I was interested in how the subjective passage of time changes as we age and Gemini outlined two main theories that are described below:
Mathematical Proportionality: The Logarithmic and Square Root Models of Subjective Time
The ubiquitous feeling that time accelerates as a function of biological aging is a well-documented and globally recognized psychological phenomenon. To explain why a single year feels interminable to a young child but fleets by seemingly in an instant for an older adult, chronobiologists and mathematical psychologists rely on several quantitative models that map subjective experience against objective physical duration. The most prominent foundational framework for this is the Proportional Theory of time perception.
The Proportional Theory posits that human beings perceive the passage of time relative to the total amount of time they have already accumulated in their lifespan. In this framework, the subjective weight of any given duration is inversely proportional to the observer's total lived age. When a child is one year old, a single year represents one hundred percent of their entire lived, conscious experience. By the time an individual reaches ten years of age, a single year represents only ten percent of their life; at fifty years old, it represents a mere two percent. Consequently, as the mathematical denominator of lived experience grows progressively larger, each new unit of chronological time constitutes a progressively smaller fraction of the whole. This shifting ratio directly results in the psychological sensation that the "present" time is relatively short in comparison to the totality of the lifespan.
Within the academic literature, there are two primary quantitative models utilized to express this proportional phenomenon mathematically, each with distinct implications for the human experience of aging.
The first is the Real-Time Proportional Model, which formalizes the intuitive understanding of proportional time by positing that the passage of subjective time (denoted as $S$) relative to actual physical time (denoted as $R$) is inversely proportional to a person's total real age. This relationship is defined by the following differential equation:
Where $K$ represents a specific constant of proportionality. When this equation is integrated to determine the change in subjective time between two distinct points in real physical time ($R_1$ and $R_2$), the result is a logarithmic relationship:
This logarithmic model dictates a severe, exponential "thinning out" of perceived time as an individual ages. Under this paradigm, a single day represents a mathematically massive proportion of a young person's life compared to an older person's. For instance, one day is approximately 1/4,000 of the entire life of an 11-year-old child, but only 1/20,000 of the life of a 55-year-old adult. Thus, according to this strict formulation, the 55-year-old experiences a year passing approximately five times faster than the 11-year-old does.
Furthermore, this logarithmic model dictates that periods of life where the end age is exactly twice the start age will feel quantitatively equal in subjective duration. Under this rule, the subjective duration experienced between ages 5 to 10 feels exactly equal to the duration experienced between 10 to 20, which in turn feels equal to the span from 20 to 40, and equally, the massive chronological span from 40 to 80. The fundamental limitation of this model, however, is its mathematical failure at the earliest stages of human life; calculating the period from age 0 to any subsequent age would imply an infinite passage of subjective time, which contradicts human biological reality.
To resolve the mathematical and phenomenological limitations of the real-time model, researchers developed the Subjective-Time Proportional Model, commonly referred to as Lemlich's Model. Proposed by Lemlich, this paradigm posits that the passage of subjective time is not inversely proportional to real, chronological age, but rather to the total subjective time the individual has already experienced up to that point. The governing differential equation for this model is:
By integrating this equation and applying the necessary boundary condition that subjective time is zero when real time is zero ($S = 0$ when $R = 0$), the mathematical formula yields a square root function:
This result indicates that the actual rate of subjective time passage ($dS/dR$) is equal to $\sqrt{K / 2R}$. In Lemlich's model, time appears to pass in proportion to the square root of the perceiver's real age. Consequently, the acceleration of time across the lifespan is less aggressive and severe than in the logarithmic model. Under these conditions, a 55-year-old would experience time passing approximately 2.25 times faster than an 11-year-old, as opposed to the five times faster predicted by the real-time model.
The periods of life that feel quantitatively equal under Lemlich's model do not follow a doubling sequence, but rather follow a square sequence. The following table illustrates the epochs of human life that would feel subjectively equal in duration according to this model:
| Subjective Epoch | Chronological Age Range | Total Real Years Passed in Epoch |
|---|---|---|
| Epoch 1 | Ages 0 – 1 | 1 Year |
| Epoch 2 | Ages 1 – 4 | 3 Years |
| Epoch 3 | Ages 4 – 9 | 5 Years |
| Epoch 4 | Ages 9 – 16 | 7 Years |
| Epoch 5 | Ages 16 – 25 | 9 Years |
| Epoch 6 | Ages 25 – 36 | 11 Years |
| Epoch 7 | Ages 36 – 49 | 13 Years |
| Epoch 8 | Ages 49 – 64 | 15 Years |
| Epoch 9 | Ages 64 – 81 | 17 Years |
| Epoch 10 | Ages 81 – 100 | 19 Years |
| Epoch 11 | Ages 100 – 121 | 21 Years |
Empirical psychological studies assessing time perception in subjects have provided substantial support for this model. When participants were asked to estimate durations at a quarter of their current age, their responses consistently aligned with the predictions of this square-root model far more accurately than the real-time logarithmic model.
A profound and somewhat melancholic consequence of the Lemlich model is its mathematical implication for human mortality and the perception of the future. The model dictates that the fraction of subjective life remaining is always less than the fraction of real physical life remaining. However, mathematically, it ensures that the subjective time remaining is always more than one half of the real life remaining. This provides a robust quantitative framework for why the later decades of life, despite encompassing significant chronological spans, feel experientially compressed into a rapid twilight.
The Calculus Behind Lemlich's Model
The preceding section outlined the final results of Lemlich's square root model. The following section explains the underlying mathematics and provides a step-by-step derivation demonstrating exactly how that final formula is calculated using calculus.
To derive the final rate of subjective time passage, we use separation of variables to integrate the initial differential equation, apply the boundary condition to find the specific solution, and then express the rate purely in terms of real time.
1. Separation of Variables
We begin with Lemlich's initial differential equation, which states that the rate of change of subjective time ($S$) with respect to real chronological time ($R$) is inversely proportional to the subjective time accumulated so far:
Here, $K$ is a constant of proportionality. To solve this, we separate the variables to group the $S$ terms on one side and the $R$ terms on the other. Multiply both sides by $S$ and $dR$:
2. Integration
Next, we integrate both sides of the equation:
Using the basic power rule for integration on the left side, and recognizing $K$ as a constant on the right side, we get:
where $C$ represents the constant of integration.
3. Applying the Boundary Condition
To find the exact value of $C$, we apply the provided boundary condition: subjective time is zero when real time is zero ($S = 0$ when $R = 0$). Substituting these values into our integrated equation:
Substituting $C = 0$ back into our equation gives the specific solution:
4. Solving for Subjective Time ($S$)
To express total accumulated subjective time as a function of real time, we isolate $S$. First, multiply both sides by 2:
Taking the square root of both sides yields the formula for accumulated subjective time:
5. Calculating the Final Rate of Subjective Time Passage
The final step is to determine the rate of subjective time passage ($dS/dR$) expressed entirely in terms of real time ($R$). The most straightforward method is to substitute our new expression for $S$ back into the original differential equation.
The original differential equation is:
Substitute the derived formula $S = \sqrt{2KR}$ into the denominator:
To simplify this into the final square root form, we can rewrite the $K$ in the numerator as $\sqrt{K^2}$:
Combine the numerator and denominator under a single square root:
Finally, cancel one $K$ from the numerator and the denominator:
This final mathematical result confirms the model's hypothesis: as real chronological age ($R$) increases, the rate at which subjective time is perceived to pass ($dS/dR$) continually decreases according to an inverse square root curve.



