f e v e ry d a t e o f t h e c u r re n t y e a r
a n d m o n t h ly d e mo g r ap h i c f l o ws e s ti m at e d .
P o p ul a t i on N o w C a st is c o n si d e re d a s t h e b e s t s t a t is t ic a l a p p ro a c h t o t h e c u r re n t
r es id en t po pu la ti on i n S pa in . Fo r t hi s r ea so n it c on st it ut es t he r ef er en ce
popul ati on fi gures f or al l the other INE products (households surveys,
s o c io e c on o m ic i n d ic a t or s , n a t io n al a cc o u nt s , e t c .) an d t h e o f f ic i a l p o p ul a t i on
f ig ur es t ha t S pa in t ra ns mi ts t o i nt er na ti on al o rg an is ms s uc h a s E ur os ta t,
I nternati onal Monetary Fund and UN.
1 B a s ed o n W i l l ek e n s , F . J . a n d D r e w e , P . ( 1 98 4 ) “A m u l t ir e g i o n al m o d e l f o r r eg i o n a l d e m o g r ap h i c
p r oj e ct i on ” , i n H e id e , H . y Wi l le k en s , F . J. ( ed ) Demographic Research and Spatial Policy , A c ad e m ic
P r es s , L o nd o n .
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1 Int rod uct ion
S in ce t he m id dl e o f t he l as t c en tu ry t he m ai n c on ce rn ab ou t t he c ha ll en ge s o f n a t i on a l o f f i ce s o f s t at i s ti c s h a d be e n s t r on g l y b i a s ed t o wa r d e c o no m y f i e ld . Th e
devel opment of harmoni zed and standard account systems and i ndi cators, whi ch
g iv e a d et ai le d a nd s ys te ma ti c m ea su re o f t he e co no my a s a w ho le ( pr od uc ti on ,
i n v es t m en t a n d c o n su m e f l o ws , c a p it a l a n d l ab o ur f o r ce s t o ck s , p r ic e s e v o lu t i on ,
e tc .) , wa s p ro fe ss ed a s t he l ea di ng g o al f o r n at io na l of fi ce a nd i n te rn at io na l
s t at is t ic al a u th o ri ti e s. A h u ge c at al o gu e o f s ta t is ti c al a c ti o n a n d pr o du c ts f o un d
t h e i r m e et i n g p o i nt i n t h e d e v el o p me n t o f n a t io n a l a c co u n ts sy s t em s d u r in g t h e
l as t q ua rt er o f t he X Xth
century.
O n t he ot he r h an d, the w or ri es a bo ut d em ogr ap hi c f ie ld o f s tat is tic s h as b ee n
a ri se n wi th a l im it ed r el ev an ce , f oc us ed on t he m ea su re me nt of vi ta l e ve nt s
( bi rt hs a nd d ea th s) a nd t he h is to ri c a nd l on g t er m e vo lu ti on o f f er ti li ty a nd
m or ta li ty . On ly o nc e i n a w hi le , at te nt io n w as p ai d o n t he q ue st io n “H ow ma nya re w e? ” w it h o c ca si o n o f e ve r y p o pu l at io n c en s us .
H o we v e r, d u ri n g t he l a s t ye a r s a g e n er a l in t e re s t ab o u t th e c u r re n t a nd f u t ur e
e vo lu ti on o f th e p op ul at io n h as e me rg ed . I n p ar ti cu la r, S pa ni sh m ed ia h av e
g a th e re d i n m an y o c ca si o ns a g e ne ra l iz e d wo rr yi n g ab o ut i t , as a s ym bo l o f a n
i ntense pol i ti cal, academi c and soci al debate.
F i rs tl y, t he c o ns ol i da ti o n o f Sp a in a s a s i gn if i ca n t m ig r at o ry d e st i ny d u ri n g t h e
f ir st de ca de of t he ne w c en tu ry s ho ul d b e p oi nt ed o ut as t he m ai n r ea so n fo r
s uc h g ro wi ng i nt er es t. N on et he le ss, t hi s wa s o nl y t he l ig ht t hat d ro ve t o a
w in di ng r od e: H ow c an w e d ea l w it h t he i ne xo ra bl e p op ul at io n a ge in g? I s
m i gr a ti o n t h e k e y s ol u ti o n f o r o u r d e pr es se d p op u la t io n p yr a mi d ? W ha t a b ou t
f er ti li ty ? A re o ur c ur re nt f er ti li ty l ev el s e no ug h t o h av e a f ea si bl e d em og ra ph icfuture?
S ec on dl y, t he c ha ng ea bl e c ur re nt d em og ra ph ic e vo lu ti on , m ai nl y d ue t o t he
u n pr e di ct a bl e b eh a vi ou r o f t h e i n te r na t io n al m i gr a ti o n p he n om en a , b ro ke t h e
c la ss ic s tr at eg y o f g iv in g n at io na l po pu la ti on f ig ur es t hr ou gh s po ra di c
p o pu l at i on c en s us a n d p o pu l at i on p r oj e ct i on s f o r t h e p o st -c e ns u s p e ri o d.
A nd th ir dl y, a ll o f t he se i ss ue s a re d ec is iv e q ue st io ns f or t he p ur po se o f t he
m a cr o e co n o mi c a n al y s is a n d r e s ea r c h . In f a c t, w e s h o ul d n o t f or g e t t ha t , o ve r
a n a bo ve i ts ow n r el ev an ce , t he s tr on g s en si ti vi ty o f t he c ur re nt an d l on g t er m
e vo lu ti on o f s ev er al e co no mi c i nd ic at or s d et er mi na te s, n ow ad ay s, t he
f u n da m e nt a l m o ti v a ti o n f o r i m p ro v i ng t h e c a pa c i ti e s o f t h e o f f ic i al s t a ti s t ic s t o
m on i to r a n d e x pl ai n t he d e mo g ra p hi c c ha n ge .
T he se a re t he r ea so ns w hy N at io na l S ta ti st ic s I ns ti tu te o f S pa in a nd , i n ge ne ra l,
t he n ati on al of fi ce s o f s ta ti st ic s, ha ve o pe ne d t he X XIth
ce ntu ry with a new
p r e ss i n g a n d u n av o i da b le t a r ge t s o v e r t h e f i e ld o f d e m o g r ap h y :
1 .T he i mp ro ve me nt o f th e s ta ti st ic al s ou rc es o f de mo gr ap hi c i nf or ma ti on ,
b ro ad en in g t he d et ai l a nd q ua li ty o f t he ir r es ul ts a nd r ed uc in g t he t ra di ti on al
d e l ay i n p r o du c i ng d a t a.
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2 . A d ef ini ti ve r is e i n th e c on fi de nc e o f t he st at is ti ca l s ys te m i n gi vi ng a cc ur at e
p o pu l at i on f ig u re s a n d p u nc t ua l, de t ai l ed an d c o ns is t en t i nf o rm at i on o ve r t h e
c u rr e nt de mo g ra p hi c e v ol u ti o n a nd ev e ry c o mp o ne n t o f t h e d em o gr ap h icc h a ng e ( f e rt i l it y , m o rt a l i ty a n d m ig r a t io n s) .
T hese t wo a ims l ead of fici al st at isti c t o se e un av oi dab le t he p romo ti on o f
s ys te ma ti c sy st em s o f d em og ra ph ic i n fo rm at io n t ha t, w i th a s im il ar r ol e t ha n
n at io nal a cc ou nt s s ys te ms i n e co no mic s ta ti st ic s, i nt eg ra te s c on si st en t
i n fo r ma t io n a b ou t p op u la ti o n s t oc ks a n d d em og r ap h ic f l ow s p ro v id e d b y s u ch
i m pr o ve d s o ur ce s , g i vi n g t o t he s o ci e ty u p da t ed a nd t im el y i nf o rm at i on a b ou t
t he c ur re nt d emo gr ap hi c c ha nge a nd i ts f utu re i mp li ca ti on s, a nd cl os in g t he
c o h er e n t ci r c le o f i n f or m at i o n .
S uc h f ee li ng m ar ks t he c ou rs e o f a ct io n o f t he n ew pl an s o f t he N at io na l
S t at is t ic a l I n st i tu t e o f S pa in ov er t h e p r es e nt a n d t h e f ut u re o f t h e d em og ra p hi c
s t a ti s t ic s . A f i r st a p pr o a ch t o th i s mo d e rn c o nc e p ti o n of t h e d e mo g r ap h i ci nf or ma ti on s yst em i s d ef in ed i n the n ew n at ion al s tra te gy o ver t he f iel d of
popul ati on estimates and projecti ons, toget her with a first package of
i m pr o v em e n ts o f t he d e mo g r ap h i c i n f o rm a t io n in f r as t r uc t u re a n d s o u rc e s .
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2 . D e mo gr ap hi c s ou r ce s: c at al og ue f or a ne w i nf ra s tr u ct ur e o f
demographic information
2 . 1 V i t a l S t a t is t i c s
V it a l S ta t is ti c s i s a n s t at i st i ca l a c ti o n w it h a l on g t r ad i ti o n i n t h e S pa ni s h s y st e m,
w hi ch qu an ti fy t he bi rt hs , d ea th s a nd m ar ri ag es h ap pe ne d i n Sp ai n a n i ts
r e g io n s a l o ng a c a l en d a r y e a r, d i s ag g r eg a t e d by b a s ic c h a ra c t e ri s t ic s . De f i n it i ve
f ig ur es f or t he r ef er en ce y ea r t a re a v ai l ab le i n D ec e mb e r o f t h e y ea r 1+t .
