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Resources › Economic growth › 11. Ideas and R&D
Economic growth · Lesson 11 of 14

Ideas and R&D: the Romer model, creative destruction and Jones

The AK model gets growth from capital. Paul Romer’s 1990 model gets it from ideas, and ideas have a property that machines lack: one person’s use of them does not stop another’s. This lesson builds the idea-production model, adds Schumpeter’s creative destruction, explains why the first versions predicted growth that rose with the size of the economy, and shows how Jones’s revision, in which ideas get harder to find, changes what policy can do.

← Economic growth moduleLesson 11 of 14 · about 50 minutes
1The facts2Production functions3Growth accounting4Harrod–Domar5Solow model6Solow in motion7Golden rule8Convergence9Optimal saving10AK and learning11Ideas and R&D12Cambridge growth13In practice14Hard problems
The short answer

What is the Romer model of endogenous growth?

The Romer (1990) model makes technical progress the result of purposeful research. Its key assumptions are that ideas are non-rival and partly excludable, so that inventors can earn a return, and that the stock of existing ideas makes new research more productive.

Y=ALY​A˙=θALA​⟹gA​=θLA​ (Romer),gA​=1−ϕλn​ (Jones)
  • Ideas are non-rival: using one does not use it up, so inventing it once benefits all production, which gives increasing returns to scale.
  • Researchers produce ideas. In Romer’s model the growth rate of ideas, and so of output per head, is proportional to the number of researchers.
  • Monopoly profits pay for research. Innovators need temporary market power, or no one would pay the cost of invention.
  • Scale effects are a problem. Growth did not rise as research employment grew. Jones’s fix makes long-run growth depend on population growth, so policy changes only the level.
A question to hold on to
An economy has Yt = AtLyt and idea production At+1 − At = (1/250)AtLat, with A0 = 1. If Lat = 10 and Lyt = 90 in every period, what is the growth rate of output at t = 50, in per cent?
IIT JAM 2024Solved at the end ↓
New to this? The few things you need first
The AK model
Constant returns to broad capital give growth sA − n − δ from inside the model, and a growth effect from saving.
Returns to scale
Replicating all inputs doubles output under constant returns. Adding a non-rival input as well gives increasing returns.
Growth rates
Ȧ/A is the growth rate of A. If Ȧ = θA L_A then Ȧ/A = θL_A.
In this guide
Lesson · about 50 minutes
  1. Why ideas are different
  2. The Romer model: researchers and growth
  3. Creative destruction
  4. The scale-effect problem and Jones
  5. A rise in research, in two models
  6. Patents, monopoly and policy
  7. The opening question, solved
  8. The lesson on one screen
  9. Check yourself
  10. Past papers, by level
  11. Quick answers
01
The key difference

Why ideas are different

Economists classify goods by two properties. A good is rival if its use by one person prevents its use by another: a loaf of bread, a lathe. It is excludable if others can be prevented from using it. A lathe is both. An idea, such as the design of the lathe, is not rival: a million firms can use the same blueprint at once. It may be partly excludable, through patents, secrecy or the need to learn how to use it.

Non-rivalry changes the arithmetic of production. To double output of a physical good you replicate the factories and workers: constant returns to the rival inputs. But the blueprint does not have to be replicated; it is paid for once. So output rises more than in proportion to all inputs, including ideas: there are increasing returns to scale. Increasing returns are incompatible with perfect competition (each input cannot be paid its marginal product without exhausting more than output), so a model with ideas needs imperfect competition. That is why endogenous growth theory assumes increasing returns and imperfect competition, which UGC NET 2023 asks directly.

02
The model

The Romer model: researchers and growth

Take an economy with a labour force L split between two uses: LY workers produce goods and LA researchers produce ideas. Output uses the stock of ideas A, and the stock grows with the number of researchers and with the stock itself:

Y=ALY​A˙=θALA​LA​+LY​=L

The second equation says that a researcher produces θA new ideas a year, which is proportional to the stock A: the more that has been discovered, the more productive each researcher is (“standing on the shoulders of giants”). The growth rate of ideas is

Growth in the Romer model
gA​=AA˙​=θLA​=θsR​L⟹gY​=gA​
With a constant share of researchers, s_R = L_A/L, output per worker grows at the same rate as ideas. A permanent rise in the share of researchers raises the growth rate for ever.

Output Y = A LY with LY constant grows with A. There is a trade-off: a larger share of researchers raises growth but lowers output now, since fewer people make goods. A society chooses how many to put into research.

