Why this is hard

Psychology already has a great deal to say about distress. We have careful frameworks for depression, for burnout, and for well-being. What we have far less of is a way to anticipate trouble before it surfaces. One finding that stayed with me is a large review by Franklin and colleagues, which looked back over fifty years of research and concluded that the risk factors the field relies on predict suicidal thoughts and behaviors only weakly, especially over the short term. Put plainly, much of our science describes a crisis well once it has already arrived, but struggles to see it coming.

So I kept returning to a simple question. If the usual warning signs appear late, what is happening earlier, upstream, while a person is still functioning? And could those earlier conditions be put into words and measured?

The idea

The model in the paper, which I call the En-ADT model, begins with a simple idea: psychological sustainability depends less on maximizing any single variable than on maintaining enough of several essential conditions simultaneously.

I gave that intuition a name, the Equation of Enough, and treated a person's state as a position on a continuum. At one end is what I call actualization, a condition of clarity, purpose, and coherence. At the other end is collapse, where purpose and orientation come apart. The second half of the model, the Actualization Death Threshold, is simply a way of locating where someone sits along that line at a given moment.

Five ordinary things

The Equation of Enough is built from five everyday factors. None of them is exotic. They are the ordinary conditions of a life, and the model asks, for each one, whether it is working for a person or against them.

The first is whether stress energizes or overwhelms, the difference between pressure that sharpens you and pressure that grinds you down. The second is whether success feels meaningful and integrated, rather than hollow or destabilizing, because achievement does not always steady us, and sometimes unsettles us. The third is whether the meaningful moments in a life arrive at a pace a person can actually sustain, instead of all at once or hardly at all. The fourth is whether one's surroundings fit one's values, the quiet sense of being in the right place rather than, as one of the survey items puts it, swimming in the wrong pool. The fifth is whether a person can still picture and plan a future, the cognitive thread that keeps the present pointed somewhere.

When these five hold together, the model points toward sustainability. When they erode, it points toward movement along the continuum, toward collapse.

What I found

To test the idea, I built two new self-report scales and studied them across two samples, the larger of which included two hundred and fifty adults of varied ages and nationalities. The results were encouraging for a first step. The five factors, taken together, accounted for a substantial proportion of variation in where people fell on the continuum between actualization and collapse. The scales behaved consistently, and they related to established measures of well-being and meaning in the way I had hoped, overlapping with them without merely repeating them.

What this is not

I want to be careful about what the study does and does not show, because the subject is a serious one. This is a preliminary validation, not a finished instrument. The data are self-reported and gathered at a single point in time, which means the model captures association rather than prediction across time, and it is certainly not a clinical or diagnostic tool. A great deal still has to be done, including following people over months instead of asking them once, testing the model in different cultures, and examining how it relates to outcomes that matter in the real world. I would rather say this plainly than oversell a first paper.

Behind the work

There is a personal layer I will share briefly. I carried out this research as an independent author, without institutional funding, a laboratory, or a grant, while completing my undergraduate degree. The scales, the design, and the analysis were built from the ground up, often outside the usual machinery of academic research. I mention this not as a grievance but because I think it matters that ideas can still be developed, tested, and taken seriously from the margins.

My interest in these questions is also personal. Growing up with autism meant that understanding people and social interaction rarely came intuitively. Early intervention helped me develop those skills, but the process left me with a lasting curiosity about why people think, feel, and behave as they do. Research became a way of searching for structure in experiences that once felt difficult to understand, and eventually of asking whether those patterns could be formalized into predictive models.

Although this paper focuses on individual psychology, my broader research interest lies in complex systems more generally. I study how political systems evolve under cognitive, economic, geographical, and social pressures, and how formal modeling can clarify and perhaps improve their long-term stability.

Where this goes next

For me, this paper is a beginning rather than a conclusion. My wider interest is in how systems, whether a single person or an entire society, hold together or break down under pressure, and in how careful modeling can help us see those dynamics more clearly. The En-ADT model is that same question turned toward the individual.

If these ideas intersect with your own research or raise questions, I would be delighted to hear from you.