Fo r ev ery n at io nal of fice, Vit al St ati sti cs ar e a f un damen tal too l f or t he
r et ro sp ec ti ve a na ly si s o f b a si c d e mo gr ap hi cs p he no me na ( ma in ly f er ti li ty a nd
m or t al i ty ), w h ic h p o pu l at io n p ro j ec t io n s e xe rc i se s a r e t r ad i ti o na ll y b a se d o n .
N ev e rt h el es s, t h e d e la y i n a v ai l ab il i ty o f d e fi n it i ve f i gu re s c o ul d b e s t re ss e d a so n e i m p or t a nt l i m i ta t i on o f t h e s es s t a ti s ti c al p r o d uc t n o w ad a y s, i n a c o n te x t o f
q u i ck l y c h a ng i n g d e mo g ra p h i c e v o lu t i on .
2.2 Population register (Padrón)
M un i ci p al p o p ul a ti o n r eg i st e rs a re t h e a d mi n is t ra t iv e f i le w h er e e ve ry i n ha b it a nt
o f t he m un ic ip al it y s ho ul d b e r eg is te re d . T he y a re b ui lt , k ep t a nd r ev is ed b y t he
l oc al a ut ho ri ty a nd t he y a re o bl ig ed to tr an smi t t o I NE a ll va ri at io ns i n t he
r eg is te r o n a m on th ly b as is , t ha t a ll ow s I NE t o c en tr al iz e t he m an ag em en t a nd
c o o rd i n at i o n o f l oc a l re g i st e r s, f o l lo w in g t h e S p an i s h la w .
N ow ad ay s, b ey on d it s a dmi ni st ra ti ve p ur po se a nd r e st ri ct io ns , Padrón
represents, from a stati sti cal poi nt of vi ew , an essenti al el ement of the nati onal
s ta ti st ic al sy st em , p ri nc ip al ly r eg ar di ng t he c on ti nu in g m on it or in g o f t he
m i gr a ti o n f l ow s, wh i ch se t IN E in a e x ce p ti on a l s it u at i on f or i ts c ap ac i ti e s t o
m ea su r e m ig r at io n f l ow s o v er t h e E u ro p ea n a n d i n te rn a ti o na l c o nt ex t , s pi t e t h e
e x t ra o r di n a ry d i m en s i on o f th e m i g ra t i on e ve n t i n S p a in .
2.3 Basic Demographic Indicators
C ol le ct io n o f i nd ic at or s w hi ch d es cr ib es t he r et ros pe ct iv e e vo lu ti on o f b as ic
d e m og r a ph i c p h e no m e na ( f e rt i l it y , m o rt a l i ty a n d n u p ci a li t y ), b r o ke n d ow n b y
b asi c de mo gra phi c ch arac teri sti cs a nd by reg io ns a nd p ro vi nce s. Sp ecia lm en ti on s ho ul d b e d on e f or t he a nn ua l c al cu la ti on o f l i fe t ab le s, t h ro u gh a n ew
a n d a dv a nc e d me t h od o l og y s i nc e t h e l a s t ye a r .
A l l o f th e m a r e c a r ri e d o u t u s i ng f i na l fi g u re s o f th e V i t al S t a ti s t ic s , s o de f i ni t i ve
d at a a re a va il ab le o ne y ea r a ft er t he e nd o f re fe re nc e c al en da r y ea r t oo .
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2.4 Monthly Demographic Now Cast
T h e N a ti o n al St a t is t i cs I n s ti t ut e o f S p a in st a r te d t h e d e v el o p me n t o f t h i s p r o j ec t
i n 2 0 07 , wi t h t he e a ge rn e ss t o e n ha n ce t h e d e mo g ra p hi c i n fo rm at i on p ro v id ed t o
s o c ie t y, u n d e r t h i s n e w p er s p ec t i ve o f g r ea t g e n er a l i n te r e st o n d e m og r ap h y a n d
i t s s o ci o ec o no mi c i mp a ct . I n p ar t ic ul a r, M on t hl y D em og r ap h ic N o w C as t b ri n gs
i n to d e mo g ra ph i c s ta ti st i cs f i el d a m on t hl y b as e , v e ry i n no va t iv e , b ut t r ad it i on a l
i n e c o no m y s t a ti s t ic s .
On e o f the more sig nif ica nt c on diti on s in c arry in g out a ccu ra te p opu lat ion
e s ti ma t es a n d u p da t ed p r oj e ct i on s , sp ec ia ll y i n a c o nt e xt o f s tr on g i n st a bi l it y o f
d e mo g ra p hi c e v ol u ti o n, i s t h e a v ai l ab il i ty o f s ta t is ti c al i n f or ma t io n a b ou t t he
m o st r e c e nt e v o l ut i o n o f d e mo g r a ph i c p h en o m en a . A l th o u gh i t i s q u i te c l e ar t h a t
b as ic d emo gr ap hi c so ur ce s h av e r ea ch ed i mp or ta nt a ch ie ve me nt s i n t he ir
quality, the del ay i n the avai l abi li ty of defini tive results continues bei ngi n su ff i ci e nt t o f a ce s uc h c ha n ge a bl e r e al i ty . B ey o nd t h e m on t hl y a n al y si s, w e
f i nd t h e m ai n r ea s on to e x is t o f M on t hl y D em og r ap h ic No w C a st he r e: th e
r ed u ct i on i n t h e d el a y o f a v ai la bi l it y o f b a si c d e mo g ra p hi c i n fo r ma t io n s i nc e t h e
r e f er e n ce d a t es .
2.4.1 GENERA L METH OD OLOGY
R e ga r di n g t o m et h od o lo g y, w e c an a s se r t t h at t h e o wn na t ur e o f t h es e m on t hl y
d e mo g ra p hi c e s ti m at e s h a s n o th i ng t o d o w it h c l as si c a t r ad it i on a l t e ch n iq u es o f
d emog rap hi c ana lysis an d pro sp ect in g. T he y are no t b ased on o bserv ed
r eg ul ar it ie s o r t re nd s i n d em og ra ph ic b eh av io ur s, b ut o n m ea su ri ng c er ta in
r eg u la r it i es i n i n fo rm at i on c ir cu it , th a t i s t o s a y, i n t h ei r a d mi n is tr a ti ve p a th f r om
o r i gi n a l s o u rc e s ( C iv i l R e g is t e rs i n c a s e o f v i ta l e v en t s a n d L o ca l P ad ró n in case
of mi grati ons) to I NE databases.
B a si c al l y, t h e e st i ma t io n i n a g i ve n m om en t o f t h e t o ta l e v en t s h ap p en e d i n a
g i v en mo n t h , i s c a r ri e d o u t t a ki n g t h e p a r ti a l n u m be r o f su c h e v e nt s a r ri v e d u n t i l
t h e e s ti ma t io n t i me i n I NE da t ab a se s a n d a n expanding coefficient b as e d o n t h e
p as t r eg ul ar it y i n t he d el ay i n t he a rr iv al o f t hi s i nf or ma ti on fr om i ts o ri gi na l
a dm in is tr at iv e s ou rc e. I n o th er w or ds , s uc h e x p an d i n g c o ef f i ci e nt r ep li es t he
m on t hl y r h yt h m i n t h e a r ri v al of i nf o rm at i on o f t h e p r ev i ou s y e ar :
D ef i ni n g t h e v a ri a bl e d e la y a s t he n u mb e r of m on t hs t h at a n ev e nt h a pp e ne d i n
a g i v en m o n th t a ke s in a rr i v in g t o I NE d a ta b a se s a n d g i v i ng1a,m
E−
t h e t o t al e ve n t s
(bi rths, deaths, marri ages, mi grati ons, etc. ) happened duri ng the month m of the
year 1a − and gi ven r 1a,mE − t he p ar ti al nu mb er o f s uc h e ve nt s r ec ei ve d i n I NE
d a t ab a s e u n t il t h e delay r , we d ef in e t he e x p an d i ng c o ef f i ci e n t corresponding to
t he m on th m o f t he yea ra in t he del ay r :
r1a,m
1a,mra,m
E
ECE
−
−=
8/20/2019 INE-Spain strategy on population estimates and projections facing the challenge of statistical measure of population
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Then, gi ven r k,a,mE t he t o ta l n u mb er o f ev e nt s h a pp e ne d d u ri n g t h e m on t h m of
the year a , i n a s ub po pu la ti on d et er mi na te d b y d em og ra ph ic c ha ra ct er is ti cs
k r ec e iv e d i n I NE d at a ba se s u nt il t h e del ay r , t he e st im at e o f t he t ot al ev en ts
h ap pe ne d i n t he m on th m o f th e y e ar a in subpopulation k , k,a,mÊ , is:
rk,a,m
ra,mk,a,m ECEÊ ⋅=
B es id es , o pp os it e t he a pp ea ri ng r an do mn es s o f a dm in is tr at iv e p ro ce ss , t he
d e si g ne d m et h od ol o gy b e tr ay s i t se lf e xt r em el y r ob u st , ke e pi n g i n m in d t h at f ew
mo nt hs a fte r t he r ef ere nc e d at e m os t o f e ve nt s h av e b ee n r eg ist er ed in IN E
d a t ab a s es . I n f a c t, t h e n u mb e r o f e s t i ma t e d e v en t s i s m i n im u m. F u r t h er m o re , w e
s ho ul d e mp ha si ze o th er d ec is iv e f ea tu re o f t he se a dv an ce d e st im at es : t he
e s t im a ti o n e rr o r i s d e cr e a si n g wi t h t he g a p b et w ee n t h e r e f er e n ce m o nt h a n d th e
m on t h o f es t im at i on . S o M o nt h ly D em o gr a ph i c N o w C as t a r e c o nv e rg e nt t o
d e f i ni t i ve r e s ul t s o f b a si c d e mo g r ap h i c s t at i s ti c s.
