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In this chapter, we have surveyed the various structural approaches to the estimation of the job search model The methods varied depending on

whether reservation wage data are available to the analyst. The 2SLS

approach pioneered by L-C (1984) uses recorded reservation wage data, which

are available in the ALS data set, and is based on particular functional forms

of the reservation wage and hazard functions. These functional specifications

a r e c o n f o r m a b l e w i t h t h e reduced f o r m r e p r e s e n t a t i o n of t h e Weibull h a z a r d f u n c t i o n used in C h a p t e r 4. T h i s allows us t o m a k e direct c o m p a r i s o n s , especially w i t h r e g a r d t o t h e d u r a t i o n d e p e n d e n c e effect of u n e m p l o y m e n t . W e h a v e been able t o secure i d e n t i f i c a t i o n of b o t h s t r u c t u r a l e q u a t i o n s by c o m b i n i n g t h e r e s t r i c t i o n s f o u n d in K-N (1979, 1981b) a n d L-C (1984). W e h a v e also r e - e s t i m a t e d t h e s t r u c t u r a l e q u a t i o n s using modified 2SLS a n d m a x i m u m likelihood p r o c e d u r e s which allow for selectivity bias.

T h e e s t i m a t e d results concur w i t h m o s t of t h e p r e d i c t i o n s of t h e t h e o r e t i c a l j o b search model. R e s e r v a t i o n w a g e is f o u n d t o be declining w i t h e l a p s e d u n e m p l o y m e n t , albeit a t a d e c r e a s i n g r a t e . T h e e s t i m a t e d coefficient ( = 0 . 0 4 6 ) of elapsed d u r a t i o n in t h e r e s e r v a t i o n w a g e e q u a t i o n implies t h a t a p e r s o n w h o h a s been u n e m p l o y e d for 3 m o n t h s h a s a r e s e r v a t i o n w a g e which is 11% lower t h a n w h e n he first b e c a m e u n e m p l o y e d a n d in a n o t h e r 3 m o n t h s t h e c o r r e s p o n d i n g v a l u e will be 14%. T h e s e figures a r e c o m p a r a b l e w i t h t h o s e f o u n d in K-N (1979) w h e r e t h e r a t e of decline is c o m p u t e d a s 2.5% per m o n t h . O u r r e s u l t s also p r o v i d e evidence of positive d u r a t i o n d e p e n d e n c e , t h e m a g n i t u d e of which is c o n s i s t e n t w i t h , a n d gives renewed c o n f i d e n c e in t h e reduced f o r m e s t i m a t e s f o u n d in C h a p t e r 4.

No c l a i m s however will be m a d e t o suggest t h a t t h e j o b search model p r o v i d e s a c o m p l e t e a n d a d e q u a t e e x p l a n a t i o n of u n e m p l o y m e n t b e h a v i o u r . T h e r e is evidence in our results which suggest t h a t q u a n t i t y c o n s t r a i n t s m a y play a role in d e t e r m i n i n g u n e m p l o y m e n t . T h i s is implied f r o m t h e s t r u c t u r a l e s t i m a t e s which show u n e m p l o y e d females h a v i n g significantly lower r e s e r v a t i o n w a g e s a n d yet e x p e r i e n c i n g longer spells of u n e m p l o y m e n t a t t h e s a m e t i m e . T h e absence of significant selectivity bias in t h e e s t i m a t e s also s u p p o r t this h y p o t h e s i s . T h e reason is t h a t a d j u s t m e n t s for selectivity bias is b a s e d on t h e p r e m i s e t h a t exit f r o m u n e m p l o y m e n t is d i c t a t e d by supply b e h a v i o u r i.e. w h e n t h e r e s e r v a t i o n wage, w , is exceeded by t h e offered wage, w . H o w e v e r , if q u a n t i t y c o n s t r a i n t s in t h e f o r m of deficient d e m a n d a r e o p e r a t i v e a n d p r e v e n t exit f r o m u n e m p l o y m e n t even if w < w , t h e n it is likely t h a t t h e e x t e n t of selectivity bias in t h e s a m p l e will n o t be a s serious.

APPENDIX G

EFFECT OF CHANGE IN WAGE OFFER DISTRIBUTION

i-w dG(w)

W e w a n t t o s h o w t h a t [ dw > 0. 0 2

dq

F i r s t w e need t o p r o v e t h a t if t h e m e a n s of t w o d i s t r i b u t i o n s F and G are e q u a l , t h a t is, /Xp = and if t h e v a r i a n c e s < oJ^, then

[ G{x) dx > [ F(x] dx V 2 G l0,oo). Jo Jo In o t h e r w o r d s , t h e d i s t r i b u t i o n F s t o c h a s t i c a l l y d o m i n a t e s G in the second d e g r e e . P r o o f : f^F = /- oc r CO = / xf(x) d x = 1 - F(x) dx Jo Jo Since /Xp = f i ^ , /• oo roo - / 1 - F ( x ) d x = 1 - G ( i ) dx Jo Jo r OC rOO ^ / F{x) dx = / G ( z ) dx. Jo Jo L e t X j be t h e p o i n t w h e r e F ( x ^ ) = G ( X j ) . W e k n o w t h a t G ( y ) > F ( y ) V z e [ 0 , X j ) . B u t since F(x) dx = f ^ G(x) dx, a n d F ( x ) > 0, G ( x ) > V x , / G(x] dx > [ F(x) dx V z e [0,oo) Jo Jo Q . E . D . F o r finite w ' < oo, it m u s t be t r u e t h a t * r G(x) - F(x) > 0. Jo

If we consider a small change in a ^ ' to a^^ where = V ' + then » w y ^ dG(w)

/ G(x) -

F(x) ~ / ~ d x >

0.

Jo Jo

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