4.5 Production functions: Turning inputs into outputs
So far, we’ve modeled how firms choose a technology for producing a given amount of output, but firms also vary the amount of output they produce.
In this section, we examine how technology and technological progress affect the relationship between input and output, deepening our understanding of why technological progress is instrumental in lifting people out of poverty. We model a simple example of a farmer, Angela, who produces grain on a farm that she owns and works.
Angela’s technology: Producing grain with hours of work
Mature ears of grain wheat.
The amount of grain Angela can produce depends on the technology she uses and how many hours she works each day. Like the old Midwestern farmers described in Section 4.1, Angela’s technology involves the use of hand tools, horses, and mules. Table 4.3 shows how the amount of grain produced depends on how many hours Angela works. For example, by working for five hours, Angela can produce 37.3 bushels of grain.
What’s a bushel of grain? A bushel is a unit of volume. It is also the name of a container (a bushel basket), and the capacity of the container becomes a bushel of the grain stored. In 1866, a grain wheat farmer in the United States harvested, on average, 11.0 bushels per acre per year. In 2019, that number was 51.7 bushels per acre per year. Angela’s harvest is therefore consistent with modern numbers of how many bushels per acre per year a farmer will harvest depending on varying weather and other conditions.
| Work time (hours) | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 8 | 12 | 16 | 24 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Free time (hours) | 24 | 23 | 22 | 21 | 20 | 19 | 18 | 16 | 12 | 8 | 0 |
| Grain (bushels) | 0 | 17 | 24 | 29 | 33.5 | 37.3 | 40.6 | 46 | 54 | 60 | 64 |
| Average product | 0 | 17 | 12 | 9.67 | 8.375 | 7.46 | 6.77 | 5.75 | 4.5 | 3.75 | 2.67 |
| Marginal product | 0 | 17 | 7 | 5 | 4.5 | 3.8 | 3.3 | 2.4 | 2 | 0.75 | 0.5 |
Table 4.3 Angela’s production of grain with hours of work time using a given technology.
- production function
- A production function is a graphical or mathematical description of the relationship between the quantities of the inputs to a production process and the amount of output produced.
Table 4.3 represents a production function, which is the relationship between the inputs to a production process—such as the hours of work a farmer like Angela puts in—and the amount of output, such as the bushels of grain. In this example, there are two inputs: labor and land. Because the amount of land Angela works on is a fixed amount, Table 4.3 includes only the labor input, Angela’s hours of work.
Everyday Economics 4.4
Think about the kinds of inputs you have for different production processes and which of them might be “fixed” for you. For example, your “capital” could be fixed in the sense that you have access to one computer at home, but you and a sibling might both need to access that computer for homework. What would happen if you had another sibling or another relative who needed to use that computer? What would happen to your family’s “productivity” if you had access to another computer?
Following the principle of trade-offs and opportunity costs, Angela must give up free time to harvest more grain. As she works more, however, she harvests less grain for each additional hour she works. As Table 4.3 shows, she gets more grain from the first hour of work than the second, more from the second than the third, and so on. She gets these results because the amount of land available is fixed: Working twice as many hours on the same amount of land will not double its output.
- marginal product of labor
- The marginal product of an input to production (for example, the marginal product of labor) is the additional amount of output produced in response to a 1-unit increase in the input.
To understand Angela’s production decision, we need to look at the average product of labor and the marginal product of labor. Both numbers are shown in Table 4.3. The marginal product of labor is the additional grain Angela produces from one extra hour of work. For example, if Angela increases her hours of work from two hours with a total output of 24 bushels to three hours with a total output of 29 bushels, then she produces an extra five bushels from the additional hour of work. The marginal product of her third hour of work is five bushels.
The average product and the marginal product of labor decrease as Angela’s number of hours worked increases. This technology therefore has a diminishing average product of labor. Past a certain point, spending another hour out in the fields will not be worth the effort. When that happens, improving her standard of living will require technological progress.
