Linear Programs 709
saved. Third, constraints limit the possible values of the decision variables. For
example, limited labor supply may constrain the quantity of output. Similarly,
the federal agency cannot spend more than its available budget, and the con-
sumer-products firm must supply the quantities to its retail outlets subject to its
factories’ production capacities. Thus, in each case, the heart of the problem
is finding (calculating) values for the decision variables that best meet the given
objective while satisfying various constraints.
With respect to the first two features, decision variables and objectives, the
LP method resembles the optimization methods we have encountered already.
Like the pricing and output decisions of Chapters 2 and 3, LP decisions rely on
marginal analysis (of a special kind) for their solution. Unlike those decisions,
however, LP problems incorporate explicit resource constraints. The interplay
of these constraints creates new and interesting economic trade-offs.
In this chapter, we take a systematic approach to managerial decisions
involving economic constraints. First, we describe a number of constrained deci-
sion problems and show how they can be formulated and solved mathemati-
cally as linear programs. Next, we examine the important concept of shadow
prices for resources. Then we introduce more complex linear programming
decisions and illustrate the kinds of solutions furnished by computer programs.
LINEAR PROGRAMS
We can analyze a host of managerial decisions using linear programming. Here
is a representative example.
FINDING AN OPTIMAL COMPUTER MIX Consider a personal computer (PC)
manufacturer that produces two versions of its popular desktop computer. The
standard version has a high-capacity (80-gigabyte) hard disk, a conventional
disk drive, and a rewritable DVD drive. The economy version, which sells at a
lower price, has a 40-gigabyte hard drive and a conventional rewritable CD
drive. The prices, variable costs, and contributions of the models are shown in
the table.
Standard PC Economy PC
Price $1,600 $1,000
Variable cost 1,100 700
Contribution 500 300
The firm has ample components (such as monitors and keyboards) from
which to assemble PCs, but a limited capacity (given available factory space
c17LinearProgramming.qxd 9/26/11 11:05 AM Page 709