F in al ly , i t s ho ul d b e c la ri fi ed th at , i n ca se o f mi gr at io ns , s uc h s im pl e
me th od ol og y i s n ot en ou gh . B as ic al ly , i t i s d ue t o t he f ac t t hat Mo nt hl y
D e mo g r ap h i c N o w C a st h as t h e v a ri a t io n s o b s er v ed i n l o c al p op u l at i o n r e gi s t e rs
l i k e o r i gi n a l s o u rc e , a s i t h a s b e e n m e n ti o n ed b e f or e . H o we v e r, u n d er - r ec o r d o f
e xt er na l e mi gr at io ns m ov em en ts i s a g en er al la ck o f n at io nal p op ul at io n
r e g is t e rs . A s a c o n se q ue n c e, s o m e a d d it i o na l s t a ti s t ic a l p ro c e du r e a r e n e e d ed t o
c o mp l et e t h e e st i ma t io n p r o ce s s, f o r e x am p le : s t a ti s ti c al i m pu t at i on o f t h e e x ac t
d a te o f d e pa rt u re f or e mi g ra t io ns c o un te d t h ro u gh a d mi n is t ra t iv e c or re ct i on s i n
p o pu l at i on r e gi st e r a n d, t he r ef o re , no t d e cl a re d by t h e e mi g ra n t; e st im at i on
p ro ce du re s o f f in al re so lu ti on o f e xp ir y r eg is tr at io n p ro ce ss es ; an d u se o f
a u xi li a ry s am p li n g a ct i on s i n e st i ma ti n g t he p a rt of t h e f lo w n o t c ov er e d b y t h ePadrón .
2 . 4 .3 M O N T HL Y D E M OG R AP H I C N O W C A S T R E S U LT S
B i rt h s a n d f e rt i li t y i n di c at or s . La s t u p da te d r e su l ts :
Monthly births by mother's nationality
0
5.000
10.000
15.00020.000
25.000
30.000
35.000
40.000
45.000
50.000
J a n u
a r y 0
7
M a r
c h 0 7
M a y 0
7
J u l y
0 7
S e p t
e m b e
r 0 7
N o v e
m b e
r 0 7
J a n u
a r y 0
8
M a r
c h 0 8
M a y 0
8
J u l y
0 8
S e p t
e m b e
r 0 8
N o v e
m b e
r 0 8
J a n u
a r y 0
9
M a r
c h 0 9
m a y
o - 0 9
J u l y
0 9
Month
T o t a l a n
d
n a t i o n a l s
0
2.000
4.000
6.000
8.000
10.000
12.000
N o n
n a t i o n a l s
Tot al Nationals Non nat ionals
Gross Fertility Rate by mother's citizenship
9,00
9,50
10,00
10,50
11,00
11,50
12,00
F e b 0
7 - J a
n 0 8
M a r 0 7
- F e b 0 8
A p r 0 7 - M
a y 0 8
M a y 0 7 -
A p r 0 8
J u n 0 7 - M a
y 0 8
J u l 0 7
- J u n
0 8
A u g 0 7 -
J u l 0
8
S e p 0 7 -
A u g 0
8
O c t 0 7 -
S e p 0
8
N o v 0 7 -
O c t 0 8
D e c 0 7 - N o
v 0 8
J a n - D
e c 2 0
0 8
F e b 0
8 - J a
n 0 9
M a r 0 8
- F e b 0 9
A p r 0 8 - M a
r 0 9
M a y 0
8 - A p
r 0 9
J u n 0
8 - M a
y 0 9
J u l 0 8
- J u n
0 9
A u g 0
8 - J u l 0
9
12 month period
T o t a l a n d
n a t i o n a l s
18,20
18,40
18,60
18,80
19,00
19,20
19,40
19,60
19,80
N o n n
a t i o n a l s
Total Nationals Non nationals
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Total Fertility Rate by mother's citizenship
1,250
1,300
1,350
1,400
1,450
1,500
F e b 0
7 - J a n 0
8
M a r 0 7
- F e b 0 8
A p r 0 7 - M
a y 0 8
M a y 0 7
- A p r 0 8
J u n 0 7 - M
a y 0 8
J u l 0 7
- J u n 0 8
A u g 0 7 -
J u l 0 8
S e p 0 7 -
A u g 0 8
O c t 0 7
- S e p 0 8
N o v 0 7 -
O c t 0 8
D e c 0 7 - N o
v 0 8
J a n - D e
c 2 0 0
8
F e b 0
8 - J a n 0
9
M a r 0 8
- F e b 0 9
A p r 0 8 - M
a r 0 9
M a y 0 8
- A p r 0 9
J u n 0 8 - M
a y 0 9
J u l 0 8
- J u n 0 9
A u g 0 8 - J u l 0 9
12 month period
T o t a l a n d
n a t i o n a
l s
1,700
1,720
1,740
1,760
1,780
1,800
1,820
1,840
N o n
n a t i o n a l s
Total Nat ionals Non nat ionals
Mean Age at Childbearing by mother's citizenship
30,40
30,60
30,80
31,00
31,20
31,40
31,60
31,80
F e b 0 7 -
J a n 0
8
M a r 0 7 - F e
b 0 8
A p r 0 7 - M a
y 0 8
M a y
0 7 - A p r 0 8
J u n 0 7 - M a y 0 8
J u l 0 7
- J u n 0 8
A u g 0 7 -
J u l 0 8
S e p 0 7 - A u
g 0 8
O c t 0 7
- S e p 0 8
N o v 0 7 -
O c t 0 8
D e c 0 7 - N o
v 0 8
J a n - D e
c 2 0 0
8
F e b 0
8 - J a n 0 9
M a r 0 8 - F e
b 0 9
A p r 0 8 - M a r 0 9
M a y 0 8
- A p r 0 9
J u n 0 8 - M a y 0 9
J u l 0 8
- J u n 0 9
A u g 0
8 - J u l 0 9
T o t a l a n d n a t i o n a l s
27,70
27,80
27,90
28,00
28,10
28,20
28,30
28,40
N o n n a t i o n a l s
Total Nationals Non nationals
D e a th s a n d m o r ta l i t y i n d i c at o rs . L a s t u p d at e d r e s ul t s :
Monthly deaths by citizenship
0
5.000
10.000
15.000
20.000
25.000
30.000
35.000
40.00045.000
J a n u
a r y 0 7
M a r
c h 0 7
M a y 0 7
J u l y
0 7
S e p t
e m b e
r 0 7
N o v e m b e
r 0 7
J a n u
a r y 0
8
M a r
c h 0 8
M a y 0
8
J u l y
0 8
S e p t
e m b e
r 0 8
N o v e m b e
r 0 8
J a n u
a r y 0
9
M a r
c h 0 9
m a y
o - 0 9
J u l y
0 9
Month
T o t a l a n d n a t i o n a l s
0
200
400
600
800
1.000
1.200
N o n n a t i o n a l s
Total Nationals Non nationals
Gross Mortality Rate by citizenship
7,80
8,00
8,20
8,40
8,60
8,80
9,00
9,20
9,40
9,609,80
F e b 0
7 - J a
n 0 8
M a r 0 7
- F e b 0 8
A p r 0 7 - M a
y 0 8
M a y 0 7 -
A p r 0 8
J u n 0 7 - M a
y 0 8
J u l 0 7
- J u n
0 8
A u g 0 7 -
J u l 0 8
S e p 0 7 -
A u g 0
8
O c t 0 7 -
S e p 0
8
N o v 0 7 -
O c t 0 8
D e c 0 7 - N o
v 0 8
J a n - D
e c 2 0
0 8
F e b 0
8 - J a
n 0 9
M a r 0 8
- F e b 0 9
A p r 0 8 - M a
r 0 9
M a y 0
8 - A p
r 0 9
J u n 0
8 - M a
y 0 9
J u l 0 8
- J u n
0 9
A u g 0
8 - J u l 0 9
12 monthsperiod
T o t a l a n d n a t i o n a l s
1,65
1,70
1,75
1,80
1,85
1,90
1,95
2,00
N o n n a t i o n a l s
Total Nationals Non nationals
Infant Mortality Rate by sex
2,90
3,10
3,30
3,50
3,70
3,90
4,10
J a n - D
e c 2 0
0 7
F e b 0
7 - J a
n 0 8
M a r 0 7
- F e b 0 8
A p r 0 7 - M a
y 0 8
M a y 0 7 -
A p r 0 8
J u n 0 7 - M a
y 0 8
J u l 0 7
- J u n
0 8
A u g 0 7 -
J u l 0
8
S e p 0 7 -
A u g 0
8
O c t 0 7 -
S e p 0
8
N o v 0 7 -
O c t 0 8
D e c 0 7 - N o
v 0 8
J a n - D
e c 2 0
0 8
F e b 0
8 - J a
n 0 9
M a r 0 8
- F e b 0 9
A p r 0 8 - M a
r 0 9
M a y 0
8 - A p
r 0 9
J u n 0
8 - M a
y 0 9
J u l 0 8
- J u n
0 9
A u g 0
8 - J u l 0
9
12 months period
Total Males Females
Life Expectancy at Birth by sex
77,60
77,65
77,70
77,75
77,80
77,85
77,90
77,95
78,0078,05
78,10
J a n - D
e c 2 0 0 7
F e b 0
7 - J a
n 0 8
M a r 0 7 - F e
b 0 8
A p r 0 7 - M
a y 0 8
M a y 0 7 -
A p r 0 8
J u n 0 7 - M
