optimal pricing under uncertainty

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ANTHOLOGY Optimal Pricing Under Uncertainty YURI ARENBERG Brooklyn College of CUNY In a seminal paper, Sandmo [AER, 61, 1971] considered a competitive finn which must choose its level of output before observing the product price. In contrast, this study is concerned with a firm which specifies the price and faces uncer- tainty about the quantity demanded. It is shown that two price-setting rules are possible. Consider a firm which produces a (perishable) commodity at a cost of c per each additional unit. The firm faces a linear demand function: y=a-bp+ u (1) where y is the quantity of its product demanded, p is the price per unit of output, u is the random variable whose expected value, E(u), is equal to 0, and a > 0, b > 0, and a/b > c. Assume that u can take on either a value ofu' (u' > 0) with probability ofq (0 < q < 1) or u" with probability of 1 - q. Since E(u) = 0, u" = - (q/(1 - q))u'. Suppose that the finn must specify p and de- cide how many units to produce before u is observed. Had it known with certainty that u = 0, a profit maximizing finn would have set a price of (1/2b) (a + bc) and produced (and sold) (1/2) (a - bc) units. Under certainty, depending on the pa- rameters of the model, it may be in the interest of the firm maximizing expected profit, E(n), to set thatp at which (I)y > 0 irrespective whether u' or u" occurs, (II) y > 0 only if u' occurs. If case (I) is warranted, E (rt) takes this form: (qp - c) (a - bp + u') + (1 - q)p [a - bp- (q/(1 - q))u'] - F (2) where F is the fixed cost. Maximizing equation (2) with respect top, it can be shown that, as under certainty, the price is (1/2b) (a + bc); however, more units of output, (1/2) (a - bc + 2u'), are produced, all or (1/2) [a - bc - (2q/(1 - q))u'] of which are sold depending upon whether u' or u" occurs. The latter result sharply contrasts with Sandmo' s finding that a risk averse firm produces fewer units of output under uncertainty. Under case (II), in view of the sales nonnegativity constraint, if u" were to occur, zero units of output would be sold, and E(n) becomes: (qp - c) (a - bp + u') - F. (3) Then, the firm specifies a price of (1/2b) [a + (bc/q) + u'] (which is higher than under certainty) and produces (1/2) [a - (bc/q) + u'] units. Now, the higher price is warranted if E(n) under case (II), (1/4qb) [q(a + u') - bc] 2 - F, exceeds that under case (I), (1/4b) [(a - bc) 2 - 4bcu'] - F. This happens when demand fluctua- tions are large (i.e., u' > (I/q) [(1 - q0.5) (q0.5 a _ bc)]). The intuition behind this result is clear. In the presence of large fluctuations, the benefit of a low price is small even if a bad state occurs, but the opportunity loss is substantial if its good counterpart results. 64

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Page 1: Optimal pricing under uncertainty

A N T H O L O G Y

Optimal Pricing Under Uncertainty

YURI ARENBERG Brooklyn College of CUNY

In a seminal paper, Sandmo [AER, 61, 1971] considered a competitive finn which must choose its level of output before observing the product price. In contrast, this study is concerned with a firm which specifies the price and faces uncer- tainty about the quantity demanded. It is shown that two price-setting rules are possible.

Consider a firm which produces a (perishable) commodity at a cost of c per each additional unit. The firm faces a linear demand function:

y = a - b p + u (1)

where y is the quantity of its product demanded, p is the price per unit of output, u is the random variable whose expected value, E(u), is equal to 0, and a > 0, b > 0, and a / b > c. Assume that u can take on either a value ofu ' (u' > 0) with probability o fq (0 < q < 1) or u" with probability of 1 - q. Since E(u) = 0, u" = - (q/(1 - q))u' .

Suppose that the finn must specify p and de- cide how many units to produce before u is observed. Had it known with certainty that u = 0, a profit maximizing finn would have set a price of (1/2b) (a + bc) and produced (and sold) (1/2) (a - bc) units. Under certainty, depending on the pa- rameters of the model, it may be in the interest of the firm maximizing expected profit, E(n), to set thatp at which (I)y > 0 irrespective whether u' or u" occurs, (II) y > 0 only if u' occurs. If case (I) is warranted, E (rt) takes this form:

(qp - c) (a - bp + u') + (1 - q )p

[a - b p - (q/(1 - q))u'] - F (2)

where F is the fixed cost. Maximizing equation (2) with respect top, it can be shown that, as under certainty, the price is (1/2b) (a + bc); however, more units of output, (1/2) (a - b c + 2u'), are produced, all or (1/2) [a - bc - (2q/(1 - q))u'] of which are sold depending upon whether u' or u" occurs. The latter result sharply contrasts with Sandmo' s finding that a risk averse firm produces fewer units of output under uncertainty.

Under case (II) , in v iew of the sales nonnegativity constraint, if u" were to occur, zero units of output would be sold, and E(n) becomes:

(qp - c) (a - bp + u') - F . (3)

Then, the firm specifies a price of (1/2b) [a + (bc /q) + u'] (which is higher than under certainty) and produces (1/2) [a - (bc /q ) + u'] units.

Now, the higher price is warranted if E(n) under case (II), ( 1 /4qb ) [q(a + u') - bc] 2 - F ,

exceeds that under case (I), (1/4b) [(a - bc) 2 -

4bcu '] - F . This happens when demand fluctua- tions are large (i.e., u' > (I/q) [(1 - q0.5) (q0.5 a _ bc)]). The intuition behind this result is clear. In the presence of large fluctuations, the benefit of a low price is small even if a bad state occurs, but the opportunity loss is substantial if its good counterpart results.

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