IIT JAM 2024 · hard
Yt = AtLyt, At+1 − At = (1/250)AtLat, Lat = 10 and Lyt = 90 for all t. Find the growth rate of output at t = 50.
  1. 1
    Growth of ideas.
    (At+1 − At)/At = Lat/250 = 10/250 = 0.04, the same in every period.
  2. 2
    Output.
    Yt = At × 90, so output grows at the same rate as A.
  3. 3
    At t = 50.
    The growth rate is constant: 4%. The date does not matter.
Answer
4 per cent. The date t = 50 is a distraction: there is no transition, so the growth rate is the same at every date, which is the Romer feature.
Pause and predict
In the Romer model, the number of researchers doubles permanently (with total labour unchanged in size). The growth rate of output per head
Who, when and why it mattered
  1. 1990
    Paul Romer, “Endogenous technological change”, Journal of Political Economy 98(5), S71–S102. Romer was awarded the 2018 Nobel Memorial Prize in Economic Sciences “for integrating technological innovations into long-run macroeconomic analysis”.
03
A different mechanism

Creative destruction

Joseph Schumpeter (1942) argued that capitalist growth is a process of creative destruction: new products and methods destroy the value of old ones, and the prospect of temporary monopoly profit is what drives the entrepreneur. His idea was a theme in the development textbooks long before it entered formal growth models.

Aghion and Howitt (1992) turned it into a model. Each product line has a quality, and research is a gamble: with a probability proportional to the number of researchers a firm invents a product better than the current best by a fixed factor (> 1), and takes over the market. The old leader loses its profit. The average growth rate is the arrival rate of innovations, which is proportional to the number of researchers, times the log size of each step:

g=λLR​lnγ

where λ is the arrival rate per researcher, LR the number of researchers and γ > 1 the size of an improvement. Grossman and Helpman (1991) built two versions of the same idea, a model of quality ladders like this one, and one of expanding variety, where growth comes from an ever-growing number of different products. Exams test the labels: GATE 2026 matches Schumpeter with creative destruction and Grossman–Helpman with the expanding-variety model.

ModelSource of growthWho
Expanding varietyMore and more distinct products or inputs, each a new ideaRomer (1990); Grossman and Helpman (1991)
Quality ladders and creative destructionBetter versions replace old ones, destroying the old leader’s profitAghion and Howitt (1992); Grossman and Helpman (1991); Segerstrom, Anant and Dinopoulos (1990)
Human capitalTime spent learning (Lesson 10)Lucas (1988)
Who, when and why it mattered
  1. 1942
    Joseph Schumpeter, Capitalism, Socialism and Democracy (Harper & Brothers). Creative destruction as “the essential fact about capitalism”.
  2. 1990
    Segerstrom, Anant and Dinopoulos, “A Schumpeterian model of the product life cycle”, American Economic Review 80(5), 1077–1091.
  3. 1991
    Gene Grossman and Elhanan Helpman, “Quality ladders in the theory of growth”, Review of Economic Studies 58(1), 43–61, and the book Innovation and Growth in the Global Economy (MIT Press).
  4. 1992
    Philippe Aghion and Peter Howitt, “A model of growth through creative destruction”, Econometrica 60(2), 323–351. Aghion and Howitt shared the 2025 Nobel Memorial Prize with Joel Mokyr, for explaining innovation-driven economic growth.
04
A problem and its fix

The scale-effect problem and Jones

In the Romer model g = θ sR L: growth rises with the size of the economy. A country with twice the population, and the same research share, should grow twice as fast. Two facts go against this. Large countries do not grow faster than small ones. And the number of researchers in the United States and other rich economies has risen many times since the 1950s, with no sign of a rise in growth. Charles Jones (1995) made the point.

His fix changes one number. Let the production of ideas be

A˙=θLAλ​Aϕ,ϕ<1

With φ = 1 this is Romer (with λ = 1). With φ < 1 the existing stock still helps, but less than in proportion: the best ideas are found first and new ones get harder to find (“fishing out”), and ideas in parallel research may duplicate one another (λ < 1). Take the growth rate of A, Ȧ/A = θLAλAφ−1. For this to be constant, A1−φ must grow at the same rate as LAλ. Taking growth rates and letting researchers grow at the population rate n:

Semi-endogenous growth
gA​=1−ϕλn​
Long-run growth is fixed by the growth rate of population, n, and the parameters of idea production, not by the research share or any policy. For λ = 1, φ = 1/2 and n = 1%, g = 2%.

