Adoption

The take-up of new technology by firms or consumers linked to economic growth.

In one sentence

In economics, adoption is the decision to start using a new technology, product, or practice, and diffusion is how adoption spreads across firms, sectors, and consumers over time—often producing an S-shaped take-up curve.

Why adoption matters for growth

Innovation raises the frontier, but productivity grows when innovations are adopted and used effectively. Slow adoption can explain “productivity paradox” episodes where new technologies exist but measured productivity does not immediately rise.

A simple diffusion picture

    flowchart LR
	  A["New technology introduced"] --> B["Early adopters"]
	  B --> C["Learning & complementary investment<br/>(skills, processes, infrastructure)"]
	  C --> D["Mass adoption"]
	  D --> E["Maturity / replacement"]

What drives (and slows) adoption

Common drivers:

  • relative advantage (cost reduction, quality improvement),
  • compatibility with existing workflows and standards,
  • network effects (value rises when others adopt),
  • learning-by-doing and experimentation (uncertainty falls over time),
  • complementary capital (training, IT systems, reorganizing production).

Common barriers:

  • fixed costs and financing constraints,
  • switching costs and legacy systems,
  • uncertainty about performance and standards,
  • regulation and procurement frictions,
  • organizational inertia and skills gaps.

A minimal model intuition

Firms adopt when the present value of expected benefits exceeds the present value of costs (including adjustment costs and risk). With uncertainty, there can be an option value of waiting: even profitable technologies may be adopted slowly if it is valuable to learn from others first.

A simple diffusion model (S-curve)

One common way to represent adoption over time is a logistic diffusion curve. Let $A(t)$ be the share (or cumulative number) of adopters and $K$ be the maximum (market potential). A standard form is:

\[ A(t) = \frac{K}{1 + e^{-b(t-t_0)}} \]

The implied adoption rate is highest in the middle of the diffusion process:

\[ \frac{dA}{dt} = b\,A(t)\left(1 - \frac{A(t)}{K}\right) \]

This captures the idea that adoption starts slowly (few adopters and high uncertainty), accelerates with learning and network effects, and then slows as the market saturates.

Policy connection

Policy can accelerate socially valuable adoption when private incentives are too weak (externalities), via:

  • R&D and adoption subsidies, tax credits,
  • standards and interoperability rules,
  • public infrastructure investment (broadband, charging networks),
  • information provision and demonstration projects.
  • Diffusion of Innovation: The process by which a new idea, practice, or technology spreads through a population.
  • Technology Lifecycle: The stages a technology goes through from development and market introduction to widespread acceptance and obsolescence.
  • Consumer Adoption: The process through which individual consumers begin to buy and use new products.
  • Barriers to Adoption: Obstacles that prevent the widespread uptake of a technology (cost, uncertainty, skills, standards).
  • Network Effects: When a product’s value increases as more users adopt it.

Quiz

### Which has a generally faster adoption rate? - [x] Modern technology (like smartphones) - [ ] Older technology (like the telephone) > **Explanation:** Modern technology, due to enhanced communication and marketing channels, generally achieves higher adoption rates more rapidly. ### What term is used to describe the spreading of innovations? - [x] Diffusion - [ ] Distribution - [ ] Extension - [ ] Allocation > **Explanation:** Diffusion refers to how innovations spread through populations and is a key component of understanding adoption patterns. ### True or False: Higher adoption rates are linked to slower economic growth. - [ ] True - [x] False > **Explanation:** Higher adoption rates are typically linked to faster economic growth owing to efficiency gains and increased productivity. ### Which factor does NOT influence the rate of adoption of new technology? - [ ] Relative Advantage - [ ] Compatibility - [ ] Complexity - [x] Seasonality > **Explanation:** Seasonality typically does not influence the rate at which technology is adopted, unlike factors like relative advantage, compatibility, and complexity. ### What describes how well new technology fits with existing values or practices? - [ ] Complexity - [x] Compatibility - [ ] Trialability - [ ] Observability > **Explanation:** Compatibility refers to how well a new technology aligns with an adopter's existing values, past experiences, and needs. ### What might delay the adoption of new technology? - [ ] Relative advantage - [x] High complexity - [ ] High compatibility - [ ] High trialability > **Explanation:** High complexity can delay adoption as users may find it challenging to understand or use the technology. ### True or False: Faster technological adoption has little impact on market penetration. - [ ] True - [x] False > **Explanation:** Faster technological adoption significantly impacts market penetration, leading to quicker acceptance and integration into consumer habits. ### What term signifies the degree to which a new concept can be experimented with on a limited basis? - [ ] Complexity - [ ] Compatibility - [ ] Relative Advantage - [x] Trialability > **Explanation:** Trialability refers to the ease with which potential users can test the new concept or technology before making a full commitment. ### Which organization is involved in promoting innovation and industrial competitiveness in the United States? - [x] National Institute of Standards and Technology (NIST) - [ ] Food and Drug Administration (FDA) - [ ] Securities and Exchange Commission (SEC) - [ ] Federal Reserve > **Explanation:** NIST focuses on promoting innovation and enhancing industrial competitiveness through technological standards and advancements. ### What is a historical example of slow technology adoption? - [ ] Smartphones - [ ] Internet - [ ] Social Media - [x] Telephone > **Explanation:** The telephone is an example of slow technology adoption; it took approximately 40 years to achieve a 40% adoption rate in U.S. households.