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Working Paper 8808 FINANCIAL STRUCTURE AND THE ADJUSTMENT OF CAPITAL STOCK by W i l l i a m P. O s t e r b e r g W i l l i a m P. O s t e r b e r g i s an economist a t t h e Federal Reserve Bank o f Cleveland. T h i s paper i s a r e v i s e d v e r s i o n o f t h e second c h a p t e r o f t h e a u t h o r ' s Ph.D. d i s s e r t a t i o n . The a u t h o r i s g r a t e f u l t o t h e members o f h i s d i s s e r t a t i o n committee, Donald Hester, C h r i s F l i n n , and Mark G e r t l e r , f o r h e l p f u l comments and suggestions. Paul Bauer, Kim Kowalewski, and James Thomson p r o v i d e d h e l p f u l comments o n 1a t e r d r a f t s . Working papers o f t h e Federal Reserve Bank of Cleveland are p r e l i m i n a r y m a t e r i a l s c i r c u l a t e d to s t i m u l a t e d i s c u s s i o n and c r i t i c a l comment. The views s t a t e d h e r e i n a r e those o f t h e a u t h o r and n o t n e c e s s a r i l y those o f t h e Federal Reserve Bank o f C l e v e l a n d o r of t h e Board of Governors of t h e Federal Reserve System. August 1988 ABSTRACT I n t h i s paper we analyze t h e i n v e s t m e n t d e c i s i o n when f i n a n c i a l s t r u c t u r e has r e a l e f f e c t s . We assume t h a t t a x r a t e s f a v o r d e b t o v e r e q u i t y b u t t h a t the cost o f debt increases w i t h the debt- to- tangible- assets r a t i o . Since t h e cost o f debt varies w i t h the debt- to- tangible- assets r a t i o , investment i s i n f l u e n c e d by f i n a n c i a l s t r u c t u r e . E u l e r equations f o r t h e f i r m ' s d e c i s i o n s are estimated w i t h instrumental v a r i a b l e s u t i l i z i n g data f o r the U.S. manufacturing s e c t o r f r o m 1954 t o 1980. F i n a n c i a l s t r u c t u r e does n o t have t h e expected e f f e c t . The r e s u l t s suggest a c l o s e r examination o f t h e i n f l u e n c e o f i n f l a t i o n on f i n a n c i a l s t r u c t u r e . FINANCIAL STRUCTURE AND THE ADJUSTMENT OF CAPITAL STOCK I. I n t r o d u c t i o n A growing body o f t h e o r e t i c a l l i t e r a t u r e analyzes l i n k s between the r e a l and f i n a n c i a l decisions o f f i r m s . However, e m p i r i c a l i n v e s t i g a t i o n s o f investment decisions assume t h a t f i r m s ' r e a l and f i n a n c i a l d e c i s i o n s can be t r e a t e d separately. I n t h i s e m p i r i c a l l i t e r a t u r e , f i n a n c i a l s t r u c t u r e does n o t v a r y endogenously. Thus, s t u d i e s of the impact of tax changes do n o t take i n t o account the l i k e l y response o f f i n a n c i a l s t r u c t u r e and i t s e f f e c t s on f i n a n c i a l costs and, hence, on investment. The r e a l decisions o f f i r m s may i n f l u e n c e t h e i r f i n a n c i a l c o s t s through numerous channels. Even i f we take t h e view t h a t r e a l and f i n a n c i a l decisions may be t r e a t e d separately because t h e debt- to- equity r a t i o i s indeterminate, r e a l and f i n a n c i a l decisions are l i n k e d i n general e q u i l i b r i u m , since the r a t e of investment i s a f f e c t e d by the r a t e o f r e t u r n on savings. L i n k s between r e a l and f i n a n c i a l decisions are more d i r e c t i f f i n a n c i a l s t r u c t u r e i s determinate. The debt- to- equity r a t i o i s determinate i f tax r a t e s f a v o r debt, b u t there are r e a l costs t h a t increase w i t h the debt- to- equity r a t i o . Tax r a t e s f a v o r debt l a r g e l y because o f the i n t e r e s t d e d u c t i b i l i t y o f debt a t the corporate l e v e l and because o f the ( u n t i l r e c e n t l y ) low r a t e o f personal c a p i t a l - g a i n s t a x a t i o n . Agency problems o r increased p r o b a b i l i t y o f c o s t l y bankruptcy imply t h a t there a r e costs t o i n c r e a s i n g the debt- to- equity r a t i o . I n t h i s paper, we consider the i n t e r a c t i o n between the f i r m ' s choice o f c a p i t a l stock (and hence i t s r a t e o f investment) and i t s f i n a n c i a l costs. We focus on the debt- to- tangible- assets r a t i o r a t h e r than on the debt- to- equity ratio. I n o u r model, t h e c o s t of d e b t v a r i e s w i t h t h e d e b t - t o - t a n g i b l e - a s s e t s r a t i o , and p h y s i c a l c a p i t a l i s t h e o n l y t a n g i b l e a s s e t . G r e a t e r amounts o f p h y s i c a l c a p i t a l reduce t h e c o s t o f debt, s i n c e p h y s i c a l c a p i t a l i s u s e f u l as c o l 1a t e r a l . We a l s o consider t h e f i r m ' s choices o f o t h e r p r o d u c t i v e f a c t o r s . As S h a p i r o (1986) has p o i n t e d o u t , models t h a t consider c a p i t a l as t h e o n l y i n p u t t h a t i s c o s t l y t o a d j u s t conclude t h a t t h e c a p i t a l s t o c k must be q u i t e c o s t l y t o a d j u s t , s i n c e i t seems t o respond s l o w l y t o changes i n t h e expected profitability o f capital. We c o n s i d e r t h e f i r m ' s choices o f p r o d u c t i o n employment, hours o f p r o d u c t i o n workers, and nonproduction employment, a l o n g w i t h i t s choice o f f i n a n c i a l s t r u c t u r e and c a p i t a l s t o c k . The c o s t s o f changing these i n p u t s , i n c l u d i n g t h e change i n t h e debt c o s t , h e l p t o determine t h e response o f t h e c a p i t a l s t o c k t o a change i n t a x r a t e s . The e s t i m a t e s o f adjustment c o s t s i n d i c a t e whether t h e debt c o s t i s a s i g n i f i c a n t determinant o f the path o f the c a p i t a l stock. 11. Re1a t e d L i t e r a t u r e The h y p o t h e s i s t h a t t a x r a t e s f a v o r d e b t o v e r e q u i t y a t t h e f i r m l e v e l has g a i n e d wide acceptance. ' o f debt f o r corporations. The advantage i s due t o t h e i n t e r e s t d e d u c t i b i 1 it y Much r e c e n t work has analyzed t h e f i n a n c i n g c h o i c e when t h e r e a r e non- debt t a x s h i e l d s t h a t i n c r e a s e t h e p r o b a b i l i t y t h a t t h e i n t e r e s t t a x s h i e l d s may n o t be f u l l y u t i l i z e d (see, f o r example, Barnea, Talmor, and Haugen C19871 and Zechner and Swoboda C19861). Increased leverage, on t h e o t h e r hand, may i n c r e a s e agency c o s t s a s s o c i a t e d w i t h d e b t o r may i n c r e a s e t h e p r o b a b i l i t y o f bankruptcy. Estimates of t h e d i r e c t c o s t s o f bankruptcy, however, seem t o o low t o e x p l a i n observed f i n a n c i a l s t r u c t u r e s . Agency c o s t s a s s o c i a t e d w i t h d e b t may a r i s e f o r a v a r i e t y of reasons. Asset t y p e i s an i m p o r t a n t d e t e r m i n a n t of f i n a n c i a l s t r u c t u r e . S c o t t (1977) and Myers and M a j l u f (1984) have i n d i c a t e d t h a t s t o c k h o l d e r s may f i n d i t advantageous t o i s s u e secured debt. S c o t t p o i n t s o u t t h a t issuance o f secured d e b t reduces t h e p r o b a b i l i t y t h a t c e r t a i n c o s t s , such as l e g a l damages, w i l l be p a i d i n t h e event o f b