This is semi-endogenous growth. Growth comes from research, and a larger population produces more ideas, but the growth rate is pinned down by n. A higher share of workers in research raises the level of the stock of ideas, and growth speeds up for a while, then falls back: a level effect like Solow’s. Subsidising research has no permanent effect on growth. Kremer (1993) took the long view of the same relationship: over a million years the world’s rate of technological progress tracked the size of its population.

Who, when and why it mattered
  1. 1993
    Michael Kremer, “Population growth and technological change: one million B.C. to 1990”, Quarterly Journal of Economics 108(3), 681–716.
  2. 1995
    Charles Jones, “R&D-based models of economic growth”, Journal of Political Economy 103(4), 759–784.
05
Interactive

A rise in research, in two models

Both versions start with growth of 2% and 10% of workers in research. At year 40 the research share rises (set it with the slider). In Romer’s model (a fixed population, φ = 1) growth jumps to a new rate and stays there: a growth effect. In Jones’s model (φ = 1/2, population growing at 1%) growth jumps and then drifts back to 2%, the rate set by n: a level effect. Watch the second chart too: both leave the economy with a higher stock of ideas, but only one of them with a higher rate of increase.

0%1%2%3%4%5%6%0306090120150Years (research share rises at year 40)Growth of ideas, and of output per headrisebalanced growth 4%growth rate01234560306090120150Yearsln of the stock of ideasideas

Each new idea makes research easier by as much as it makes everything else easier, so more researchers means a higher growth rate for ever: a growth effect.

Model
Growth before the rise2%
Long-run growth after the rise4%
Growth 100 years after the rise4%
Level of ideas at the end, vs no rise9×
The policy dividing line

The question “can policy change the long-run growth rate?” is answered by one number, φ. At φ = 1 (Romer, Aghion–Howitt in their simplest forms) yes. Below 1 (Jones) no, but policy can still raise income by raising the level of ideas and the number of researchers.

06
The price of growth

Patents, monopoly and policy

Because ideas are non-rival, the best static price for using one is zero. But then no one would pay to invent it. Growth models resolve the conflict with temporary monopoly power: patents let an inventor charge above marginal cost for a time, and the profits repay the research cost. The price is a static inefficiency, since monopoly prices reduce use below the efficient level. The gain is a faster flow of new ideas.

Three further results shape policy discussions. Spillovers: because inventors do not capture all the benefit of an idea (others build on it), the market tends to produce too little research, which is the case for subsidies. Business stealing: in Schumpeterian models an innovator destroys the old leader’s profit, which a social planner would not count as a gain, so the market can also produce too much research. Which effect wins is an empirical question. And openness: a larger market and the flow of ideas across borders raise the payoff to invention, which is one argument for trade and for protecting intellectual property in a way that spreads, not blocks, knowledge.

What this says about policy

In a Romer-type economy, policy has a lever on long-run growth: research subsidies, education of scientists and engineers, and the design of patents. In a Jones-type economy those policies raise income per head, not its growth rate, and the long-run rate depends on population growth and on how much of the world’s knowledge an economy can adopt. For a country far from the technology frontier, the practical question is often not inventing but adopting ideas that already exist, which the next lessons take up.

07
Solving the opening question

The opening question, solved

IIT JAM 2024 · hard
Y = A Ly, At+1 − At = (1/250)AtLa, La = 10, Ly = 90. Growth of output at t = 50?
  1. 1
    Growth of ideas.
    10/250 = 0.04 in every period.
  2. 2
    Output follows ideas.
    Ly is fixed, so Y grows at 4%.
Answer
4 per cent, at every date.
Watch out for

The mistakes examiners are fishing for

  • Saying ideas are rival. Their non-rivalry is what makes returns increasing.
  • Assuming perfect competition. Endogenous growth models need imperfect competition to reward invention.
  • Confusing researchers with the stock of ideas. LA is a flow of labour; A is the accumulated stock.
  • Thinking growth always responds to the research share. It does only if φ = 1.
  • Mixing up the labels. Creative destruction: Schumpeter, Aghion–Howitt. Expanding variety: Romer, Grossman–Helpman.
08
Revise

The lesson on one screen

The lesson on one screen
Ideas
Non-rival, partly excludable. Increasing returns to scale; needs imperfect competition.
Romer 1990
Ȧ = θALA; growth θLA. More researchers means faster growth for ever; fewer goods now.
Creative destruction
Schumpeter 1942; Aghion–Howitt 1992: g = λLR ln γ. New replaces old.
Grossman–Helpman
Quality ladders and expanding variety.
Scale effect
Romer predicts growth rises with size; data disagree (Jones 1995).
Jones
Ȧ = θLAλAφ, φ < 1: g = λn/(1 − φ). Policy changes level only.
Patents
Temporary monopoly pays for research; the price is static inefficiency.
09
Practice