a y 0 8
J u l 0 7
- J u n
0 8
A u g 0 7 -
J u l 0 8
S e p 0 7 -
A u g 0
8
O c t 0 7
- S e p 0 8
N o v 0 7 -
O c t 0 8
D e c 0 7 - N o
v 0 8
J a n - D
e c 2 0
0 8
F e b 0
8 - J a
n 0 9
M a r 0 8 - F e
b 0 9
A p r 0 8 - M a
r 0 9
M a y 0
8 - A p
r 0 9
J u n 0
8 - M
a y 0 9
J u l 0 8
- J u n
0 9
A u g 0
8 - J u l 0 9
12 months period
M a l e s
84,00
84,05
84,10
84,15
84,20
84,25
F e m a l e s
Males Females
M o nt h l y m i g ra t i o n f l o w s. La s t u p d at e d r e s u lt s :
Monthly emigrants by citizenship
0
5000
10000
15000
20000
25000
30000
35000
40000
45000
J a n u a r y 0 7
M a r c h 0 7
M a y 0 7
J u l y 0 7
S e p t e m b e r 0 7
N o v e m b e r 0 7
J a n u a r y 0 8
M a r c h 0 8
M a y 0 8
J u l y 0 8
S e p t e m b e r 0 8
N o v e m b e r 0 8
J a n u a r y 0 9
M a r c h 0 9
M a y 0 9
J u l y 0 9
S e p t e m b e r 0 9
N o v e m b e r 0 9
J a n u a r y 1 0
Month
T o t a l a n d n o n n a t i o n a l s
0
1000
2000
3000
4000
5000
6000
N a t i o n a l s
Total Non nationals Nationals
Monthly inmigrants by citizenship
0
20000
40000
60000
80000
100000
120000
J a n u
a r y 0 7
M a r c h 0
7
M a y
0 7
J u l y
0 7
S e p t
e m b e
r 0 7
N o v e
m b e
r 0 7
J a n u a r y 0
8
M a r c h 0
8
M a y
0 8
J u l y
0 8
S e p t
e m b e
r 0 8
N o v e m b e
r 0 8
J a n u
a r y 0
9
M a r c h 0
9
M a y
0 9
J u l y
0 9
S e p t
e m b e
r 0 9
N o v e
m b e
r 0 9
J a n u
a r y 1
0
T o t a l a n d
n o n
n a t i o n a l s
0
500
1000
1500
2000
2500
3000
3500
4000
4500
Month
N a t i o n a l s
Total Non nat ionals Nat ionals
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Monthly net migration flow by citizenship
0
10000
20000
30000
40000
50000
60000
70000
80000
90000
J a n u a r y 0 7
M a r
c h 0 7
M a y
0 7
J u l y
0 7
S e p t
e m b e
r 0 7
N o v e m b e
r 0 7
J a n u
a r y 0
8
M a r
c h 0 8
M a y
0 8
J u l y
0 8
S e p t
e m b e
r 0 8
N o v e m b e
r 0 8
J a n u
a r y 0
9
M a r
c h 0 9
M a y
0 9
J u l y
0 9
S e p t
e m b e
r 0 9
N o v e m b e
r 0 9
J a n u a r y 1
0
Month
T o t a l a n d
n o n
n a t i o n a
l s
-3000
-2500
-2000
-1500
-1000
-500
0
500
1000
1500
2000
N a t i o n a l s
Total Non nat ionals Nat ionals
Monthly inter-provinces migrants
0
10.000
20.000
30.000
40.000
50.000
60.000
70.000
80.000
90.000
J a n u
a r y 0 7
M a r
c h 0 7
M a y 0 7
J u l y
0 7
S e p t
e m b e
r 0 7
N o v e
m b e r
0 7
J a n u
a r y 0
8
M a r
c h 0 8
M a y 0 8
J u l y
0 8
S e p t
e m b e
r 0 8
N o v e
m b e r
0 8
J a n u
a r y 0
9
M a r
c h 0 9
M a y 0 9
J u l y
0 9
S e p t
e m b e
r 0 9
N o v e
m b e r
0 9
J a n u
a r y 1
0
Month
Total Non nationals Nationals
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3 T he in te gr at i on of de mo g ra p hi c i nf or ma t io n: p op ul at i on es ti ma te s
and projections
T he re i s n o d ou bt t hat t he e xp os ed i mp ro ve me nt s i n d em og ra ph ic d at a ha ve
i n cr ea s ed t h e q u an t it y a nd q u al i ty o f a v ai la b le i n fo r ma t io n a b ou t t he p a st a n d
m os t re ce n t de mo g ra ph i c p ro g re s s o f Sp a in p o pu l at i on . Ho we v er , a d e ci s iv e
c ha ll en ge f or m od er n d em og ra ph ic s ta ti st ic s w il l b e t o i nt eg ra te a ll st at is ti ca l
i n pu t s i n a s ys t em at ic a n d c o he re n t s ys t em o f i n fo r ma t io n w h ic h l e t n a ti o na l
s t at is t ic s o ff i ce s e x pl ai n e v er y c o mp o ne nt o f t h e d em o gr ap h ic c h an ge a nd , e v e n
s o , wo rk o u t t he v al u e o f s uc h d e te r mi n an t i nf o rm at i on . D e fi n it e ly , t h e i nt e rn a l
c o h er e n ce a n d co n s is t en c y o f i nf o r ma t i on c o nt r ib u t e t o g et i t re l i a bl e e n o u gh f o r
u s e rs a n d g e n er a l p u b l ic . In f a ct , th e e x p er i e nc e o f n at i o na l of f i ce s in r i si n g an
h ar mo ni ze d Na ti on al A cc ou nt s Sy st em s a s i nt eg ra ti ng a nd s um ma ri zi ng
i n st r um en t o f e c on o mi c i n fo r ma t io n, g e ne r al ly a n d w el l a c ce pt e d b y p u bl ic a n d
p r iv a te u s er s an d a na l ys t s a s of f ic i al e co n om ic d a ta , is t h e b et t er w it ne s s o f su c hasserti on.
A f i rs t a t te m pt t o l e ad S pa n is h d em og r ap h ic s t at is ti c s t ow a rd s s uc h m od e rn
concept c rystall izes i n the new I NE strategy on popul ations estimates and
p r oj ec t io n s, fo r ma l ly s t at e d i n N a ti o na l P l an of S t at is ti c s 2 0 9- 2 01 2 a nd th e
r e sp e c ti v e A n nu a l P r o gr a m s2
, w hi ch i s b as ed o n:
1 . T h e d ev el o pm en t o f c ur r en t p o pu l at i on e st i ma t es c o nt i nu o us ly u pd a te d w i th
t he l ast a va il ab le i nf or ma ti on a bo ut d em og ra ph ic d ev el op me nt s: S pa in
P o pu l at i on N ow C as t.
2 . A n ew w ay o f fo cu si ng t he p ro du ct io n o f fu tu re p op ul at io n p ro je ct io ns i n a
p e r io d i c b a si s : Sh o r t Te r m a n d L o n g Te r m P o p ul a t io n P r oj e c ti o n s.
B ot h re p re s en t a fi r st a p pr o ac h to t he o b je ct i ve o f g et ti n g a m o re i n te g ra t ed
s y s te m o f d e m og r a ph i c i n f or m a ti o n .
3.1 Current population estimates
P o p ul a t i on N o w C a s t i s t h e s t at i st i ca l a ct i on t h at IN E h a s d e ve l op ed du r in g t h e
l a st y ea r s t o fa c e t h e c ha l le n ge o f me a su r in g t h e c u rr e nt r es i de n t p o pu l at i on i n
o ur c ou nt ry a nd i n e ve ry r eg io n an d pr ov in ce , on ce t he u ne xp ec te d i nt en si ty o f
i m mi g r at i o n p h e no m e na s h o ok t h e p a s t q u i et d e mo g r ap h i c e v o lu t i on . Bo t h , t h e
N at i on a l S ta t is ti c s S ys t em a n d e xt e rn a l u se r s o f o f fi c ia l s t at i st i cs , r e qu i re d
p o pu l at i on f i gu r es p e rm an e nt l y u pd a te d w it h t he p r es e nt d e mo g ra p hi c r e al i ty .P o pu l at i on N ow C as t w as th e a n sw e r f r om I NE .
