The limited enthusiasm model can be extended for long-term church growth analysis by adding reversion. This model is easier to handle than the demographics model as it has fewer parameters. Nevertheless, it can handle long-term dynamics provided births and deaths are similar. As such, the model is useful for analysing denominational growth and decline where the only data are membership or attendance figures.

Results of this model are included with the demographics model.

System Dynamics Model

The limited enthusiasm model has two types of Christians: Enthusiasts – those active in conversion; and inactive believers – who play no part in conversion. In this simplified model, only inactive believers leave the church. They immediately become open to re-conversion, figure 1.

Limited Enthusiasm with reversion model
Figure 1; Limited Enthusiasm Model with Reversion

Growth is driven by the reinforcing loop R1 where enthusiasts are reproducing themselves through conversion. The feedback: more enthusiasts, more conversions, more enthusiasts, gives exponential growth. Growth is opposed by B1, which reduces conversions, thus slowing the exponential growth. When conversions have been reduced below the number who lose enthusiasm, B2, the number of enthusiasts starts to decline. Therefore church growth slows and eventually halts.

B3 controls the unbelievers who leave the church and are open to rejoining. Thus once revival growth is over, the church may decline rather than plateau. There is a reinforcing loop from recycling R2, which may help the church to survive. R2 is the combination of the 3 loops B1-B3, which create long cycles of growth and decline.


The system dynamics reduces to three differential equations:

Limited Enthusiasm with reversion equations

U are the number of unbelievers; A the number of enthusiasts; and B the number of inactive believers. The total populations N = U + A + B and the church numbers are C = A + B.


The model has only five parameters.

Reproduction Potential RpThis is the number of unbelievers converted, and made enthusiasts, through one existing enthusiast, given the whole population are unbelievers. It measures how much an enthusiast can “reproduce” themselves from the pool of unbelievers.
Duration of Enthusiastic Phase τaThe average length of time an enthusiast is active in conversion before they become an inactive believer.
Fraction of Converts Enthusiast gThe fraction of new converts who become enthusiasts. The remaining people become inactive believers immediately on conversion.
Leaving Rate αThe total rate at which inactive believers leave the church.
Initial Fraction of Church EnthusiastThe fraction of the church that are enthusiasts at the start of the model.


There are implications for the long-term growth and decline of the church. Like the basic limited enthusiasm model, there is a revival growth threshold over which the church will see rapid growth. However, there is also an extinction threshold, equal to unity, under which the church will decline to zero members or attenders.

See Long-Term Growth Results

See Long-Term Decline Results