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Estimation of Educational Borrowing Constraints Using Returns to ...

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educational borrowing constraints 141<br />

borrowing rate <strong>to</strong> be determined by the ability <strong>to</strong> collateralize loans<br />

with personal or family assets during school. The specific form <strong>of</strong> borrowing<br />

constraints is not essential <strong>to</strong> the results in this section. Since<br />

our data do not have information on consumption or assets, we focus<br />

on a simple type <strong>of</strong> borrowing constraint that is straightforward <strong>to</strong> estimate<br />

in the structural econometric model described in Section VI.<br />

Define R <strong>to</strong> be the borrowing rate during school and let R m denote<br />

the market rate, which is normalized for convenience such that<br />

1/R m p d. Students maximize utility subject <strong>to</strong> the lifetime budget<br />

constraint<br />

S1<br />

() ()<br />

tp0<br />

t<br />

S <br />

t t S<br />

tpS<br />

1 1<br />

tS<br />

c d c ≤ I , (3)<br />

R R<br />

where S is <strong>to</strong>tal years <strong>of</strong> school and I S is the present value <strong>of</strong> income<br />

net <strong>of</strong> direct schooling costs. The first-order conditions are<br />

t/(1g)<br />

ct p (dR) c 0, t ≤ S,<br />

S/(1g)<br />

ct p (dR) c 0, t 1 S.<br />

Plugging these values in<strong>to</strong> the budget constraint yields<br />

<br />

S1<br />

<br />

tg/(1g) t/(1g) Sg/(1g) t<br />

S 0 0.<br />

tp0<br />

tpS<br />

I p R d c (Rd) dc (4)<br />

Finally, solving ct<br />

in terms <strong>of</strong> IS<br />

and inserting the value in<strong>to</strong> the utility<br />

function leaves us with the following expression for lifetime utility <strong>of</strong> a<br />

person choosing S years <strong>of</strong> school:<br />

<br />

[ ]<br />

g S1 tg/(1g) t/(1g) Sg/(1g) <br />

1g<br />

t<br />

S tp0 tpS<br />

I R d (Rd) d<br />

V p T(S). (5)<br />

S<br />

g<br />

Equation (5) represents the indirect lifetime utility function conditional<br />

on schooling choice S.<br />

We next solve for the present value <strong>of</strong> income. To focus on borrowing<br />

constraints, we abstract from earnings uncertainty by assuming that earnings<br />

streams associated with all levels <strong>of</strong> S are known with certainty at<br />

time 0. 13 Let w St be earnings at time t for an individual with S years <strong>of</strong><br />

schooling. Individuals have zero earnings while in school and pay direct<br />

cost t at time S 1 <strong>to</strong> attend schooling level S. Abstracting from labor<br />

S<br />

13<br />

Uncertainty in future returns <strong>to</strong> education introduces an option value <strong>to</strong> further<br />

education. For instance, even if predicted returns <strong>to</strong> college completion were low, individuals<br />

may still graduate from college in case realized returns outperform predicted<br />

returns (see Taber 2001).

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