S-Curve Adoption Models

Technology commercialization

S-Curve adoption models are frequently referenced to describe the adoption of new technologies. The S-curve is a graphical representation of how a new technology diffuses through a population over time. This is a contrast to the market perspectives which are typically only valid at a given point in time. Both can be affected by the specific market strategies of technology proponents.   The curve has an S-shape because it starts slowly, then accelerates, and then slows down again as it reaches saturation. The S-curve can be divided into four phases:

  • The introduction phase is when the technology is first invented or introduced to the market, and only a few innovators adopt it.
  • The growth phase is when the technology gains popularity and acceptance among early adopters and early majority, and its adoption rate increases rapidly.
  • The maturity phase is when the technology reaches its peak adoption among late majority, and its adoption rate slows down as it approaches saturation.
  • The decline phase is when the technology becomes obsolete or replaced by a newer technology, and its adoption rate decreases as only laggards remain.
image credit: adobe Stock S-Curve

S-Curve

Several mathematical formulae for S-Curve Adoption Models  have been developed in modeling various physical phenomena and can also be applied  for technology adoption. The main models are:

  • Logistic Curve: This S-Curve Adoption Model is based on a differential equation that accounts for the limited potential market size and the diminishing returns of adoption. The logistic curve can also be divided into four phases similar to the S-curve: introduction, growth, maturity, and decline.The logistic curve can be expressed by the formula:y=L/(1+e^(-k(x-x_0)) ) where y is the cumulative adoption level, L is the maximum potential market size, k is the growth rate, x is the time variable, and x_0 is the inflection point where the adoption rate reaches its maximum.
  • Bass Diffusion Model: This S-Curve Adoption Model assumes that there are two types of adopters: innovators and imitators. Innovators are those who adopt the technology independently of others, while imitators are those who adopt the technology based on social influence or word-of-mouth. The model can also generate an S-shaped curve similar to the S-curve and the logistic curve. The Bass Diffusion model can be expressed by the formula: f(t)=(p+qF(t))/(1+qF(t)) where f(t) is the probability of adoption at time t, p is the coefficient of innovation, q is the coefficient of imitation, and F(t) is the cumulative fraction of adopters at time t.

While S-Curve Adoption Models provide some insight into the deployment scale of a particular technology over time, they do not provide insight into any individual or aggregate decision where market participants would grapple with the ethical considerations of technology adoption.

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