T hi s s tat is ti ca l pr od uc t ha s s om e g en er al f ea tu re s, wh ic h de te rm in at e i ts
s i gn if i ca nc e a s w el l a s s e t i t s o w n l im i ts :
1 . P op ul at io n N ow C as t c on st it ut es a s yn th es is s ta ti st ic , wh ic h u se s s ev er al
p ri ma ry s ou rc es o f i nf or ma ti on , w ho se r es ul ts a re i nt eg ra te d i n t he e st im at io n
2 http://www.ine.es/en/normativa/leyes/plan/legplan_en.htm
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m e ch a n is m g i v in g p l a ce t o c o n si s t en t es t i ma t es o f t h e r e s id e n t p o p ul a t io n s t o ck
at the pre sen t mo ment an d o f t he e stima te d d emo gr aph ic f low s whi ch
d et er mi na te t he p op ul ati on e vo lu ti on , al l of t he m b ro ke nd own b y b as icc h a ra c t er i s ti c s l i k e s e x, y e a r o f b i r th a n d a g e.
2 . P o pu l a ti o n N o w C a s t ma k e s u s e o f t h e m o st u p d at e d a va i l ab l e i n fo r ma t i on o n
the recent demographi c evol uti on: Vi tal Stati sti cs, regi stered vari ati ons i n Padrón
a n d, s p e ci a ll y , t h e l a st r e su l ts o f t h e M on t hl y D em og r ap h ic N o w C a s t.
3 . P op ul at io n N ow C as t a re c al cu la te d e ve ry q ua rt er , f ew d ay s a ft er t he e nd o f
t h e q u ar t er , pr o vi d in g t h e e s ti m at io n o f th e r es i de n t p o pu l at i on r ef e rr e d to t h e
fi rst d ay o f eve ry mon th o f t he q uart er an d to t he f irst day of the f ollowi ng
q uart er. Thi s i mmed iacy re spect to the ref er en ce d at e g iv es t he c har act er o f
a d v an c e d p o p ul a t i o n f i g ur e s t o t h e s e e s ti m a te s .
4 . P op ul at io n N ow C as t m et ho do lo gy g ua ra nt ee s t he c om pl et e c on si st en cy
b et we en p o pu la ti on s to ck a t e ve ry d at e o f th e c ur re nt y ea r a nd t h e e st im at ed
d e mo g ra p hi c f l ow s h ap p en e d d u ri n g t h e t im e b ei n g o f t h e y ea r .
5 . Po p u l at i o n N o w C a st r es u l ts a re n o t su b j ec t t o r ev i s io n , u n l es s t h e re a r e
e n ou g h e v id e nc e a b ou t s ig n if i ca n t d e vi at i on s f ro m r ea l p o pu l at i on e vo l ut i on .
6 . Po pu la ti on No w C as t is c on si de re d a s t he m os t a cc ur at e e st im at e o f t he
c u rr e nt po p ul at i on r es i di n g i n S p ai n a n d i t s r e gi o ns a n d p ro v in c es . T h at is t h e
r ea so n wh y i t w or ks as t he r ef er en ce p op ul at io n fi gu re s f or a ll I NE p ro du ct io n
a n d i t i s t r an s mi tt e d t o i n te rn a ti o na l i n st it u ti o ns ( E ur os t at , U ni te d N a ti o ns ,
I n t e rn a t i on a l M o ne t a ry F u n d, et c . ) a s S p ai n p o pu l a ti o n f i g ur e s f o r a n y p u r po s e .
I n c on cl us io n, t h e o wn c ha ra ct er o f s yn th es is s ta ti st ic s, t h e u se o f a ll a v ai la bl e
i nf or ma ti on a bo ut r ec en t d em og ra ph ic e vo lu ti on a nd t he t ot al c oh er en ceb e t we e n e st i ma t e d p op u l a ti o n f i gu r e s an d d e mo g r ap h i c f l o ws c o n fe r t o t h e
P op ul at io n N ow C a st o v er t he f ie ld o f d e mo gr ap hi c s ta ti st ic s a s im il ar r ol e t ha n
n a t i on a l a c c ou n ts s ys t em s o v e r t h e f i e ld of bu s i ne s s s t at i s ti c s: b ey o nd ev i d en t
c o nc ep t ua l d if f er e nc e s t h ey b o th a re a d et a il ed a n d s ys t em at i c r e pr es e nt a ti o n of
t h e d e mo g ra p hi c a n d ec o no m ic r ea l it y, r es pe c ti v el y, a s a w ho l e, t r ou g h a
c o ns i st e nc e b a la n ce o f s t o ck s a n d f l ow s .
3.1.1 PROD UCTION A ND D ISSEMINA TION CA LEND AR
B ot h , th e i nt e rn a l de ma n d o f h om o ge n eo us p op u la t io n f ig u re s wh ic h wo r ks a s
r ef e re n ce f or a l l I NE st a ti s ti c al pr od u ct s a nd th e s t ro n g r eq u ir e me nt o n t h eu p da t in g o f s u ch f i gu re s t o th e c ur re n t d e mo g ra p hi c e v ol u ti o n, im po s e a r ea l ly
d e m an d i ng t i me t a bl e f o r c a r ry i n g ou t t h e d e ve l o p me n t o f P o p u la t i on N o w Ca s t .
T h os e a r e t h e r e as o ns w h y I N E p ro d uc e s P o pu l at io n N o w Ca s t r es u lt s d u ri n g t he
f ir st d ay s af te r t he e nd o f ev er y q ua rt er , wi th r ef er en ce t o th e l as t d ay a nd t o
s e v er a l i n t er m e di a t e d a te s o f t h e q u a r te r . I n o t h er w o r ds :
P o pu l at i on N ow C a st r ef e rr e d t o t h e f i rs t d ay o f th e m on t hs 1m + and 2m + of
t he q ua rt er q a nd to the f irst day of the month m of th e q ua rt er 1q + is
c a lc u l at e d a n d d i ss e mi n at e d a t t he f i rs t d a ys o f t h e q u ar te r 1q + .
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3.1.2 GENERA L METH OD OLOGY: A D A PTED COMPONENTS METH OD
T h e d es i gn o f Po pu l at i on N ow C as t ge ne ra l me t ho d ol o gy w as d ee p lyd e t er m in a t e d b y t h r e e m a i n r e q ui r e me n t s:
a ) T he a va il ab il it y o f re su lt s i n a q ua rt er ly b as is , wi th r ef er en ce a t d if fe re nt
i n te rm ed i at e d at e o f t he r e fe r en c e q u ar t er .
b ) T he a b so l ut e i mm ed i ac y o f t he t i me o f c al cu l at i on a n d di s se mi n at i on r e sp e ct
t o t h e d a t es o f r e f er e n ce .
c ) P op ul at io n N ow C as t r es ul ts a re d ef in it iv e, s o t he y a re i mm ov ab le p oi nt s o f
t h e e st i ma t es s er i es a l on g t h e c u rr e nt y e ar .
K e e pi n g i n m i n d t h es e t h r e e g e n er a l p r em i se s , P o p ul a t io n N o w C a st a r e c a rr i e d
o u t t h ro u gh a g e nu i ne a d ap t at i on o f t h e c o mp o ne n t m et h od , w hi ch c o ns i st s o f
p ro vi di ng p op ul at io n f ig ur es w it h r ef er en ce t o t he f ir st da y o f a m on th m of thec u r re n t y e a r i n t w o s t ep s :
1 . Fo r e ve ry m on th o f th e q ua rt er , pe rf or mi ng a n au xi li ar y p op ul at io n w it h
h or iz on i n t he J an ua ry 1 st o f t he f ol lo wi ng y ea r. T h is p r oj ec ti on i s p er fo rm ed
t h o ug h t h e c o mp o n en t m e t ho d , a c co r d in g t o a m u lt i r r eg i o na l m o d el 3 , w h ic hk ee ps a n ec es sa ry c on si st en ce b et we en d emo gr ap hi c f lo ws a nd p op ul at io n
s t o ck s a n d a m o ng a l l t e r ri t o ri a l l e v el s .
B es id es , th e m ig ra ti on i n pu t of t h is a ux il ia ry p ro je ct io n co ns is t o f a l in ea r
e x tr a po l at i on t o t h e w ho l e y e ar o f e st im at e d mo nt h ly m i gr a ti o n fl o ws a lo n g t h e
c u r re n t y e a r u n t i l t h e t i me o f es t i ma t i on .
2 . Ca l cu l at i ng a l in e ar i n te r po l at io n be t we en t he P o pu la ti o n N ow C as t onJ an ua ry 1 st o f th e c ur re nt y ea r a nd t he r es ul t of t he a ux il ia ry p ro je ct io n f or
J a nu ar y 1 st o f t h e f o ll ow i ng y e ar .
S uc h p r oc e du r e g u ar a nt e es t h a t th e d e mo gr a ph i c c h an ge h a pp e ne d ( e st im at e d)
d u ri n g t h e c u rr e nt y e ar i s c om pl e te ly c o ns i st e nt w it h f l ow s o f b i rt h s, d e at h s a n d
migrations.