Check yourself

0 of 12 correct so far

A. Numbers

Problem 1
Romer model: Ȧ = θALA with θ = 1/250. Find the growth rate of ideas (per cent) when LA = 10, and when LA = 20.
Problem 2
Romer model with θ = 0.002, share of researchers sR = 0.10 and L = 100. Find the growth rate (per cent). Then double the population to 200 with the same share.
Problem 3
Jones model: λ = 1, population growth n = 1%. Find long-run growth of ideas (per cent) when φ = 1/2, and when φ = 2/3.
Problem 4
Aghion–Howitt: each innovation raises productivity by a factor γ = 1.5, and the arrival rate of innovations is 0.2 a year (λLR). Find the average growth rate (per cent, two decimals).

B. Concepts

1Romer emphasised that ideas are
2Endogenous growth theory assumes
3In Jones's semi-endogenous model, a permanent increase in the share of labour in research
4The scale effect in the Romer model is the prediction that
5Which pair is correctly matched?
10
Real questions

Past papers, by level

Questions on Schumpeter, Romer, innovation and idea production, from JAM, GATE, UGC NET, JNU and Hyderabad. The Delhi School’s research-sector problem, with a labour share λ in R&D, is in Lesson 14.

Foundation

Definitions, one-step arithmetic and which-model questions. Most CUET and Hyderabad questions sit here.

3 questionsPractise →

Standard

Growth accounting, steady-state algebra, statement questions and matching, up to JNU, IIT JAM and UGC NET level.

6 questionsPractise →

Delhi School level

This topic’s hardest questions, from the DSE entrance, are worked through in Lesson 14: Growth accounting and research.

2 questionsLesson 14 →
All 9 past-paper questions for this lesson, easiest first: practise the full set →

✦These are questions from the TestStop bank. A free account answers 10 a day, each with its worked solution; All-Access opens every set with no daily limit.

11
Quick answers

Frequently asked questions

What is the Romer endogenous growth model?

In Romer's (1990) model, growth comes from the production of new ideas by researchers. Ideas are non-rival, so using an idea does not use it up and the existing stock makes each new idea easier to produce. In its simplest form the stock of ideas A grows at Ȧ = θ A L_A, where L_A is the number of researchers, so the growth rate of ideas, and of output per head, is θ L_A: proportional to the number of researchers.

What does it mean that ideas are non-rival?

A good is non-rival if its use by one person does not reduce what is available to others. A formula, a design or a piece of software can be used by any number of people at once without being used up. This is why ideas generate increasing returns: the cost of inventing an idea is paid once, and it can then be applied to every unit of production. Romer stressed this property as the heart of endogenous growth theory.

What is creative destruction in growth theory?

Creative destruction is Schumpeter's idea that growth comes from innovations that make older products and firms obsolete. In Aghion and Howitt's (1992) model, a research success replaces the existing leading-edge product with a better one, raising productivity by a fixed factor, and destroys the profits of the previous leader. The growth rate depends on how many researchers there are and on how big each improvement is.

What is the scale effect in growth theory and why is it a problem?

The scale effect is the prediction of first-generation endogenous growth models that the growth rate rises with the size of the economy, measured by population or the number of researchers. It is a problem because the number of researchers in rich countries has risen many times since the 1950s while growth has not risen. Jones (1995) pointed this out and proposed a model in which ideas become harder to find.

What is semi-endogenous growth?

In Jones's (1995) model ideas are produced by Ȧ = θ L_A^λ A^φ with φ < 1: the existing stock helps, but less than proportionally, so ideas get harder to find. In the long run growth is λn/(1 − φ), set by the growth rate of population n. Policy that raises the share of workers in research raises the level of ideas but not the long-run growth rate. Growth is endogenous in that it comes from research, but only semi-endogenous because policy cannot change its rate.

Why do patents and monopoly power appear in growth models?

An idea is non-rival, so once it exists, a competitive market would price its use at zero and the inventor would earn nothing. Growth models therefore give innovators temporary monopoly power, through patents, so that they can recover the cost of research. This is the trade-off in the models: monopoly prices distort static efficiency, but the profits they provide are what finances the research that drives growth.

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