a n k r u p t c y s i n c e t h e c l a i m s of secured c r e d i t o r s have priority. Myers and M a j l u f i n d i c a t e t h a t t h e r e may be c o s t s a s s o c i a t e d w i t h i s s u i n g s e c u r i t i e s i m p l i c i t l y backed by a s s e t s whose v a l u e i s more e a s i l y measured by i n s i d e r s than o u t s i d e r s . For b o t h of these reasons, t h e a v a i l a b i l i t y o f assets t h a t can serve as c o l l a t e r a l enhances t h e v a l u e o f equity. This i s s i m i l a r t o arguments made by Myers (1977) t h a t r e l i a n c e on " assets i n p l a c e " versus growth o p p o r t u n i t i e s enhances e q u i t y v a l u e s i n c e t h e v a l u e o f assets i n p l a c e i s l e s s dependent on d i s c r e t i o n a r y investment.' Many e m p i r i c a l i n v e s t i g a t i o n s o f investment d e c i s i o n s u t i l i z e t h e q t h e o r y o f investment as t h e i r framework. E a r l y work by Summers (1980) and Hayashi (1982) assumed t h a t t h e c a p i t a l s t o c k was t h e o n l y i n p u t t h a t was c o s t l y t o adjust. However, Shapiro (1986) and Kokklenberg (1984) c o n s i d e r i n t e r r e l a t e d f a c t o r demands. I n these s t u d i e s , r e a l resources a r e absorbed when any productive i n p u t i s adjusted. These models i m p l y a much r i c h e r p i c t u r e o f f i r m s ' response t o changes i n i n t e r e s t r a t e s , t a x r a t e s , o r o t h e r f a c t o r s t h a t a l t e r the r e t u r n t o c a p i t a l . 111. The Model We analyze a p a r t i a l e q u i l i b r i u m model o f investment where t h e f i r m maximizes t h e expected market v a l u e of i t s e q u i t y . The market v a l u e o f e q u i t y i s t h e p r e s e n t d i s c o u n t e d v a l u e o f t h e d i v i d e n d s t o be r e c e i v e d b y t h e shareholders. Shareholders d i s c o u n t f u t u r e d i v i d e n d s a t t h e a f t e r - t a x r e q u i r e d r a t e o f r e t u r n on e q u i t y . I n Appendix A, we show t h a t t h i s o b j e c t i v e a t t i m e 0 can be w r i t t e n as max -S~@*(T)~T y(t>dt zoEo = f.;e where 8*t = ( p + pt)/(l - yt = (1 - zYt) DIVt/(l - p = the a f t e r- t a x r e a l r a t e o f r e t u r n required by stockholders pt = t h e expected r a t e o f i n f l a t i o n i n commodity p r i c e s TC, = marginal personal c a p i t a l g a i n s t a x r a t e T, = Tct) T C ~ ) marginal personal d i v i d e n d t a x r a t e DIV,= t h e d i v i d e n d z = t h e p r i c e o f e q u i t y shares i n terms o f goods E = t h e number o f e q u i t y shares We assume t h a t t h e a f t e r - t a x r e a l r e q u i r e d r a t e o f r e t u r n on e q u i t y p, the tax rates the f i r m . T, and T, t, and t h e r a t e o f in f 1a t i o n a r e exogenous t o I n t h e s e c t i o n on e s t i m a t i o n we d i s c u s s e x p e c t a t i o n f o r m a t i o n and i n f o r m a t i o n a l assumptions. The f i r m ' s r e a l and f i n a n c i a l d e c i s i o n s a t t h e s t a r t o f period t w i l l n o t influence 8*t, the a f t e r - t a x r a t e o f r e t u r n r e q u i r e d by shareholders. Rather, t h e y i n f l u e n c e y t , t h e d i v i d e n d a d j u s t e d f o r taxes. IV. Financial Structure We assume t h a t t h e r e i s no a d d i t i o n a l e q u i t y i s s u e and t h a t t h e f i r m minimizes i t s f i n a n c i a l c o s t s by choosing between d e b t and r e t a i n e d e a r n i n g s . A t t h e margin, t h e c o s t s o f debt and r e t a i n e d e a r n i n g s w i l l be equal t o t h e firm. Tax r a t e s f a v o r debt, b u t t h e d e b t c o s t i n c r e a s e s w i t h t h e r a t i o o f debt t o t a n g i b l e a s s e t s . The f i r m ' s f i n a n c i a l and investment d e c i s i o n s t h u s a f f e c t t h e d e b t c o s t by i n f l u e n c i n g t h e d e b t - t o - t a n g i b l e - a s s e t s r a t i o . The c o n d i t i o n t h a t t a x r a t e s f a v o r debt o v e r r e t a i n e d earnings can be w r i t t e n as where SO = b e f o r e - t a x c o s t o f d e b t issued a t t i m e 0. The c o s t t o s t o c k h o l d e r s o f one d o l l a r o f r e t a i n e d e a r n i n g s a t time 0 i s t h e foregone one d o l l a r o f d i v i d e n d s . i s the l e f t side o f expression (4). The p r e s e n t v a l u e o f t h i s c o s t The c o s t o f one d o l l a r o f debt i s s u e d a t t i m e 0 i s t h e r e d u c t i o n i n d i v i d e n d s p a i d a t t i m e 1. The present value o f t h i s cost i s the r i g h t side o f expression (4), using the d e f i n i t i o n o f 8* and SO, and t a k i n g i n t o account t h e r e d u c t i o n i n t h e r e a l d e b t burden due t o i n f l a t i o n . An i n t e r i o r s o l u t i o n f o r t h e f i r m ' s f i n a n c i a l s t r u c t u r e a r i s e s f r o m t h e combination o f e x p r e s s i o n (4) and t h e assumption t h a t t h e before- tax c o s t of d e b t i n c r e a s e s w i t h t h e debt- to- tangi ble- assets r a t i o . The before- tax c o s t of d e b t i s s u e d i n p e r i o d t i s w r i t t e n as st = [a + vl(Bt/[(Kt))1Bt where t, Bt = book v a l u e o f debt i s s u e d a t t h e s t a r t o f p e r i o d Kt = n e t s t o c k o f p h y s i c a l c a p i t a l i n p l a c e a t t h e s t a r t o f p e r i o d t, and E(K,)= book v a l u e o f K t . a and v l a r e parameters t o be estimated. We assume t h a t a l l debt i s r o l l e d o v e r each p e r i o d and t h a t i n t e r e s t i s p a i d each p e r i o d on t h e e n t i r e s t o c k o f debt. C o n d i t i o n (5) i n d i c a t e s t h a t t h e before- tax c o s t o f d e b t v a r i e s w i t h t h e r a t i o o f t h e book v a l u e o f d e b t t o t h e book v a l u e o f t h e physical c a p i t a l stock. [(Kt), We assume t h a t the book value o f physical c a p i t a l , i s a f u n c t i o n o f the n e t stock o f physical c a p i t a l , K t . [ ( K t > and Kt w i l l d i f f e r f o r a v a r i e t y o f reasons; f o r example, book d e p r e c i a t i o n i s n o t n e c e s s a r i l y equal t o physical d e p r e c i a t i o n . we assume t h a t the r a t i o between S ( K t ) and K t , A t = S(Kt)lKt, i s known t o t h e f i r m , although i t v a r i e s through time. d i r e c t l y and thus chooses [(Kt) V. However, The f i r m chooses Kt indirectly. Factor Demands Following Shapiro (19861, we assume t h a t the production f u n c t i o n i s given by log y t = a. + a K l o g K t + a L l o g L t + a H l o g H t + a N l o g N t - . S [ g ~ ~ ( K t + l - d t K , ) ' + ~ L L ( L ~ - q t - i L t - 1 )+' + 1' ~ H H ( H ~ - H t - 1 gNN(Nt-Nt-,)'l + a , t + c t where y t = real output, K t = physical c a p i t a l stock a t beginning o f p e r i o d t, Lt = production employment i n p e r i o d t, H t = weekly hours per production worker i n p e r i o d t, N t = nonproduction employment i n p e r i o d t, dt = one minus the physical d e p r e c i a t i o n r a t e o f c a p i t a l , q t = one minus the q u i t r a t e , and e t = shock t o the production f u n c t i o n . Here the costs o f gross adjustments i n the l e v e l o f the f a c t o r s are expressed i n terms o f o u t p u t