Cost Function

A cost function is the mathematical rule that gives total cost as a function of output, assignments, or shipment decisions in Intro to Industrial Engineering. It is the setup you optimize when you want the lowest-cost feasible plan.

Last updated July 2026

What is the Cost Function?

A cost function in Intro to Industrial Engineering is the mathematical expression that tells you how much a plan costs. The output might be units produced, items shipped, workers assigned, or a network flow choice, depending on the problem.

In this course, the cost function is usually the part of an optimization model you want to minimize. If a transportation problem asks you to move products from several suppliers to several customers, the cost function adds up the shipping cost on every route you choose. If an assignment problem asks you to match jobs with machines or workers, the cost function totals the cost of each pairing.

The function can be linear, quadratic, or piecewise, but in many introductory models it is written as a sum of unit costs times decision variables. That makes it easy to connect each variable to a real decision. For example, if xij is the amount shipped from source i to destination j, the cost function is often the sum of cijxij across all routes.

What matters is that the cost function depends on your choices. Change the shipment pattern, assignment pattern, or production level, and the cost changes too. That is what turns a word problem into a solvable model.

A common mistake is to treat the cost function like a constraint. It is not a rule that limits the solution, it is the quantity you are trying to improve. The constraints tell you what is allowed, while the cost function tells you what is best among the allowed options.

You will also see cost functions used to compare different scenarios. A small change in a shipping fee, labor rate, or penalty can change the optimal answer, so the function is often the first place you check when doing sensitivity analysis.

Why the Cost Function matters in Intro to Industrial Engineering

Cost functions are the heart of the optimization models you build in Intro to Industrial Engineering. Without one, you have a feasible plan but no reason to prefer one plan over another. With one, you can measure tradeoffs and pick the lowest-cost or best-performing option.

This shows up most clearly in transportation and assignment problems. A transportation table gives you costs for moving goods along each route, and the cost function turns that table into a total you can minimize. An assignment matrix does the same thing for jobs, workers, machines, or tasks.

It also trains you to translate a real operations problem into math. That translation skill matters in supply chain planning, logistics, scheduling, and process improvement, where you need to turn prices, times, or penalties into a model that can be solved. If you can build the cost function correctly, you are already most of the way to the right answer.

Another reason it matters is interpretation. Once you solve the model, the cost function tells you what the solution is worth and how changes in the system affect the outcome. That makes it useful for comparing alternatives, not just finding one answer.

Keep studying Intro to Industrial Engineering Unit 2

How the Cost Function connects across the course

Objective Function

The cost function is often the objective function in an industrial engineering model, because the goal is to minimize total cost. Not every objective is cost, though. Some models minimize time, waste, or distance instead, so the objective function is the broader modeling idea and the cost function is the cost-focused version.

Constraints

Constraints limit what solutions are allowed, while the cost function measures how good each allowed solution is. In a transportation problem, supply and demand constraints make sure totals balance, but the cost function decides which legal shipping plan is cheapest. If you mix them up, you may describe the model incorrectly.

Transportation and Assignment Problems

These are the two classic settings where students first see a cost function in this course. In transportation problems, the costs come from shipping along routes. In assignment problems, the costs come from pairing one task with one resource. Both use the same basic idea of adding up decision costs across choices.

Linear Programming

Many cost functions in Intro to Industrial Engineering are linear, which means they fit neatly into linear programming models. That linear structure makes the problem easier to solve and interpret. When the function is linear, each extra unit adds the same amount of cost, so the model stays straightforward.

Is the Cost Function on the Intro to Industrial Engineering exam?

A quiz or problem set will usually ask you to write the cost function from a table, identify the coefficients, or choose the expression that matches a transportation or assignment scenario. You may also be asked to explain why a proposed model is wrong, such as forgetting to multiply unit cost by the decision variable or adding fixed costs in the wrong place.

In a worked problem, your job is to read the cost data, build the total cost expression, and then use it with the constraints to find the minimum. If the model changes, like a new shipping route or a higher labor rate, you should be able to show how the cost function changes and predict whether the optimal plan might shift.

The Cost Function vs Objective Function

A cost function is a type of objective function, but not every objective function is a cost function. Use cost function when the model is measuring dollars, expenses, or another direct cost. Use objective function when you mean the broader thing being optimized, which could also be time, profit, distance, or waste.

Key things to remember about the Cost Function

  • A cost function turns an industrial engineering decision into a total cost you can minimize.

  • In transportation and assignment problems, it is usually the sum of unit costs times decision variables.

  • The cost function is not the same as a constraint, because it measures what is best instead of what is allowed.

  • If the cost data change, the optimal solution can change too, which is why sensitivity checks matter.

  • Writing the cost function correctly is often the first step to solving the whole optimization model.

Frequently asked questions about the Cost Function

What is Cost Function in Intro to Industrial Engineering?

It is the formula that gives the total cost of a decision, like shipping goods or assigning workers to jobs. In this course, you use it to compare possible plans and pick the one with the lowest cost among the feasible options.

How do you write a cost function for a transportation problem?

Match each route with its unit shipping cost, then multiply that cost by the amount shipped on that route. Add all of those terms together to get the total cost expression. The result is the objective you minimize, while supply and demand stay in the constraints.

Is a cost function the same as a constraint?

No. A constraint tells you what solutions are allowed, like how much supply or demand must be met. A cost function tells you which allowed solution is cheapest, so it is the value you are trying to minimize.

What is a simple example of a cost function?

If shipping 10 units on route A costs $3 per unit and 5 units on route B costs $4 per unit, the cost function would include 3(10) + 4(5). In a full model, you would add every route or assignment term the same way.