ArticleslgStudy

mathematics

Generalized Ozaki cost function

Generalized Ozaki cost function is a mathematics topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Generalized Ozaki cost function rather than just read about it. In short: In economics the generalized-Ozaki (GO) cost function is a general description of the cost of production proposed by Shinichiro Nakamura. The GO cost function is notable for explicitly considering nonhomothetic technology, where the proportions of inputs can vary as the output changes.

Key takeaways

  • Generalized Ozaki cost function belongs to mathematics; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Generalized Ozaki cost function to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Generalized Ozaki cost function from memory before moving on to harder problems.

Reference excerpt

In economics the generalized-Ozaki (GO) cost function is a general description of the cost of production proposed by Shinichiro Nakamura. The GO cost function is notable for explicitly considering nonhomothetic technology, where the proportions of inputs can vary as the output changes. This stands in contrast to the standard production model, which assumes homothetic technology.

The GO function For a given output y {\displaystyle y} , at time t {\displaystyle t} and a vector of m {\displaystyle m} input prices p i {\displaystyle p_{i}} , the generalized-Ozaki (GO) cost function C ( ) {\displaystyle C()} is expressed as

Here, b i j = b j i {\displaystyle b_{ij}=b_{ji}} and ∑ i b i j = 1 {\displaystyle \sum _{i}b_{ij}=1} , i , j = 1 , . . , m {\displaystyle i,j=1,..,m} . By applying the Shephard's lemma, we derive the demand function for input i {\displaystyle i} , x i {\displaystyle x_{i}} :

The GO cost function is flexible in the price space, and treats scale effects and technical change in a highly general manner. The concavity condition which ensures that a constant function aligns with cost minimization for a specific set of p {\displaystyle p} , necessitates that its Hessian (the matrix of second partial derivatives with respect to p i {\displaystyle p_{i}} and p j {\displaystyle p_{j}} ) being negative semidefinite. Several notable special cases can be identified:

Homothticity (HT): b y i = b y {\displaystyle b_{yi}=b_{y}} for all i {\displaystyle i} . All input levels ( x i {\displaystyle x_{i}} ) scale proportionally with the overall output level ( y {\displaystyle y} ). Homogeneity of (of degree one) in output (HG): b y = 0 {\displaystyle b_{y}=0} in addition to HT. Factor limitationality (FL): b y i = 0 {\displaystyle b_{yi}=0} for all i {\displaystyle i} . None of the input levels ( x i {\displaystyle x_{i}} ) depend on p {\displaystyle p} . Neutral technical change (NT): b t i = b t {\displaystyle b_{ti}=b_{t}} for all i {\displaystyle i} . When (HT) holds, the GO function reduces to the Generalized Leontief function of Diewert, A well-known flexible functional form for cost and production functions. When (FL) hods, it reduces to a non-linear version of Leontief's model, which explains the cross-sectional variation of x i {\displaystyle x_{i}} when variations in input prices were negligible:

Background

Cost- and production functions In economics, production technology is typically represented by the production function f {\displaystyle f} , which, in the case of a single output y {\displaystyle y} and m {\displaystyle m} inputs, is written as y = f ( x ) {\displaystyle y=f(x)} . When considering cost minimization for a given set of prices p {\displaystyle p} and y {\displaystyle y} , the corresponding cost function C ( p , y ) {\displaystyle C(p,y)} can be expressed as:

The duality theorems of cost and production functions state that once a well-behaved cost function is established, one can derive the corresponding production function, and vice versa. For a given cost function C ( p , y ) {\displaystyle C(p,y)} , the corresponding production function f {\displaystyle f} can be obtained as (a more rigorous derivation involves using a distance function instead of a production function) :

In essence, under general conditions, a specific technology can be equally effectively represented by both cost and production functions. One advantage of using a cost function rather than a production function is that the demand functions for inputs can be easily derived from the former using Shephard's lemma, whereas this process can become cumbersome with the production function.

… excerpt ends here. Continue reading the full article.

Worked examples

Example 1 — a first encounter with Generalized Ozaki cost function

Start with the simplest possible case. Write down what Generalized Ozaki cost function claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In mathematics, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Generalized Ozaki cost function before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Generalized Ozaki cost function ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Generalized Ozaki cost function

In research
Generalized Ozaki cost function appears in mathematics research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Generalized Ozaki cost function in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Generalized Ozaki cost function is common in secondary-school and first-year university syllabi. It links to neighbouring topics Functions and mappings, Production economics, so understanding it makes those chapters shorter.
In everyday life
Look for Generalized Ozaki cost function outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

Affiliate

Preply — study more efficiently by working with a personal tutor. 50% off.

How to study Generalized Ozaki cost function in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Generalized Ozaki cost function means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Generalized Ozaki cost function out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Generalized Ozaki cost function in simple terms?

In economics the generalized-Ozaki (GO) cost function is a general description of the cost of production proposed by Shinichiro Nakamura. The GO cost function is notable for explicitly considering nonhomothetic technology, where the proportions of inputs can vary as the output changes.

Why does Generalized Ozaki cost function matter?

Because it connects several mathematics ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Generalized Ozaki cost function?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Generalized Ozaki cost function.

Tags

  • Functions and mappings
  • Production economics

Keep exploring