losses. We have assumed t h a t f a c t o r demands are not i n t e r r e l a t e d ; the cost o f a d j u s t i n g a s i n g l e i n p u t does n o t depend on changes i n t h e o t h e r i n p u t s . The e m p i r i c a l r e s u l t s o f Shapiro and Kokklenberg have been i n c o n c l u s i v e r e g a r d i n g the s i g n i f i c a n c e o f such i n t e r r e l a t e d n e s s . The p r o d u c t i v e time l o s t because o f r e o r g a n i z i n g production and i n s t a l l i n g equipment should vary w i t h n e t investment p l u s depreciation, n o t j u s t w i t h n e t investment, since e m p i r i c a l l y i t may be d i f f i c u l t t o d i s t i n g u i s h between the two. S i m i l a r l y , costs a r e i n c u r r e d i n t r a i n i n g new employees even if the l e v e l o f p r o d u c t i o n employment i s unchanged. The cost o f t r a i n i n g new employees i s d i s t i n c t f r o m the costs o f i n c r e a s i n g hours per employee (such as overtime). The c o s t o f p r o d u c t i o n and nonproduction employment i s expressed as Wt*LtHt + f k L t + (7) f:N, where = wage r a t e f o r p r o d u c t i o n workers i n c l u s i v e o f overtime, Wt* : f: = f nonwage c o s t o f a p r o d u c t i o n worker, and = c o s t o f a nonproduction worker. w , i s t h e overtime premium. costs. f: and f: are nonwage For nonproduction workers, f: i n c l u d e s s a l a r i e s and f r i nge b e n e f i t s . For p r o d u c t i o n workers, f: i n c l u d e s o n l y f r i n g e b e n e f i t s . The wage b i l l , o r v a r i a b l e c o s t o f p r o d u c t i o n employment, i s w r i t t e n as W,*LtHt = WtLtCHt + wo + wl(Ht-H*t)l (8) where H T = l e v e l o f hours a t which overtime s t a r t s , Ht-Ht* = overtime hours per p r o d u c t i o n employee, and Wt = wage r a t e f o r p r o d u c t i o n workers e x c l u s i v e o f overtime. w o and w , are parameters t o be e ~ t i m a t e d . ~w , should be p o s i t i v e i f the wage b i l l i s t o increase w i t h overtime hours. This f o r m u l a t i o n suggests t h a t any "slow" adjustment i n hours may be p a r t i a l l y due t o an i n c r e a s e i n t h e wage r a t e as o v e r t i m e hours r i s e . Gross changes i n t h e l e v e l o f investment, K t , a r e f i n a n c e d t h r o u g h d e b t i s s u e , r e t a i n e d e a r n i n g s , o r t h e decrease i n t h e r e a l debt burden due t o inflation. D t I t = REt T h i s i s expressed i n c o n d i t i o n ( 9 ) . + (Bt+1 - Bt) + ptBt (9) where 13, i s t h e r e l a t i v e p r i c e o f investment goods. I n a d d i t i o n , t h e f i r m r e c e i v e s an investment t a x c r e d i t , I T C t , on each d o l l a r o f investment e x p e n d i t u r e a t t i m e t and i s a b l e t o deduct d e p r e c i a t i o n expenses i n accordance w i t h t h e t a x code. Below, Dt equals t h e p r e s e n t d i s c o u n t e d value o f a l l d e p r e c i a t i o n deductions a s s o c i a t e d w i t h one d o l l a r o f investment a t time t. T o t a l revenue i s a t y t , where at i s t h e p r i c e o f o u t p u t a t t i m e t. T o t a l revenue e q u a l s t h e sum o f wages, nonwage payments t o l a b o r , taxes, i n t e r e s t , d i v i d e n d s , and r e t a i n e d e a r n i n g s . I n appendix A, expressions (6), (71, (81, and ( 9 ) a r e used t o s o l v e f o r t h e d i v i d e n d . Using these r e s u l t s , a d i s c r e t e t i m e v e r s i o n o f e x p r e s s i o n (11, t h e market v a l u e o f e q u i t y a t t i m e 0, i s w r i t t e n as Here i n f l a t i o n has complex e f f e c t s on investment, as we would expect g i v e n p r e v i o u s i n v e s t i g a t i o n s (see F e l d s t e i n [ I 9 8 7 1 and C h i r i n k o C19871). First, t h e investment t a x c r e d i t i s based on t h e h i s t o r i c a l c o s t of investment goods, n o t r e a l expenditures. Second, d e p r e c i a t i o n deductions a r e a l s o based on h i s t o r i c a l c o s t r a t h e r than on t h e replacement c o s t . Third, t h e expression f o r the dividend includes a term, ptBt, t h a t roughly accounts f o r the f a c t t h a t i n f l a t i o n erodes the r e a l debt burden. VI. Optimal Factor Demands and F i n a n c i a l S t r u c t u r e A t the beginning o f p e r i o d t = 0,1,2,3, ... the f i r m maximizes the expected value o f V t c o n d i t i o n a l on i n f o r m a t i o n a v a i l a b l e a t the s t a r t o f p e r i o d t and i n i t i a l c o n d i t i o n s , Kt Bt = B,. = Kt, L t - l = L t - , , N t - l = N t - l , Ht-l = Ht-,, and Since B t and Kt a r e given a t the s t a r t o f p e r i o d t, the f i r m chooses B t + , and K t + , as w e l l as L t , Nt, and H,. The f o l l o w i n g f i r s t - o r d e r c o n d i t i o n s h o l d f o r a l l t = 0,1,2, ... : l i m a(Et-,VT) = 0 TaLT l i m a(Et-,VT) TaH T = 0 l i m a(Et-IVT) = 0 TaNT l i m a(Et-lVT) = 0 a6T l i m a(Et-IVT) = 0 TaKT Each E u l e r equation r e q u i r e s t h a t i t i s n o t p o s s i b l e t o increase expected market value by f u r t h e r increases i n K t , L t , N t , H t , o r B,. e x p e c t a t i o n terms, marginal b e n e f i t equals marginal c o s t . In The choices of K t , L t , N t , and H, depend d i r e c t l y on t h e e x p e c t a t i o n o f t h e i r values i n the n e x t p e r i o d , because adjustment c o s t s i n p e r i o d t + l depend on t h e change between p e r i o d s . As I demonstrate i n appendix B, expression (14) s t a t e s t h a t t h e expected c o s t o f funds i s e q u a l i z e d between r e t a i n e d earnings and debt issue. The choices o f debt and p h y s i c a l c a p i t a l a r e l i n k e d through t h e i r j o i n t impact on t h e c o s t o f debt. An i n c r e a s e i n K t + l i m p l i e s adjustment c o s t s b u t increases p e r i o d t cash f l o w v i a d e p r e c i a t i o n deductions and investment t a x credits. Increases i n K t + l increase p e r i o d t + l o u t p u t , b u t the o v e r a l l impact o f an increase i n K t + l on p e r i o d t+l cash f l o w a l s o depends on t h e f u t u r e choice o f K t + 2 . The i n i t i a l c o n d i t i o n s , t h e t r a n s v e r s a l i t y c o n d i t i o n s , (16) through (20), and the Euler equations, (11) through ( I S ) , w i l l i m p l y a unique s o l u t i o n path when combined w i t h the assumptions t h a t 0 < 1/(1+8*) < 1, and t h a t the p r o d u c t i o n f u n c t i o n i s concave and twice continuously d i f f e r e n t i a b l e i n K, L, N, and H (see Lucas and P r e s c o t t C19711). Estimation VII. We estimate the parameters of t h e production f u n c t i o n and the debt c o s t f u n c t i o n w i t h o u t s o l v i n g f o r the f i r m ' s d e c i s i o n r u l e s d i r e c t l y . We u t i l i z e a v e r s i o n o f Hansen and S i n g l e t o n ' s (1982) Generalized Instrumental V a r i a b l e s Estimator, which, given o u r assumptions, i s i d e n t i c a l t o o r d i n a r y n o n l i n e a r three- stage l e a s t squares. This approach presents b o t h advantages and disadvantages. Decision r u l e s can be d e r i v e d i f , i n a d d i t i o n t o the assumptions mentioned above t h a t guarantee uniqueness, 1 ) p r i c e s and a l l o t h e r v a r i a b l e s exogenous t o the f i r m f o l l o w covariance s t a t i o n a r y s t o c h a s t i c processes known t o t h e firm, 2) the r a t e used t o discount the future, 8*, i s constant, and 3) t h e production function i s quadratic. I n appendix B, I show how under these c o n d i t i o n s the Euler equations can be solved t o show t h a t the f i r m ' s d e c i s i o n s are r e l a t e d t o i t s expectations o f v a r i a b l e s t h a t a r e n o t i n the i n f o r m a t i o n set. Although the f i r m makes f o r e c a s t s o f i t s f u t u r e decisions based on i t s forecasts o f f u t u r e p r i c e s , taxes, etc., i t s a c t u a l choices o f f u t u r e i n p u t l e v e l s w i l l be made a f t e r a d d i t i o n a l i n f o r m a t i o n has been received. Because our d i s c o u n t r a t e v a r i e s over time, we do n o t u t i l i z e the d e c i s i o n r u l e technique. However, d i r e c t l y e s t i m a t i n g the Euler equations e n t a i l s a loss o f e f f i c i e n c y . The d e c i s i o n r u l e method u t i l i z e s more i n f o r m a t i o n by imposing t h e cross- equation r e s t r i c t i o n s between t h e s t o c h a s t i c processes, I t may g e n e r a t i n g t h e f o r c i n g v a r i a b l e s and t h e d e c i s i o n r u l e s themselves. appear t h a t t h e E u l e r e q u a t i o n method a v o i d s t h e need t o s p e c i f y t h e s t o c h a s t i c processes g e n e r a t i n g t h e f o r c i n g v a r i a b l e s . However, Garber and King (1983) n o t e t h a t E u l e r e q u a t i o n e s t i m a t i o n r e q u i r e s i n f o r m a t i o n a l assumptions s i m i l a r t o those o f c o n v e n t i o n a l simultaneous equations t h e o r y . Garber and K i n g p o i n t o u t t h a t E u l e r e q u a t i o n methodology does n o t a v o i d the need t o s p e c i f y t h e d e t a i l s o f t h e g e n e r a l e q u i l i b r i u m i n which economic agents make t h e i r d e c i s i o n s . I n t h e i r g e n e r a l e q u i l i b r i u m model, i d e n t i f i c a t i o n and e s t i m a t i o n d i f f i c u l t i e s a r i s e when t h e e c o n o m e t r i c i a n i s unable t o observe s h i f t s i n a g e n t s ' o b j e c t i v e s . I n o u r case, t h e problem may a r i s e i f t h e r e a r e a c t u a l l y shocks t o preferences b u t n o t p r o d u c t i o n . Then, as a r e s u l t o f h a v i n g i n c o r r e c t l y s p e c i f i e d t h e shocks, we may end up e s t i m a t i n g p r e f e r e n c e parameters r a t h e r t h a n p r o d u c t i o n parameters. The f o r m o f t h e s t o c h a s t i c E u l e r e q u a t i o n s (11) t h r o u g h (15) tends n a t u r a l l y t o suggest use o f t h e " g e n e r a l i z e d i n s t r u m e n t a l v a r i a b l e s e s t i m a t o r " proposed by Hansen and S i n g l e t o n (1982). Note t h a t i f Et-lh(Xt, 8) = 0, (21 where X t i s t h e m a t r i x o f a l l endogenous and exogenous v a r i a b l e s and 8 is t h e v e c t o r o f parameters, t h e n t h e p r o d u c t of each such E u l e r e q u a t i o n and i n s t r u m e n t s i n t h e i n f o r m a t i o n s e t i s a l s o zero: Et-lh(Xt, g * Z t = 9. (22 S u b s t i t u t i n g f o r v a r i a b l e s unknown a t t i m e t i n t h e E u l e r e q u a t i o n s y i e l d s h(Xt, 8 ) * Z t = g t . Equation (24) suggests why i t i s n a t u r a l t o i n t e r p r e t t h e g t s as (23) forecast e r r o r s . Et-,{h(Xt,e) - Et-lCh(Xt, The e s t i m a t o r o f 8)I) = 0. (24) 8 suggested by Hansen and S i n g l e t o n minimizes a weighted sum o f t h e p r o d u c t s o f t h e i n s t r u m e n t s and h(Xt,g>. They d e r i v e t h e w e i g h t i n g m a t r i x t h a t minimizes asymptotic standard e r r o r s even under conditional heteroscedasticity. I assume c o n d i t i o n a l h o m o s c e d a s t i c i t y o f t h e e t s i n s t e a d , and hence u t i l i z e n o n l i n e a r three- stage l e a s t squares. As i n s t r u m e n t s I u t i l i z e t h e v a r i a b l e s l i s t e d a t t h e t o p o f t a b l e 1 . These i n c l u d e a l l v a r i a b l e s dated t-1 b u t none dated t . Since a l l v a r i a b l e s dated t a r e r e a l i z e d average values o v e r p e r i o d t, t h e y cannot be i n t h e f i r m ' s information set a t the s t a r t o f period t. This a p p l i e s even t o t h e t a x r a t e s , investment t a x c r e d i t , and d e p r e c i a t i o n d e d u c t i o n schedules. values o f f u t u r e endogenous v a r i a b l e s a r e n o t known a t t i m e t. Thus, t h e Their values w i l l be chosen a t t h e b e g i n n i n g o f t h e n e x t p e r i o d , a f t e r new i n f o r m a t i o n has been r e c e i v e d b y t h e f i r m . I f t h e r e a r e s p e c i f i c a t i o n e r r o r s , then t h e e t s a r e more than f o r e c a s t e r r o r s . Instruments dated t are n o t v a l i d i f the s p e c i f i c a t i o n e r r o r component i s s e r i a l l y c o r r e l a t e d . For t h e system s t u d i e d , 104 o b s e r v a t i o n s and 11 parameters w i l l be estimated. I assume t h e e r r o r terms may be c o r r e l a t e d contemporaneously across equations b u t n o t through time. The e x p r e s s i o n f o r t h e wage b i l l (8) i s e s t i m a t e d a l o n g w i t h t h e E u l e r equations, expressions (11) through (15). Since t h e E u l e r e q u a t i o n f o r debt c o n t a i n s no c u r r e n t endogenous v a r i a b l e s , I exclude t h a t e q u a t i o n f r o m e s t i m a t i o n . I n order t o u t i l i z e the appropriate r o u t i n e i n t h e Time S e r i e s Processor ( V e r s i o n 4.01, I " s o l v e " each E u l e r e q u a t i o n f o r t h e corresponding f u t u r e endogenous v a r i a b l e . Thus, t h e l e f t - s i d e v a r i a b l e s f o r t h e transformed E u l e r equations a r e L t + l , Ht,l, N,,,, and K t + * . Data a r e d e s c r i b e d i n appendix C. VIII. Results The parameter estimates and a l i s t o f t h e instruments are presented i n t a b l e 1. The sets o f s t a r t i n g values, a l l o f which l e d t o the same estimates, are a v a i l a b l e from the author. Except where otherwise noted, I r e f e r below t o the r e s u l t s o f o n e - t a i l e d t t e s t s o f the hypothesis t h a t the parameters are zero, w i t h t h e a l t e r n a t i v e hypothesis t h a t the parameters are p o s i t i v e . Of the 11 parameters estimated, f i v e are s i g n i f i c a n t a t the 5 percent l e v e l . Both parameters i n the wage b i l l f u n c t i o n , expression (81, a r e significant. w o i s s i g n i f i c a n t a t the 10 percent l e v e l and w , s i g n i f i c a n t a t the 5 percent l e v e l . .5, The estimate o f w , , 0.475, is i s near the t y p i c a l overtime premium. The estimates o f gNN and g K K are both s i g n i f i c a n t a t the 5 percent level. N e i t h e r g L L nor gHH, however, i s s i g n i f i c a n t a t the 10 p e r c e n t level. This confirms S h a p i r o ' s r e s u l t s t h a t the o n l y s i g n i f i c a n t c o s t s t o a d j u s t i n g the l e v e l o f p r o d u c t i o n employment and hours are the a d