Everyday Economics 4.5
Think about your production function as you study for an exam. Your input is hours of study, and the output is a grade. What happens as you increase your hours of study? What will happen if you go without sleep to increase the number of hours you study? What will happen to your “productivity” after studying 15 hours each day?
Technological progress and the production function
We can use the data in Table 4.3 to draw a smoothed-out graph of the production function, which helps us visualize how technological progress affects Angela’s standard of living. Figure 4.7 plots the number of hours worked on the horizontal axis, and the corresponding output of grain on the vertical axis.
In Figure 4.7, the production function slopes upward, reflecting the fact that Angela can harvest more grain as she works more hours. The shape of the production function also captures the decreasing average product of labor, because it starts to flatten out and increase more slowly as the hours increase.
Now suppose Angela buys a tractor to replace her horses and mules. The tractor will allow her to produce more grain per hour than before. Figure 4.8 shows how this technological progress affects her production function. The starting point will remain the same because regardless of her technology, zero hours of work will produce zero output. But for any number of hours worked, she can produce more than before. Technological progress results in the curve rotating upwards.
Suppose Angela originally worked six hours per day, producing 40.6 bushels of grain (point R). With the new technology, she can produce 50.7 bushels a day without changing her hours of work (point S). Or, if she’s happy producing 40.6 bushels per day, she can now produce that amount in 3.75 hours (point Q). Regardless of how many hours she will work producing grain, the adoption of the tractor gives her more options and the ability to increase her standard of living, as she can increase both her free time and her grain production. Additional technological progress, such as an even better tractor, will further expand her options and further increase her standard of living.
In this section from The Economy: A South Asian Perspective, you can see the technological progress that has been made in wheat production in the United States.
- Gross Domestic Product (GDP)
- A measure of the total output of goods and services produced in an economy in a given period. GDP combines in a single number all the output (or production) carried out by the firms, nonprofit institutions, and government bodies within a country. Household production is part of GDP if it is sold.
The example helps us understand why technological progress is critical to the increasing GDP per capita we saw in Chapter 3. Aside from working longer hours, the only way society can produce more is to reduce the resources needed to produce the things we already make. Without ongoing technological progress in food production freeing up resources and workers, we would still be spending much of our time producing food.
So far, we have focused mainly on the technological decisions and production outcomes for individual firms. In the next section, we describe how specialization can improve average living standards.
Question 4.7
Imagine you spend four hours making slides for a presentation, and over those four hours you are able to make a total of 20 slides. If you had spent five hours making slides, you would have made 22 slides. Which of the following statements are true of the production function? Choose the correct option(s).
- Total output after five hours is 22 slides. Average product = 22 ÷ 5 = 4.4 slides per hour.
- The marginal product is the additional output from increasing work from four to five hours: 22 – 20 = 2 slides.
- After four hours, total output is 20 slides. Average product = 20 ÷ 4 = 5 slides per hour.
- There is only one additional hour worked, so the marginal product is two slides, not one slide per hour.
Exercise 4.8 Calculating average and marginal product
The table below shows Angela’s production function after upgrading her technology. Fill out the rest of the table by calculating the average and marginal product.
| Work time (hours) | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Free time (hours) | 24 | 23 | 22 | 21 | 20 | 19 | 18 | 17 | 16 | 15 | 14 |
| Grain (bushels) | 0 | 21 | 30 | 37 | 42 | 46.6 | 50.7 | 54.4 | 57.7 | 60.6 | 63.3 |
| Average product | 0 | ||||||||||
| Marginal product | 0 |
Exercise 4.8 Figure (I)
Exercise 4.9 When technology doesn’t fit: Understanding inappropriate technology
Watch this video about inappropriate technology.
- According to the video, what is the definition of the “inappropriate technology hypothesis”?
- Use the example of the African maize stalk borer and the western corn rootworm to explain how context-specific innovation can fail to serve all regions equally.
- In Chapter 3, you learned that income is unevenly distributed across countries. Based on the information in the video, how might the inappropriateness of technology help explain why these income differences between countries persist?

