Heuristics

Gary DaltonUpdated:


THIS IS A DRAFT! A running collection of heuristics I regularly use but have not yet fully thought upon or expanded. I may do so in the future.

Introduction

A collection of lenses I use to make sense of why people, and societies, behave the way they do — why we exploit resources to the point of depletion, why status drives so much behavior, why fear and regret dominate so many lives, why our small-world wiring struggles in a large world. These are heuristics in the original sense: shortcuts to explanation, not guidance for self-improvement. Each is a seed; some may grow into longer pieces later.

Exploitation

I find it useful to think of “humans as an exploitation machine.” Exploitation as a term is not inherently bad — it simply means using a resource for advantage or benefit, and by that definition it is something every living thing does. The problem is not exploitation itself but our tendency to carry it through to depletion. Whether the resource is a fishery, a forest, a mineral deposit, an attention market, or a relationship, we rarely stop at a sustainable level on our own.

A large part of why we run resources to depletion is how we value rarity. As the resource thins, its per-unit value rises, which accelerates rather than slows the extraction. The signal we respond to is marginal gain, not absolute remaining stock, so by the time the cost is obvious the damage is largely done. The very scarcity that should be the warning sign instead becomes the price incentive that finishes the job.

Rarity also feeds directly into status (see below). A scarce resource is not just more expensive, it is more prestigious to own, to consume, or to control. The last bluefin tuna, the last big-game trophy, the last seat at the table — these carry a status premium precisely because they are nearly gone. So the rarity bonus is doubled: once in price, once in standing. Together they give us a powerful incentive to take the very last unit, which is exactly the unit we should leave alone.

We typically under-account for the cost of depletion, or in fact for the collateral damage that occurs from exploitation of a resource at all. I consider this a hard problem. We have both a genuine need to utilize — to exploit — a resource and a parallel obligation to amortize the damage and depletion costs over the life of that use. In practice, those doing the exploiting are most often able to avoid that amortized cost, helped along by uncertainty, confusion, and non-transparency. The harms are diffuse, delayed, and borne by people who are not in the room when the decision is made, while the gains are concentrated, immediate, and sit with the decider.

What makes it a hard problem and not just a fairness problem is that even a well-intentioned actor cannot easily price in costs that are unknown, contested, or far in the future. In practice we usually cannot delay the activity until the accounting is perfect — economic and political pressure will not allow it. The honest move is then to start the cost accounting immediately, in parallel with the activity, and to update it openly as the real damages reveal themselves.

Lawsuits are one of the few mechanisms we have that actually force a retroactive accounting, and I do view them as a legitimate approach. But they arrive long after the fact, and they are arduous and expensive. Expecting the exploiter to honestly self-account is naive — the whole structure of the situation rewards them for not doing it: the gain is theirs, the cost is someone else’s, and uncertainty is an asset on their side of the ledger.

The obvious answer is external regulation, but I don’t find that very satisfying. Regulators are slow, captured, under-resourced, and usually arrive after the damage. Honestly, this is the place where I don’t have a good answer. I can name the failure clearly, but I cannot point to a clean fix.

See exploitation for a fuller treatment I started and intend to return to.

Status

Status is one of the largest hidden drivers of human behavior, often larger than money, comfort, or even stated values. Much of what looks like an argument about facts, policy, or taste is actually a contest over relative standing. Once you start watching for it, status competition explains a lot; consumer choices, disputes, lifestyles, online behavior, and family dynamics.

The key property is that status is relative, not absolute. In a small world — a village or a tight community — almost no one is very far from the top of some ladder. There are only so many rungs, the rungs are visible, and a person can be the best baker, the strongest hunter, the wisest elder, or simply known. Most people land somewhere such that they can see themselves as worth something to those around them.

A large world breaks this. When the comparison group expands to a city, a nation, or a global society, the ladder is effectively infinite and almost everyone is far from the top of it. The same logic that gave the villager a shot at status now compares them against athletes, billionaires, celebrities, and strangers. Most people lose, all the time, on a scale they were never built for. This drives a great deal of unhappiness, envy, and political resentment. Not because people have less than they used to, but because the comparison set is now impossibly large.