d i t i o n a l wages o r s a l a r i e s . O f the o u t p u t e l a s t i c i t i e s , o n l y the e l a s t i c i t y o f o u t p u t w i t h r e s p e c t t o L, aL, and the e l a s t i c i t y o f o u t p u t w i t h respect t o N, a ~ , a r e s i g n i f i c a n t l y d i f f e r e n t from zero. level. Both a r e s i g n i f i c a n t a t t h e 5 p e r c e n t F o l l o w i n g Shapiro, I i n t e r p r e t t h e reasonableness o f t h e estimates by c a l c u l a t i n g t h e i m p l i e d changes i n q u a r t e r l y f l o w s a t q u a r t e r l y r a t e s i n 1967 d o l l a r s u s i n g the estimated parameters and a r i t h m e t i c averages o f v a r i a b l e s . , For example, u s i n g average values of y and L and the estimate of a ~ I c a l c u l a t e t h a t the increase i n o u t p u t , gross o f adjustment costs, due t o an e x t r a m i l l i o n p r o d u c t i o n employees i s $1.7 b i l l i o n . This amounts t o $6,800 per p r o d u c t i o n employee per year. I t i s u s e f u l t o compare the o u t p u t and costs o f i n c r e a s i n g p r o d u c t i o n l a b o r i n p u t v i a increases i n L versus increases i n H. F i r s t , note t h a t a one-mi 11i o n i n c r e a s e i n p r o d u c t i o n employment increases q u a r t e r l y hours by 524.87 m i l l i o n . Since t h i s i n c r e a s e o f 524.87 m i l l i o n hours i n c r e a s e s o u t p u t by $1.7 b i 11i o n , i n c r e a s i n g p r o d u c t i o n employment so as t o i n c r e a s e hours by one m i l l i o n hours would i n c r e a s e o u t p u t b y $3.25 m i l l i o n . The i n c r e a s e i n compensation r e q u i r e d f o r these a d d i t i o n a l employees i s c a l c u l a t e d from t h e wage b i l l as W ~ E H , + W , + ~ ~ ( H , - H ~ * > I and f r o m t h e f i x e d c o s t component, The c o s t o f i n c r e a s i n g t o t a l hours per q u a r t e r by one m i l l i o n t h r o u g h i n c r e a s e s i n p r o d u c t i o n employment i s $3.82 m i l l i o n . Increasing quarterly hours by one m i l l i o n v i a increases i n hours p e r employee r e q u i r e s an i n c r e a s e of $4.9 m i l l i o n i n compensation. T h i s i s c a l c u l a t e d f r o m t h e e x p r e s s i o n f o r t h e wage b i l l as WtL,(l+wl). I g n o r i n g any adjustment c o s t s f o r H o r L, t h e lower compensation c o s t f o r L compared w i t h H i m p l i e s t h a t i t i s cheaper t o h i r e and l a y off i n c r e a s e d demand v i a increased hours. The e s t i m a t e o f ~ N t h a n t o meet iNm p l i e s t h a t a o n e - m i l l i o n change i n nonproduction employment e n t a i l s . $ I 2 b i l l i o n i n q u a r t e r l y adjustment c o s t s . The f i x e d c o s t o f one m i l l i o n n o n p r o d u c t i o n employees i s $7.97 b i l l i o n , w h i l e t h e a d d i t i o n a l o u t p u t a t t r i b u t e d t o these workers i s $7.16 b i l l i o n . The average l e v e l o f f: i m p l i e s t h a t each n o n p r o d u c t i o n employee was p a i d an average o f almost $32,000 p e r y e a r o v e r t h e sample p e r i o d . The e s t i m a t e o f g K K i m p l i e s t h a t changing t h e c a p i t a l s t o c k b y $1 b i 11i o n e n t a i l s adjustment c o s t s o f $1.22 b i l l i o n . The e s t i m a t e ' o f aK i s n o t s i g n i f i c a n t a t t h e 10 p e r c e n t l e v e l ; t h e e s t i m a t e o f v 1 i s s i g n i f i c a n t b u t negative. S i n c e e x p l a i n i n g t h e p h y s i c a l c a p i t a l c h o i c e i s a p r i m a r y focus i n t h i s paper, t h e i m p l a u s i b i l i t y o f t h e e s t i m a t e s o f aK and v l i s d i s c o u r a g i n g . To see i f t h e i n c l u s i o n o f t h e v l t e r m was r e s p o n s i b l e f o r t h e insignificance o f the estimate o f a ~ I , excluded t h e v, t e r m and e s t i m a t e d t h e Euler equation f o r physical c a p i t a l . The r e s u l t s , g i v e n i n t a b l e 2, i n d i c a t e t h a t w i t h o u t t h e v l term, t h e e s t i m a t e o f aK remains i m p l a u s i b l e ; a ~ s h o u l d be s i g n i f i c a n t and p o s i t i v e . I a l s o c o n s i d e r t h e p o s s i b i l i t y t h a t I have m i s s p e c i f i e d t h e impact of i n f l a t i o n on investment. As i n d i c a t e d p r e v i o u s l y , i n f l a t i o n a f f e c t s i n v e s t m e n t t h r o u g h i t s impact on d e p r e c i a t i o n deductions, on investment t a x c r e d i t s , on t h e r e a l d e b t burden f a c i n g t h e f i r m , and on t h e c o s t o f d e b t . The s e r i e s f o r ITC and D a r e based on a c t u a l d e d u c t i o n s and c r e d i t s and a r e i n f l u e n c e d by i n f l a t i o n . I have n o t , however, modeled t h e i m p a c t o f i n f l a t i o n on t h e c o s t o f d e b t i n e x p r e s s i o n (5). Since i n f l a t i o n r a t e s seemed t o s h i f t i n t h e l a t e 1960s, one crude way t o c o n t r o l t h e e f f e c t o f i n f l a t i o n i s by s p l i t t i n g t h e sample p e r i o d . Table 2 presents the r e s u l t s o f the estimation o f the Euler equation f o r physical c a p i t a l w i t h t h e sample p e r i o d s p l i t a t t h e end o f t h e second q u a r t e r o f 1968. The s i g n o f t h e e s t i m a t e of v l i s p o s i t i v e i n b o t h subperiods and i s s i g n i f i c a n t a t t h e 5 p e r c e n t l e v e l i n t h e e a r l i e r subperiod. i s n e g a t i v e b u t s i g n i f i c a n t i n b o t h subperiods. The s i g n o f aK I n a d d i t i o n , Chow t e s t s i n d i c a t e r e j e c t i o n o f the hypothesis t h a t the c o e f f i c i e n t s are constant across t h e t w o subperiods. T h i s r e s u l t o b t a i i i s whether o r n o t t h e v , term i s excluded. IX. Conclusions T h i s paper has p r e s e n t e d a p a r t i a l e q u i l i b r i u m model o f a r e p r e s e n t a t i v e f i r m maximizing t h e expected v a l u e o f i t s e q u i t y v i a i t s c h o i c e of p r o d u c t i o n l a b o r , nonproduction l a b o r , hours o f p r o d u c t i o n l a b o r , c a p i t a l s t o c k , and d e b t issue. I t d i f f e r s from o t h e r e f f o r t s by i t s more complete treatment o f t h e choice o f f i n a n c i a l s t r u c t u r e . The f i n a n c i n g choice a f f e c t s t h e p a t h o f t h e c a p i t a l stock i n the t h e o r y presented. The Euler equations, t o g e t h e r w i t h an equation i n d i c a t i n g how t h e average wage r a t e v a r i e s w i t h overtime hours, a r e estimated w i t h i n s t r u m e n t a l v a r i a b l e s . Of e m p i r i c a l s t u d i e s of adjustment costs, t h i s study i s c l o s e s t t o t h a t o f Shapiro.' Shapiro, however, assumes t h a t overtime s t a r t s a t 40 hours w h i l e I assume t h a t overtime s t a r t s a t a l e v e l t h a t v a r i e s i n each p e r i o d . This d i f f e r e n c e i n s p e c i f i c a t i o n may e x p l a i n why S h a p i r o ' s estimate o f aH i s s i g n i f i c a n t w h i l e mine i s 'not. Shapiro a l s o f i n d s aK t o be s i g n i f i c a n t , p o s s i b l y because he uses t h e Treasury b i l l r a t e p l u s 3 percent as 8*, w h i l e I c o n s t r u c t 8* t o