F or e xa mp le , we c an g o o ve r t he c al cu la ti on p ro ce ss o f Po pu la ti on N ow C as t
c o rr e sp on d in g t o t he f ir s t q u ar t er o f 20 0 9, d ev el o pe d a t t h e b e gi n ni ng o f Ap ri l o f
2 00 9. At th is m om en t w e h ad a lr ea dy g ot t he P op ul at io n N ow Ca st fi gu re s
r e f er r e d t o 1 st J a n u ar y o f 2 0 09 s i n ce t h e l a s t e s t i ma t i on p e r io d ( f o ur t h q u ar t e r o f
2 00 8) , w hi ch w or ks a s o ur s ta rt in g p oi nt . W e f ol lo w t he e st ima ti on p ro ce ss
t ro ug h a nn ua l a ux il ia ry p ro je ct io ns a nd l in ea r i nt er po la ti on s i n t he f ol lo wi ngg r a ph i c s a n d t a b le :
3 W i l l e ke n s , F . J . y Dr e w e , P . ( 1 9 84 ) “ A m u l ti r e g i on a l m o d e l f o r r e g io n a l d e mo g r a p h ic p r o j e c ti o n ” , en
H e i d e, H . y W i l l e k en s , F . J . ( e d ) D e mo g r ap h i c R e se a rc h a n d S p at i al P o l ic y , A c ad e mi c P r es s , L on d r es .
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P op ul at io n N ow C as t a t 1 s t F eb ru ar y o f 2 00 9
Population Now Cast
1st quarter of 2009
45800000
45850000
45900000
45950000
46000000
46050000
46100000
J a n u a r y
F e b r
u a r y M a r c h A p r i
l M a y J u n e J u l y
A u g u s t
S e p t e m b e
r
O c t o b e r
N o v e m b e
r
D e c e
m b e r
J a n u a r y
Auxiliary projection, January 2009
Population Now Cast
Population Now Cast at 1st February of 2009
Estimated February migration flows
Inmigrants Emigrants
45.223 33.689
Auxiliary projection of January 2009
1st January 2009
population Births-Deaths Inmigrants Emigrants
1st January
2010
population(*)
45.828.172 104.962 542.676 404.265 46.071.545
(*) Auxiliary projected figures
Population Now Cast at 1st February 2009 45.848.453
Demographic change during January 2009 20.281
Births-Deaths 8.747
Inmigrants 45.223
Emigrants 33.689
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P op ul at io n N ow C as t a t 1st
March of 2009
Population Now Cast
1st quarter of 2009
45800000
45850000
45900000
45950000
46000000
46050000
46100000
J a n u
a r y
F e b r u a
r y
M a r c h A p
r i l M a
y J u
n e J u l y
A u g u
s t
S e p t
e m b e r
O c t o b
e r
N o v e m b
e r
D e c e m b
e r
J a n u
a r y
Auxiliary projection, January 2009
Auxiliary projection, February 2009
Population Now Cast
P op ul at io n N ow C as t a t 1st
April of 2009
Population Now Cast
1st quarter of 2009
45800000
45850000
45900000
45950000
46000000
46050000
46100000
J a n u
a r y
F e b r
u a r y
M a r c h
A p r i l
M a y
J u n e J u
l y
A u g u
s t
S e p t e m b e
r
O c t o b e
r
N o v e
m b e r
D e c e
m b e r
J a n u a r y
Auxiliary projection, January 2009
Auxiliary projection, February 2009
Auxiliary projection, Marcha 2009
Population Now Cast
3 . 1 .3 S PE C I AL M EN T I O N O F E S TI M A T IO N P RO C E D UR E O F M O N T HL Y M I G R AN T S F L O WS
R e ga r di n g P o pu l at i on N o w Ca st , o ne o f t he e ss e nt i al e l em en t s i s t he e s ti ma t io n
o f m on t h l y m i g ra t i on f l ow a l on g t he c u rr e n t ye a r , ta k i ng i n t o a c c ou n t t ha t :
1 . No w a da y s, t h i s i s t h e m o s t s i g ni f i ca n t c o m po n e nt of t he d e m og r a ph i c c h a ng e .
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2 . I n g e ne r al , i nt e rn at i on al mi g ra t io n i s o ne o f t h e p r in ci p al la c k o f t h e o f fi ci a l
statistics.
3 . Th e m on th ly m ig ra ti on f lo w e st im at es g iv es a v er y im po rt an t re le va nc e t o
P o p ul a t i on N o w C a st i n n a t io n a l s y s te m , wh i ch p r ov i d es t h e o n l y a d v a nc e d f l a sh
e s t im a t e o f t h e c u r re n t d e mo g r ap h i c e v o lu t i on .
A s it h a s b ee n e xp l ai ne d b ef or e , Po p ul at i on N o w C as t i s p r od u ce d f o r e ve ry
q ua rt er , f ew da ys a ft er t he e nd of th e q ua rt er . T hi s t ime ta bl e i mp os es a h ig h
c ha ll en ge i n e st im at io n o f i mm ig ra ti on fl ow d ur in g t he m on th s o f r ef er en ce .
B as ic al ly , M on th ly D em og ra ph ic N ow C as t a re t im el y e no ug h i n p ro vi di ng
a c cu ra t e e st i ma t es o f Sp a ni s h a n d f or e ig n mi g ra t io n f lu x es d u ri n g t he t w o f i rs t
m on t h o f t he q u ar t er . T he m ig ra t io n f lo w of t h e t h ir d mo n th i s e s ti ma t ed t r ou g h
a d e t ai l e d a n a ly s is o f t h e t r e nd a n d s e as o n a l b e h a vi o u r o f t h e m o n th l y m i g ra t i on
series.
T hi s s im pl e p ro ce du re s a re r ea ll y r ob us t, t hu s t he c om pa ri so n b et we en 2 00 8
mo nt hl y immi gr an ts f lo ws pro vid ed by Popul atio n Now Cast an d up dat ed
i nformati on of fi nal l y regi stered ones show s:
Estimated and registered monthly inmigrants in 2008
0
10000
20000
30000
40000
50000
60000
70000
80000
J a n u a r y 0
8
F e b r
u a r y 0 8
M a r c h
0 8
A p r i l 0 8
M a y
0 8
J u n e
0 8
J u l y
0 8
A u g u
s t 0 8
S e p t e m b e
r 0 8
O c t o b e
r 0 8
N o v e m b
e r 0 8
D e c e m b
e r 0 8
Months
Estimated Registered
3.2 Population Projections
3 . 2 .1 H O W S H O U LD A P O P U LA T I O N P R O JE C TI O N B E F O C U SE D L I K E ?
A va i la b il it y o f f ut u re p o pu l at i on e v ol u ti o n p er sp e ct i ve s i mp li e s a n e l em en t o f
s tr uc tu ra l r el ev an ce i n a ny s oc io ec on om ic a na ly si s o r p la nn in g a ct iv it y, e it he r
f ro m t he p ub li c o r p ri va te s ec to r. I n f ac t, i t is o ne o f th e s ta ti st ic al a ct io ns w it h a
l onger tradition for nati onal statistics office and international stati sti cs
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i n s ti t ut i o n s. U nt i l n o w, I NE h a s s a t is f ie d th i s a i m p r o vi d i ng p ro j e ct i o n s w i t h
o c c as i o n o f e a c h n e w c e ns u s , a f t er p o p ul a t io n c e n su s f i g ur e s w e re a v ai l a bl e .
H ow ev er , t he u se a nd p ub li c u nd er st an di ng o f t hi s k in d o f e xe rc is es i s o ne o f t he
more controversi al aspect of offi ci al demographi c stati stics. Often, users w onder:
S ho u ld w e t a ke i t a s a r ea l f o re ca st i ng ? W ha t i s t h e s t at i st ic al e r ro r a s so ci a te d t o
t he r es ul ts ? C ou ld w e g iv e a m ea su re o f r el ia bi li ty ? W hi ch p os si bl e s ce na ri os
s h o ul d w e u s e d? …. . de f i ni t el y , H o w c an y o u g u es s t h e f u t ur e ?
On the other hand, nowadays we stay i n front of one of the more seri ous
d e ma nd s r ai s ed i n o ff ic i al s t at i st i cs . Th e e xt r em e w o rr ie s a b ou t t he u n st o pp a bl e
g r o wt h o f t he w o r ld p o pu l a t io n , ev e n ab o v e o f n at u r a l r e so u r ce s , a nd t h e
d e m og r a ph i c f u t u re o f E ur o p ea n a nd o c ci d e nt a l c o u nt r i es , d ee p l y b r a nd e d by a
i nc re as in g p op ul at io n a ge in g, r es ult o f t he c on ti nu ou s e xt en si ons i n l if e
e xp ec ta nc y a nd a cc en tu at ed b y g en era li ze d l ow l ev el s o f fe rt il it y, ma ke s t he
p r od u ct i on o f s ta ti s ti c al s i mu l at i on o f f u tu re p o pu l at i on a n u n av oi d ab l e g o al f o rofficial statistical organisms.
T h er ef o re , o f fi c ia l s t at i st i cs a r e o b li g ed t o g i ve a c o nv i nc i ng a n s we r t o t h is s tr o ng
s o ci a l a n d p o li t ic a l r eq u ir em en t . B ut , i t s ho u ld b e d o ne w i th a u s ef u l a n dp r a gm a t ic a p p ro a c h , av o i di n g t h e u t o pi a o f f o re c a st i n g f ut u r e p o p u la t i on a n d , a t
t h e s a me t i me , pr o vi d in g cl e ar m es s ag es t o so c ie t y a b ou t fu t ur e d e mo gr a ph i c
r is ks . P re ci se ly , t he se a re t he g ui de li ne s t ha t h av e l ea de d t he d es ig n o f a n ew
n at io na l s tr at eg y o n p ro vi di ng p op ul at io n p ro je ct io ns , b as ed o n t hr ee m ai n
principles:
1 . A p o p ul a t io n p r o je c ti o n i s n o t a f o r ec a st i n g. T h e n , n o n s t at i s ti c a l e rr o r s s h o ul d
b e a s so ci at e d t o r es u lt s.