Today, we don’t have the option to choose a smaller world. Our frame of reference will continue to be a large world. This creates a real tension and dangerous dynamic in our societies. We will need to watch how this unfolds very carefully.

Two things follow. First, when someone’s behavior seems irrational on a material reading, ask what status move it makes sense as; the answer is usually clarifying. Second, be honest about your own status motives, and be deliberate about the size of the world you compare yourself to. Choosing a smaller, real reference group is one of the few moves that actually works.

Fear and Regret

People often live their lives inside a closed loop of fear and regret. Regret reaches backward and fear reaches forward, and between the two there is very little room left for optimism, curiosity, action or for living in the happiness of now. The combination is one of the great inhibitors of a well-lived life.

You cannot reason your way out of fear while regret still informs you from the past. Regret re-supplies the evidence that fear feeds on. First, we must do away with regret: accept that past decisions were made with the information and the self you had at the time, and let them be finished. Only then is there enough quiet to look at fear directly, separate the real risks from the imagined ones, and act.

Forgetting

The ability to forget is wildly undervalued. We treat memory as an unqualified good and forgetting as a deficit, but a mind that cannot let go is a mind locked in the past. Forgetting allows us to walk through the open doors to our future. It permits us to walk past regret, grudges, embarrassment, and on the thousand small things that might otherwise cause paralysis. This is the first part of living into the future.

Remembering the past may certainly be useful but with caution. Mine old actions for the lessons they contain — what worked, what failed, what you would do differently. Once the lesson is taken, additional time spent on the past costs real attention and emotional energy that could be spent on now. The cost is not just the time; rumination shapes mood, and mood shapes the quality of every choice that follows.

A practical version of the heuristic: when a memory surfaces, ask whether there is a lesson still to extract. If yes, take it. If no, let it go without guilt — forgetting is doing its job.

Small world / Large world

A frame that runs through several of the heuristics. Humans evolved and spent almost all of our history in small worlds — bands, villages, tight communities of a few dozen to a few hundred people, with repeated interactions, visible reputations, and bounded resources. Most of our social and economic instincts are for that scale. We now live in a large world: cities of millions, global markets, planetary commons, and a social media that compares us with billions of strangers. A great deal of modern dysfunction may be small-world wiring misapplied to large-world conditions.

This pattern shows up regularly. Status competition was bearable when the reference group was the village; in a global feed nearly everyone loses. Exploitation was self-limiting when a band could see the deer thinning on its own range; in global markets the depletion signal arrives only as a price spike, far from the people who could have stopped it.

The most interesting work I know on this is Elinor Ostrom’s. She documented various communities that successfully managed shared resources — fisheries in Maine and Turkey, alpine pastures in Switzerland, irrigation systems in Spain and the Philippines, forests in Japan — without either privatizing them or handing them to a central state. What she found was that the standard “tragedy of the commons” assumption is often false. Local users, given the right conditions, organize their own rules and enforce them.

Ostrom extracted a set of design principles from these cases: clearly defined boundaries on who is in the user group; rules matched to local conditions; users participating in setting and modifying those rules; effective monitoring, usually by the users themselves or by people accountable to them; graduated sanctions for violators; cheap conflict-resolution mechanisms; recognition of the group’s right to organize by outside authorities; and, for larger systems, nested layers of governance. For this body of work she was awarded the 2009 Nobel Prize in Economics and it remains the strongest empirical case that humans can govern commons without either market or state.

The catch is that Ostrom’s mechanisms are small-world mechanisms. They depend on a bounded user group, repeated interaction, mutual visibility, and the ability to exclude outsiders. They scale up with great difficulty, and they tend to break when the resource gets pulled into a global market or contested by a state with different priorities. They don’t govern the atmosphere, the oceans, the biosphere, or any commons whose users are billions of anonymous strangers.

So, we are left with a problem still seeking a solution. We know people are able to self-govern well under small world conditions but have not yet shown this inate ability for our large world. Yet, we now live in a large world. Does this require a reliance on state regulation, global treaties, market mechanisms? We have seen that these mechanisms may be captured by privileged interests. I don’t think there is a clean resolution to this.