i n c o r p o r a t e t a x r a t e s and i n f l a t i o n . The i n s i g n i f i c a n c e o f aK and t h e "wrong" s i g n f o r v l suggest t h a t t h e t h e model i n t h i s paper i s misspecified. A crude attempt t o c o n t r o l f o r t h e e f f e c t o f i n f l a t i o n on t h e estimates o f a ~ and v l suggests t h a t m i s s p e c i f i c a t i o n may i n v o l v e t h e measurement o f t h e impact o f i n f l a t i o n on investment. The s i g n o f a ~ however, , remains i m p l a u s i b l e f o r each subperiod; an i n c r e a s e i n t h e s t o c k o f p h y s i c a l c a p i t a l should increase o u t p u t . Further work w i l l be aimed a t i s o l a t i n g t h e f a c t o r s r e s p o n s i b l e for these r e s u l t s . t e n t a t i v e conclusion may be t h a t t h e r e s u l t s o f o t h e r s t u d i e s need t o be q u a l i f i e d by t h e i r assumptions about tfie e f f e c t o f f i n a n c i a l s t r u c t u r e on investment decisions. A -1 8- Glossary o f Terms 8* = t h e " d i s c o u n t r a t e " a p p l i c a b l e t o q u a r t e r t cash f l o w p = f i x e d r e a l r a t e o f r e t u r n r e q u i r e d by s t o c k h o l d e r s p, = r a t e o f commodity p r i c e i n f l a t i o n r,, = m a r g i n a l personal r a t e o f c a p i t a l g a i n s t a x a t i o n T, = m a r g i n a l personal r a t e o f d i v i d e n d income t a x a t i o n T,, = corporate p r o f i t s tax r a t e DIV, = the dividend yt = cash f l o w y, = r e a l output o f manufacturing Kt = p h y s i c a l c a p i t a l s t o c k a t t h e s t a r t of p e r i o d t L, = l e v e l o f p r o d u c t i o n employment i n p e r i o d H, = Nt = l e v e l o f n o n p r o d u c t i o n employment d = one minus t h e q u a r t e r l y r a t e o f p h y s i c a l d e p r e c i a t i o n o f t h e p h y s i c a l t weekly hours p e r p r o d u c t i o n worker capi t a l stock qt = one minus t h e q u i t r a t e S(Kt3= book v a l u e o f t h e s t o c k o f p h y s i c a l c a p i t a l B, = book v a l u e o f d e b t H*, = l e v e l o f weekly hours p e r employee a t which o v e r t i m e s t a r t s W*, = h o u r l y wage r a t e i n c l u s i v e o f o v e r t i m e payments Wt = hourlywage r a t e e x c l u s i v e o f overtime f: = f: = t h e f i x e d c o s t o f a n o n p r o d u c t i o n worker at = m a n u f a c t u r i n g o u t p u t p r i c e index t h e f i x e d c o s t o f a p r o d u c t i o n worker Bt = ct = shock t o t h e p r o d u c t i o n f u n c t i o n Dt = present value investment goods p r i c e index o f d e p r e c i a t i o n deductions ITCt = investment t a x c r e d i t Table 1 The I n s t r u m e n t s ~ ~ t - 1~ ,p t - 1 , Ht-1, Nt-1, 9*t-I, fk-1, ~ c t - 1 , qt-1, K t , Bt,S(Kt), time(trend1, l(constant), Wt-l, (Ht-1-H * t-I), Dt-I, ITCt-1, Bt-1, yt-l, f!-l. Estimates o f Parameters i n t h e E u l e r Equations and t h e Wage B i l l (expressions C111, C121, C131, C151, and C81) i n t e r c e p t i n wage b i l l f u n c t i o n o v e r t i m e premium p r o d u c t i o n worker e l a s t i c i t y p r o d u c t i o n hours e l a s t i c i t y n o n p r o d u c t i o n worker e l a s t i c i t y physical capital e l a s t i c i t y p r o d u c t i o n l a b o r adjustment c o s t hours adjustment c o s t n o n p r o d u c t i o n worker adjustment c o s t c a p i t a l adjustment c o s t marginal cost o f borrowing w i t h r e s p e c t t o book d e b t l b o o k c a p i t a l NOTE: Asymptotic t - s t a t i s t i c s a r e i n parentheses. Number o f o b s e r v a t i o n s : 104. Table 2 Estimates of Parameters in the Euler Equation for Physical Capital, Expression (15) Period: 1954:IIIQ-1968:IIQ 1968:IIIQ-198O:IIQ Estimates Including v l Parameter SSR 7.328 6.813 NOBS 56 48 Parameter 1954:IIIQ-198O:IIQ Estimates Excluding v l aK SSR NOBS NOTE: Asymptotic t-statistics are in parentheses. SSR: Sum of squared residuals. NOBS: Number of observations. 22.261 104 Footnotes 1. Haugen and Senbet (1986) p r o v i d e a u s e f u l r e v i e w o f t h i s l i t e r a t u r e . 2. The t h e o r e t i c a l importance o f c o l l a t e r a l i n a general e q u i l i b r i u m model has been i n v e s t i g a t e d by Bernanke and G e r t l e r (1986). I n t h e i r model, t h e agency c o s t o f investment i s lower w i t h g r e a t e r c o l l a t e r a l . 3. I assume t h a t a l l workers work H,* use, H, - H,* i s always p o s i t i v e . s t r a i g h t - t i m e hours. With t h e d a t a I 4. w, i s i n c l u d e d t o p e r m i t a more general s p e c i f i c a t i o n of t h e response o f o v e r t i m e wages t o an i n c r e a s e i n hours. 5. S h a p i r o ' s study d i f f e r s f r o m t h a t mine i n t h a t he 1) imposes ar + a L + aN = 1, 2 ) uses a d i f f e r e n t l i s t o f instruments, 3) uses a d i f f e r e n t measure o f t h e c o s t o f c a p i t a l , 4) assumes t h a t m a x i m i z a t i o n o f t h e market v a l u e o f d e b t p l u s e q u i t y i s t h e o b j e c t i v e o f t h e f i r m , i m p l y i n g t h a t T, and T, do n o t e n t e r t h e problem, and 5) s p e c i f i e s t h e wage b i l l f u n c t i o n d i f f e r e n t l y . \ Appendi x A Here we d e r i v e expression (1) i n the t e x t . This d e r i v a t i o n f o l l o w s Summers ( 1 980). The r e t u r n on the e q u i t y o f t h e f i r m has two components. a f t e r - t a x c a p i t a l gains - 1 . (1--r,)V. One i s The o t h e r i s a f t e r - t a x dividends 1The t o t a l must equal t h e r e t u r n r e q u i r e d by stockholders p, a d j u s t e d f o r the r a t e o f i n f l a t i o n . This i m p l i e s To prevent the s o l u t i o n t o ( A l l from exploding, we assume (A21 -S~C(~+~,)I(I-T,,)I~U l i m V, e = 0. Then, the value o f the f i r m ' s e q u i t y a t time t can be w r i t t e n as (A3) -S:C(~+~,)/(~-T,,>I~U Vt = SY C(l-~,,)lD1V,e ds. (I-Tcs) Second, we d e r i v e the expression f o r dividends, embedded i n expression (101, i n the t e x t . F i r s t , note t h a t revenues equal the sum o f wages, nonwage payments t o labor, taxes, i n t e r e s t , dividends, and r e t a i n e d earnings. Next, as i n d i c a t e d i n expression ( 9 ) i n the t e x t , a l l investment i s financed through r e t a i n e d earnings, new debt issue, o r the d e c l i n e i n the r e a l burden of debt due t o i n f l a t i o n . The term ptBt i s t h e revenue accruing t o the f i r m because the bonds a r e assumed t o be denominated i n nominal terms. S u b s t i t u t i n g f o r RE i n (A41 and s o l v i n g f o r RE y i e l d s expression (10). Expression ( A 3 ) i m p l i e s t h a t t h e c a p i t a l gains t a x r a t e i n f l u e n c e s the value o f the f i r m o n l y if the value o f the f i r m i s expected t o change. suppose a l l terms e n t e r i n g i n t o V o are constant. f o l 1ows : For example, Then ( A l l can be solved as However, suppose t h a t a t t i m e T > 0 d i v i d e n d s increased. Then t h e v a l u e o f the f i r m a t t i m e T w i l l r i s e , i m p l y i n g c a p i t a l g a i n s between t i m e 0 and time T. In t h i s case, t h e v a l u e o f t h e firm a t t i m e 0 can be w r i t t e n T h i s i m p l i e s t h a t a [ < a