2 . A p o p ul a t io n p r o je c ti o n s h ou l d b e a n s t at i s ti c al s i m ul a t io n o f f u tu r e p o p u la t i on
a c c or d i ng s o m e h y p ot h e si s o n d e mo g r a ph i c e v o lu t i on .
3. The most important use of a population projecti on is to w arn the publ i c
o pi ni on a bo ut t he f ut ur e c on se qu en ce s o f to da y’ s de mo gr ap hi c s tr uc tu re a nd
trends.
3.2.2 INE NEW STRA TEGY ON POPULA TION PROJECTIONS
F ol lo wi ng t he se p re mi se s, I NE h as d ev el op ed a n ew p la n o ve r t he s ub je ct o f
p op ul at io n p ro je ct io ns w hi ch i s f oc us ed o n c ar ry in g o ut S h or t T er m a nd L o ng
T er m P op ul at io n P ro je ct io ns i n a p er io di c b as is , w hi ch a ll ow s I NE t o p ro vi dec on ti nu ou s s im ul at io n of f ut ur e r es id en t po pu la ti on a cc or di ng t o re ce nt
d e m og r a ph i c t r e nd s . I n f a c t , S h or t T e rm P o pu l at i on P ro j ec t io n s a r e c ar r ie d o ut
e ve ry y ea r, s in ce 2 00 8, p ro vi di ng a s im ul at io n of f ut ur e p op ul at io n r es id in g i n
S pa in , it s re gi on s a nd p ro vi nc es , on J an ua ry 1s t
of t he f ol lo wi ng t en y ea rs ,
b r ok en d ow n b y s e x a nd y ea r o f bi r th ; L o n g T e rm P o p u la t i o n P r o j ec t i o n s will be
c ar ri ed o ut ev er y t hr ee y ea rs , s in ce 2 00 9, p ro vi di ng a s im ul at io n o f f ut ur e
popul ati on resi di ng in Spai n on January 1s t
of the fol l owi ng fort y years,
b ro ke nd ow n b y s ex , a ge a nd y ea r o f b ir th .
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T he p er io di c c al en da r o f p er fo rm an ce l et s I NE gi ve , i n a c on ti nu ou s w ay , a n
u pda ted simu lati on o f th e de mo gra phi c fu ture of t he co un try wit h t he l ast
a v a il a b le i n f or m a ti o n a b o ut c ur r en t ev o l ut i o n o f de m o gr a p hi c p h e n om e na , in ac on te xt of si gn if ica nt ch ange s. Th ere for e, t his st rat egy av oi ds a q ui ck
o bs ol es ce nc e o f th e r es ul ts t ha t w ou ld b ec om e t he m u se le ss . In a dd it io n ,
p er io di c P op ul at io n P ro je ct io ns h av e a s s ta rt in g p oi nt t he P op ul at io n N o w C a st
fo r Ja nuary 1s t
o f t h e c u r re n t y e a r, s o t h e y a r e c o n si s t en t w i t h c u r re n t r e f er e nc e
p opu lat io n f igu res a nd co mpl et e t he ci rcle o f cohe ren ce of th e whol e pa st,
p r es e nt a n d f u tu re d em o gr ap h ic s ys t em a nd p o pu l at i on s er ie s.
B o t h, S h or t T er m a nd L o n g Te r m Po p u l at i o n P r o j ec t i on s a r e c a l cu l at e d t ro u g h
the component method, using a multirregional model 4
, wh i c h g u ar a n te e s t h e
c o ns i st e nc y b e tw ee n d e mo gr a ph i c f l ow s a nd p o pu l at i on st o ck i n al l t e rr i to ri a l
l e v el (i n c a se o f S h or t T e r m P r o je c t io n s ) a n d d e mo g r ap h i c c h a ra c t er i s ti c s ( s e x
a n d y ea r o f b i r th ) . T ha t l e ts p o p ul a t io n p r oj e ct i o ns r e s ul t s i nc l ud e d e t ai l e d
d e mo g ra p hi c e v en ts w hi ch e xp l ai n f ut u re p op u la t io n f i g ur e s e v ol u ti on . I n o t he rw or ds , w e a re t al ki ng a bo ut co mp le te d em og ra ph ic pr oj ec ti on s, no t o nl y
popul ati on proj ections.
3.3 Some methods of projection of the demographic evolution
As menti oned before, the cal cul ati on of Popul ation Now Cast and Short Term
a nd Lo ng Te rm P op ul at io n P ro je ct io ns ar e b as ed o n a multirregional model 4
,
w hi ch in pu ts de fi ne t he p re se nt or f ut ur e e vo lu ti on of ea ch d emo gr ap hi c
p h e no m e na : f e rt i l it y , mo r t a li t y a n d mi g r at i o ns . W e s h o ul d s t r es s t w o c om me n t s
on that:
1. Pro je cti on met hods a re d et ermi nat ed by t he n ew a ppro ach ch osen i n
p o pu l at i on p ro j ec ti o ns : s t at i st i ca l s im ul a ti o n o f p r es en t d e mo g ra p hi c s
b e h av i o ur s a n d t r e n d s.
2 . Th e c h os e n m et h od s a re a p pl i ca b le i n th e e st i ma t io n o f cu r re nt d e mo g ra p hi c
e v o lu t i on in Po p u la t i on N o w C a st an d i n t h e p r o je c t io n o f f u t ur e d e m og r a ph i c
e v o lu t i on , b as e d o n a n e xt r a po l a t io n o f p r es e nt t r en d s , i n Sh o r t Te r m a n d L o n g
T e r m P o p u la t i on P r o j ec t i on s t o o .
T he d es ig ne d me th od ol og y f or p ro je ct in g Sp ai n f er ti li ty , mo rt al it y o r i nt er na l
m i gr a ti o ns a re g o od e xa mp l es o f s uc h i mp l ic at i on s.
4 W i l l e ke n s , F . J . y Dr e w e , P . ( 1 9 84 ) “ A m u l ti r e g i on a l m o d e l f o r r e g io n a l d e mo g r a p h ic p r o j e c ti o n ” , en
H e i d e, H . y W i l l e k en s , F . J . ( e d ) D e mo g r ap h i c R e se a rc h a n d S p at i al P o l ic y , A c ad e mi c P r es s , L on d r es .
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3.3.1 FERTILITY
T h e g en e ra l me t ho d f o r p r oj e ct i ng f e rt il it y o f wo m en r e si d in g i n Sp a in c o ns i st o f a m od el iz at io n o f r et ro sp ec ti ve s er ie s o f s pe ci fi c f er ti li ty r at es b y a ge , u si ng t he
fol l ow i ng l og-l i near model :
)1995tln(baf xxtx −+= , wh er e 49,...,15x = y ,...1999,1998t =
Bei ng txf t he s pe ci fi c f er ti li ty r at e at ag e x d ur i ng d e y ea r t , pr o vi d e d b y B a si c
D em og ra ph ic I nd ic at or s a nd by M on th ly D em og ra ph ic N ow Ca st f or t he l as t 1 2
m on th s p er io d a va il ab le . T he m od el p a ra me te rs , xa and xb , a re e st im at ed
trough l i n ea r l e a st s qu a re s . N e x t g ra p h sh o ws s p ec if i c m o rt a li t y r at e o b se rv e d
( 1 99 8 -2 0 07 ), e s t im at e d b y M on t hl y D em o gr a ph i c N o w C as t ( 2 00 8 ) a n d p ro j ec t ed
i n S h or t T e r m P o p ul a t io n P r o j e c ti o n 2 0 0 9 - 20 4 9 ( 2 0 09 - 2 01 8 ) .