V o / a D i v > l < 0. a~, Appendix B The f i r s t - o r d e r c o n d i t i o n f o r production employment (111, can be solved subject t o the t r a n s v e r s a l i t y c o n d i t i o n (16) and t h e i n i t i a l c o n d i t i o n t o y i e l d a d e c i s i o n r u l e f o r production employment. Assuming a l l terms i n expression ( 1 1 ) o t h e r than L t + l are i n the i n f o r m a t i o n s e t a t t h e s t a r t of p e r i o d t, I can r e p l a c e expression (11) w i t h t h e f o l l o w i n g expression: This can be r e w r i t t e n as where G i s the l a g operator. I have assumed t h a t Al, information s e t a t the s t a r t o f p e r i o d t. f o l 1ows : Al, and A,, and A2, are i n the are d e f i n e d as Expression (B2) can be r e w r i t t e n as I n o r d e r t o s a t i s f y t h e t r a n s v e r s a l i t y c o n d i t i o n (161, I must s o l v e e i t h e r forward o r backward, depending on t h e magnitude of A Z t / A l t . assume t h a t Azt/Alt Below, I < 1. E s t i m a t i o n o f e x p r e s s i o n (86) r a t h e r t h a n t h e E u l e r e q u a t i o n (11) would be complicated by a v a r i e t y of f a c t o r s . F i r s t , since A Z t / A l may v a r y through time, i t i s p o s s i b l e t h a t f o r a g i v e n t, f o r example t o , (85) would have t o be s o l v e d f o r w a r d w h i l e f o r another t, t l , (B5) would have t o be s o l v e d backward. Second, e s t i m a t i o n of e x p r e s s i o n (85) would r e q u i r e a s p e c i f i c a t i o n o f t h e f o r m o f t h e e x p e c t a t i o n s a p p e a r i n g on t h e r i g h t s i d e . Appendix C A l l o f t h e d a t a employed are seasonally adjusted, q u a r t e r l y data measured a t q u a r t e r l y r a t e s and p e r t a i n i n g t o a l l manufacturing, except where noted. Kt i s t h e stock o f p h y s i c a l c a p i t a l ( b i l l i o n s o f 1967 d o l l a r s ) a t the s t a r t o f p e r i o d t. I t i s c a l c u l a t e d by t h e perpetual i n v e n t o r y met hod: Kt = Kt-1 - dKt-1 + It-l/IMPDEF,-1. d i s a f i x e d (d, = d f o r a l l t ) r a t e o f p h y s i c a l d e t e r i o r a t i o n f o r s t r u c t u r e s and equipment i n a l l manufacturing estimated by Jorgenson and Stephenson (1967). Iti s investment on new p l a n t and equipment i n manufacturing p u b l i s h e d by t h e Bureau o f Economic Analysis (BEA), and IMPDEF i s t h e investment p r i c e d e f l a t o r f o r f i x e d n o n r e s i d e n t i a l investment expenditures published by BEA i n t h e Survey of Current Business (SCB). 1967 p r i c e s . The n e t a d d i t i o n s t o t h e c a p i t a l s t o c k are expressed i n The s t a r t i n g value f o r K, K I q s 4 : 1 0 , i s t h e v e t stock of s t r u c t u r e s and equipment i n manufacturing a t the end o f 1953 i n 1967 p r i c e s as p u b l i s h e d i n SCB. L t i s t h e average number o f p r o d u c t i o n workers ( i n m i l l i o n s ) employed i n a given q u a r t e r . I t i s o b t a i n e d by averaging t h e monthly data p u b l i s h e d by t h e Bureau o f Labor S t a t i s t i c s i n Employment and Earnings ( E E ) . I n o r d e r t h a t a l l terms i n t h e Euler equations and the expression f o r t h e cash f l o w be i n b i l l i o n s o f d o l l a r s , I m u l t i p l y L by .001. N, i s t h e average number o f nonproduction employees ( i n m i l l i o n s ) over t h e q u a r t e r . The m o n t h l y number i s c a l c u l a t e d as t h e d i f f e r e n c e between t o t a l employment and p r o d u c t i o n worker employment f o r t h e manufacturing sector. The q u a r t e r l y l e v e l i s t h e average o f t h e l e v e l s f o r t h e t h r e e months i n t h e q u a r t e r . The source i s EE. As f o r L, N must be m u l t i p l i e d by .001 i n t h e E u l e r e q u a t i o n s . q, i s t h e q u i t r a t e f o r employment. monthly, s e a s o n a l l y u n a d j u s t e d b a s i s . I t i s p u b l i s h e d i n EE on a I seasonally a d j u s t the a r i t h m e t i c average o f t h e three- month d a t a i n each q u a r t e r u s i n g an X-11 seasonal adjustment procedure. H, i s t h e average number of hours p e r week f o r p r o d u c t i o n employment. I use t h e average o f weekly hours o v e r t h e q u a r t e r . which i n c l u d e s o v e r t i m e hours, i s p u b l i s h e d i n EE. H, I n order t h a t a l l terms i n t h e E u l e r e q u a t i o n s and t h e e x p r e s s i o n f o r cash f l o w be a t q u a r t e r l y r a t e s , I m u l t i p l y H by t h e average number o f weeks i n a q u a r t e r . H, - H*, i s t h e number o f o v e r t i m e hours p e r p r o d u c t i o n employee per week. T h i s s e r i e s i s a v a i l a b l e i n EE. As f o r H, t h i s s e r i e s i s s c a l e d up by t h e average number o f weeks p e r q u a r t e r . W , i s t h e average h o u r l y wage r a t e f o r p r o d u c t i o n workers. This i s c a l c u l a t e d as t h e average o f t h e m o n t h l y d a t a o v e r t h e q u a r t e r . b monthly d a t a a r e p u b l i s h e d i n EE. W*, The W t excludes o v e r t i m e payments. i s t h e average h o u r l y wage r a t e f o r p r o d u c t i o n workers i n c l u d i n g overtime. t h e m o n t h l y averages. The q u a r t e r l y average i s c a l c u l a t e d as an average o f The d a t a a r e p u b l i s h e d i n EE. Since these d a t a a r e a v a i l a b l e o n l y f r o m 1956 onward, I e x t r a p o l a t e back t o 1954 by 1 ) r e g r e s s i n g t h e a v a i l a b l e d a t a on a c o n s t a n t and a t r e n d , 2 ) u s i n g t h e e s t i m a t e d t r e n d c o e f f i c i e n t t o e x t r a p o l a t e backwards f r o m t h e e s t i m a t e d intercept. Since t h i s s e r i e s i s a v a i l a b l e o n l y on an unadjusted b a s i s , t h e e n t i r e s e r i e s from 1954 onward was seasonally adjusted u s i n g an X-11 procedure. f: i s the f i x e d payment per p r o d u c t i o n employee ( b i l l i o n s of d o l l a r s per m i l l i o n employees). This i s c a l c u l a t e d from q u a r t e r l y N a t i o n a l Income and Product Account data. I c a l c u l a t e the t o t a l f i x e d c o s t t o t h e sum o f p r o d u c t i o n and nonproduction employees as t h e difference between t o t a l compensation and the sum o f wages and s a l a r i e s and employer c o n t r i b u t i o n s t o s o c i a l insurance. This t o t a l i s then d i v i d e d by t o t a l employment t o y i e l d f,. f: i s t h e f i x e d c o s t per nonproduction employee ( b i l l i o n s o f d o l l a r s per m i l l i o n employees). This i s c a l c u l a t e d as f: p l u s a s a l a r y component. The s a l a r y component i s c a l c u l a t e d as wages and s a l a r i e s minus wages p a i d t o p r o d u c t i o n employees, then d i v i d e d by the average l e v e l o f nonproduction employment. The wage b i l l f o r p r o d u c t i o n employment i s the product o f average h o u r l y wages, t h e number o f p r o d u c t i o n employees, and t h e average hours per p r o d u c t i o n employee per quarter. p i s the r e a l r a t e o f r e t u r n r e q u i r e d by stockholders o v e r a quarter. This i s c a l c u l a t e d from d a t a on common stock r e t u r n s p u b l i s h e d by I b b o t s o n and Sinquefeld (1982). I t i s the d i f f e r e n c e between t h e q u a r t e r l y t o t a l r a t e o f r e t u r n on common stocks and the q u a r t e r l y r a t e of change i n the consumer p r i c e index. is KT where ( 1 + KT) 27x4 The q u a r t e r l y t o t a l r a t e o f r e t u r n = the r a t i o between t h e end-of-1980 i n d e x on t o t a l r e t u r n s on common stock and the end-of-1953 index on t o t a l returns. The q u a r t e r l y r a t e o f change i n t h e consumer p r i c e index i s c a l c u l a t e d as KP where ( 1 + K P ) ~ ' "= ~ t h e r a t i o between t h e end of 1980 consumer p r i c e index and t h e end o f 1953 consumer p r i c e index. Thus, p i s a q u a r t e r l y r a t e o f r e t u r n constant from 1954 t o 1980. p i s c a l c u l a t e d from seasonally unadjusted data. p t i s t h e r a t e o f change i n t h e consumer p r i c e index f o r urban workers over p e r i o d t. This i s a v a i l a b l e i n SCB. i s t h e marginal personal d i v i d e n d income t a x r a t e . T, This s e r i e s i s c a l c u l a t e d by E s t r e l l a and Fuhrer (1983) from annual i n d i v i d u a l income t a x r e t u r n s . Thus, T~ i s a v a i l a b l e o n l y on an annual b a s i s . I assume t h a t t h e r a t e f o r each q u a r t e r i s equal t o t h e r a t e f o r t h e e n t i r e year. T, i s t h e personal c a p i t a l gains t a x r a t e . I f o l l o w Summers' (1980) and B a i l e y ' s (1969) treatment o f the e f f e c t o f d e f e r r a l and t h e l a c k o f c o n s t r u c t i v e r e a l i z a t i o n a t death on the e f f e c t i v e t a x r a t e . B a i l e y concludes t h a t from 1932 t o 1969, each o f these f a c t o r s halved t h e effective rate. Since over t h i s p e r i o d the s t a t u t o r y t a x r a t e on c a p i t a l gains was h a l f t h a t on dividends, I use 12.5 percent o f t h e d i v i d e n d t a x r a t e from E s t r e l l a and Fuhrer as T, f o r 1954 t o 1969. I follow Summers and c i t e the e s t i m a t e o f t h e NBER TAXSIM model t h a t t h e 1969 c a p i t a l gains r e f o r m made t h e r a t e 50 percent h i g h e r o r 18.75 percent o f the dividend rate. T, i s the corporate p r o f i t s tax rate. I use t h e s t a t u t o r y c o r p o r a t e p r o f i t t a x r a t e as p u b l i s h e d i n Pechman (1983). I assume t h a t q u a r t e r l y r a t e s a r e equal t o t h e annual r a t e . y t i s t h e o u t p u t o f t h e manufacturing s e c t o r ( b i l l i o n s o f do1 l a r s ) . I use t h e Federal Reserve Board's index o f manufacturing p r o d u c t i o n and i n f l a t e t h e p r o d u c t o f y and a so t h a t t h e average o f a and y f o r 1967 equals a c t u a l 1967 manufacturing o u t p u t . 1967 manufacturing o u t p u t i s c a l c u l a t e d as equal t o 1967 value o f shipments p l u s the change i n manufacturing i n v e n t o r i e s over 1967. Both the shipments and i n v e n t o r y d a t a a r e published by BEA i n Business Statistics. Both a r e unadjusted f o r seasonal v a r i a t i o n . d a t a i s on a book value b a s i s . procedure. The i n v e n t o r y I seasonally a d j u s t y u s i n g an X-11 The p r o d u c t i o n index i s published monthly, and I use the average l e v e l o f the index over the q u a r t e r . a i s the p r i c e o f manufacturers' goods. I use the Producer P r i c e Index f o r manufacturing p u b l i s h e d i n Business S t a t i s t i c s . This index i s published on a monthly basis, and I use the average index l e v e l f o r the quarter. Since t h i s index i s a v a i l a b l e o n l y on an unadjusted basis, I a d j u s t the q u a r t e r l y data u s i n g an X-11 procedure. B i s the p r i c e o f investment goods. I use t h e i m p l i c i t p r i c e d e f l a t o r f o r f i x e d investment f o r the n o n r e s i d e n t i a l s e c t o r . R i s based so t h a t the product o f R and I i s measured i n 1967 d o l l a r s . I i s investment i n p l a n t and equipment. As i n d i c a t e d above, I use BEA's measure o f investment expenditure on p l a n t and equipment. ITCt i s the investment t a x c r e d i t a t time t from one d o l l a r o f investment expenditure a t time t. I use the s e r i e s c a l c u l a t e d by Jorgenson and S u l l i v a n (1981) f o r the e n t i r e corporate s e c t o r . Their s e r i e s takes account o f t h e d i s t r i b u t i o n o f investment between s t r u c t u r e s and equipment as w e l l as the d i s t i n c t i o n between usable and unusable t a x credits. This s e r i e s i s thus an " e f f e c t i v e " t a x c r e d i t r a t e . It i s published on an annual b a s i s , and I assume the q u a r t e r l y r a t e s are equal t o the annual r a t e . D t i s the present value a t time t o f a l l c u r r e n t and f u t u r e d e p r e c i a t i o n deductions from one d o l l a r o f investment a t time t. Jorgenson and S u l l i v a n p u b l i s h t h i s s e r i e s on an annual basis. I assume t h a t t h e q u a r t e r l y r a t e s equal t h e annual r a t e . Jorgenson and S u l l i v a n calculate t h e i r series from a simulation o f the corporate sector taking account o f t h e d i s t r i b u t i o n o f investment across i n v e s t m e n t types. They a l s o t a k e i n t o account evidence r e g a r d i n g a c c o u n t i n g p r a c t i c e s , c a p i t a l l i f e t i m e s , and salvage values. ((Kt) dollars). i s t h e book v a l u e o f c a p i t a l a t t i m e t ( b i l l i o n s o f I use t h e s e r i e s on t h e book v a l u e o f " d e p r e c i a b l e and amortizable f i x e d assets, i n c l u d i n g construction i n progress" published i n t h e Q u a r t e r l y F i n a n c i a l Report (QFR) by t h e Bureau o f t h e Census. d a t a were s u p p l i e d b y Data Resources I n c . The Below I d i s c u s s how I compensated f o r s e v e r a l d i s c o n t i n u i t i e s w i t h i n t h e s e r i e s . After this adjustment, I s e a s o n a l l y a d j u s t t h e data. B, i s t h e book v a l u e o f debt ( b i l l i o n s o f d o l l a r s ) . I use t h e s e r i e s on s h o r t term d e b t ( " o r i g i n a l m a t u r i t y o f 1 y e a r o r l e s s " ) , " i n s t a l l m e n t s due i n one year o r l e s s on l o n g t e r m d e b t " and " l o n g t e r m d e b t " (due i n more t h a n one y e a r ) p u b l i s h e d i n t h e QFR. I adjust f o r d i s c o n t i n u i t i e s i n these s e r i e s and t h e n s e a s o n a l l y a d j u s t t h e t o t a l o f these s e r i e s . Thus, B, excludes " t r a d e accounts" and " d e f e r r e d t a x e s " and o t h e r l i a b i l i t i e s . The QFR s e r i e s on t h e book v a l u e o f d e b t and t h e book v a l u e o f t h e c a p i t a l s t o c k c o n t a i n e d two breaks i n c o n t i n u i t y . I n 1967 newspapers were added t o t h e sample and DRI d i d n o t c o n t i n u e t h e s e r i e s f o r w a r d . In 1974 t h e e n t i r e sampling procedure and q u e s t i o n n a i r e were changed, causing another break i n t h e s e r i e s . 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