S p e c i fi c f e rt i l i t y r a t e s b y a g e
0,000
0,040
0,080
0,120
1 5 1 6 1 7 1 8 1 9 2 0 2 1 2 2 2 3 2 4 2 5 2 6 2 7 2 8 2 9 3 0 3 1 3 2 3 3 3 4 3 5 3 6 3 7 3 8 3 9 4 0 4 1 4 2 4 3 4 4 4 5 4 6 4 7 4 8 4 9
1996 2001 2006 2007 2008 2009
2013 2018
T h e p r o je c t io n o f f e r ti l it y i n l o we r t e r ri t o ri a l l e ve l ( p ro v i n ce s ) i s c a rr i ed ou t u s i ng
a l og -l in ea r m od el iz at io n o f t h e d if fe re nt ia l i n f e rt il it y i nt en si ty ( To ta l F er ti li ty
Rate, TFR ) an d f ert ili ty cal end ar ( Mea n Age at Chi ld be ari ng, MAC , and
I ntercuarti l i c Range, I R ) o f p r ov i nc es r es p ec t t o t h e w h ol e c ou nt r y:
)1993tln(DF ovinceProvincePrt ovincePr −β+α= , ,...1999,1998t = , bei ng tSpain
t
ovincePrt ovincePrTFR
TFRDF =
)1993tln(MAC ovinceProvincePrtovincePr −β+α= , where ,...1999,1998t =
)1993tln(IR ovinceProvincePrtovincePr −β+α= , where ,...1999,1998t =
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F ro m t he se p ar am et er s, s pe ci fi c f e rt il it y r at es p er e ve ry p ro vi nc e a re d ev el op ed
usi ng t h e G om pe r tz R e la ti o na l m o de l , f o l l ow i ng t h e m e th o d ol o g ic a l p r o po s a l o f
Z e ng Y i a nd o t he rs5
:
))1t(ISF
)1t,x(F~
(Y))t(ISF
)t,x(F(Y tt
−
−⋅β+α=
Where:
∑=
=x
15i
t,ovincePrif)t,x(F , being
t,ovincePrif s p ec i fi c f e rt i li ty r a te a t a ge i i n the provi nce
during the year t ; ∑=
−=−x
15i
1t,ovincePrif~
)1t,x(F~
, bei ng t,ovincePrif~
t h e s mo o th e d s pe c if i c
fe rt ili ty r at e at a ge i i n t he p ro vin ce du ri ng th e ye ar t ; ))xln(ln()x(Y −−= ;
)TFR
)1t,MAC(F(Y)5,0(Y
1tovincePr
1tovincePr
tt −
− −⋅β−=α ;
tovincePr
1tovincePr
tR̂I
IR −=β .
3.3.2 MORTA LITY
T h e m e t ho d f o r p r o je c t in g m o rt a l i ty i s b a s ed o n a n e x t ra p o la t io n o f r e ce n t t r en d s
i n m o rt a l it y r i sk s b y s e x a n d a g e , a c c or d i n g t o an e xp o n en t i al mo d e l iz a t io n of t he
r e t ro s p ec t i ve s m o ot h e d p a th o f t h e m:
ttx,s
x,sx,seq~ β+α
= , += 100,99,...2,1,0x . For 1x ≥ , ,...1992,1991t = ; for 0x = , ,...1999,1998t =
Where t x,sq~ i s t he m or ta li ty r is k o f p eo pl e w it h se x s and age x d u ri n g th e y e ar t
p ro vi de d b y S pa in M o r ta li ty T ab le s a nd b y M on th ly D em og ra ph ic N ow C a st f o r
t h e m o st r e c e n t 1 2 m o nt h s p e ri o d a v a il a b le . M o de l p a r a me t e rs , x,sα and x,sb , are
e s t im a t ed t h r ou g h least squares method.
A n in t e rm e d ia t e s m o ot h i ng p ro c e ss o f se r i es x,sβ̂ a n d r e es t i ma t i on o f t h e f i r st
parameter x,sα i s r eq ui re d i n or de r t o g ua ra nt ee a s of t tr an si ti on b et we en l a st
o b se rv e d y e ar s a n d p ro j ec t ed o n es .
5 Z e ng Y i , W an g Z h en g l ia n , M a Z h on g d on g y C h en C h un j un . 2 0 00 . " A s i m pl e m e th o d f o r p r o je c t in g o r
e s t i m at i n g a n d : A n e x t e n s i o n o f t h e B r a s s R e l a t io n a l G o m p er t z F e r t i l i ty M o d e l " , P o p u l a ti o n R e s e a rc h
and Policy Review 19:525–549.
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Mortlity risks by age
Males
0,0000
0,0001
0,0010
0,0100
0,1000
1,0000
0 6 12 18 24 30 36 42 48 54 60 66 72 78 84 90 96
Age
S e m i l o g a r i t m i c s c a l e 2002
2005
2008
2009
2013
2018
Mortlity risks by age
Females
0,0000
0,0001
0,0010
0,0100
0,1000
1,00000 6 1 2 1 8 24 3 0 3 6 4 2 48 5 4 6 0 6 6 72 7 8 8 4 9 0 9 6
Age
S e m i l o g a r i t m i c s c a l e 2002
2005
2008
2009
2013
2018
T he p ro je ct io n o f m or ta li ty i nc id en ce i n e ve ry p ro vi nc e i s b as ed o n t he r el at io na l
m et h od p r op o se d b y W . Br a ss , ca l le d Brass’ logits 6
, w h ic h b in d t he t e r ri t o ri a l
l e ve l t o t h e n a ti o na l r es u lt s:
Bei ng ovincePrx,sl andSpainx,sl the survivor series by sex s and age x ( )95,...,40x = of
m or t al i ty t a bl e s o f t he c or r es p on d in g p r ov i nc e a n d S pa i n, r e sp e ct iv e ly , a n d i t s
logistic transformation , t he f ol lo wi ng l in ea r m od el i s e st i ma t ed t ro u gh l east
s q u ar e s m e t ho d :
−=
ovincePrx,s
ovincePrx,s
ovincePr0,sovincePr
x,sl
llln
2
1lLogit
−=
Spain
x,s
Spainx,s
Spain0Spain
x,sl
llln
2
1lLogit
Spainx,s
ovincePrs
ovincePrs
ovincePrx,s lLogitlLogit ×β+α=
3 . 3 .3 I N T E RN A L M I G R AT I O N S
T h e s p e ci f i c i n t er - p ro v i nc e s , i and j , m ig ra ti on r at e b y s ex s an age x c ou ld b e
factorized in:
t j,i,x,s
tx,s,i
ts,i
t j,i,x,s acintTMRm ⋅⋅=
Where t s,iintTMR i s th e T o ta l I n te rn a l M ig r at i on R at e f r om t h e p r ov i nc e i of peopl e
with sex s d u r in g t he y e ar t ; t x,s,ic i s t he c al en d ar o f i n te rn a l m ig ra t io n b y a g e x
o f p eo p le o f s e x s r es id in g i n t he p ro vi nc e i du rin g t he yea r t ; and t j,i,x,sa i s
m a tr i x o f p e r ce n t ag e p r o v in c i al i n t e rc h a n ge s i n e v e ry s e x s and age x d u ri ng d e
year t .
6 W i l l i a m Br a s s , ( 1 9 75 ) , M e th o d s f o r e s t i m at i n g fe r t i l i ty a nd m o r t a li t y fr o m l i m i t ed a n d d e f e ct i v e d a t a .
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T he n p ro je ct io n me th od i s b as ed i n a g en ui ne r egr es si on m od el w it h d el ay s i n
d e p en d a nt v a r ia b l e, w h ic h m od e l i ze s t h e e v o lu t i o n o f i n te r na l m o bi l it y i n t e ns i t y
w it h re l at i on t o t h e f o re i gn i m mi g ra n ts f lo w (INM ) o f t he s am e y ea r a nd t he y ea rb e fo r e a n d t he o wn t re nd o f th e d e pe n de nt v ar ia b le .
1ts,i3
ts,i2
1ts,i10
ts,i INMINMintTMRintTMR
−− β+β+β+β=
The least squared e s t im a t ed p ar a m et e r s o f th e m o d el a re c o n si s t en t , s i n ce
a u t o co r re l a t io n i n e r ro r s a r e r e f us e d w i t h s t at i st i c al e v id e n ce .
T h e p r oj e ct i on p r oc es s i s co mp l et e d w it h t he c a lc ul a ti o n of p r oj ec t ed c al e nd a rs
of internal migration t x,s,ic a nd t h e m at r ix o f p e rc en t ag e p ro v in c ia l i n te rc ha n ge s
t j,i,x,sa t h ro u g h a v e ra g e d a t a o f th e l a s t f o u r o b se r v ed y ea r s .
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Annex
R e c e nt e v o l ut i o n o f S p a in p o p u l a ti o n p y r a mi d
Population Now Cast
January 1st 2002 and 2010
100 80 60 40 20 0 20 40 60 80 100
0 años
4 años
8 años
12 años
16 años
20 años
24 años
28 años
32 años
36 años
40 años
44 años
48 años
52 años
56 años
60 años
64 años
68 años
72 años
76 años
80 años
84 años
88 años
92 años
96 años
100 y
2010
2002
Males Females
Males+females=10000
S i m u la t e d f u t ur e e v o lu t i o n o f S p a i n p y r am i d p o p ul a t i o n
Short Term Population Projections (2009-2019) and Long Term
Population Projections (2009-2049)
100 80 60 40 20 0 20 40 60 80 100
0
5
10
15
20
25
30
35
40
45
50
55
60
65
70
75
80
85
90
95
100+
Males Females
Males+females=10000
2049
2039
2029
2019
2009
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References
I N E . W h a t i s t h e P o p ul a t io n N o w C a st ?http://www.ine.es/en/daco/daco43/epoba/estima_pob_en.pdf
I NE, January 2010. Popul ati on Now Cast. Methodol ogy
http://www.ine.es/metodologia/t20/t2030259.pdf
I N E . W h a t a r e t h e S h o rt T e r m P o p u la t i on P r o je c t io n s
http://www.ine.es/metodologia/t20/t20269_proyec.pdf
I N E , 2 0 0 8. S h or t T e r m P o p ul a t i on P r o je c ti o n . P r o je c t
http://www.ine.es/metodologia/t20/t20269_proyet.pdf
I NE, September 2009. Short Term Popul ati on Proj ecti on. Methodol ogy
http://www.ine.es/en/m