The FutureIQ Wiki

Opportunity Cost principle Opportunity cost is the value of the best alternative a choice displaces—including time, attention, and mental peace. A visible gain is worthwhile only when it exceeds that hidden loss. 93 links Confirmation Bias mechanism Confirmation bias lets prior belief judge the evidence meant to test it: attention preserves supporting hits, interpretation excuses conflicting misses, and memory turns the resulting imbalance into apparent proof. 88 links Coordination Failures Individually sensible choices can produce collectively destructive systems when each person’s best move depends on what everyone else is doing. Once rule-breaking pays and spreads, cooperation can unravel into a stable but worse pattern. 83 links Group Conformism mechanism People often trade accuracy for belonging: once a group displays consensus, social alignment can override even direct perception and personal taste. 78 links Deliberate Trade-off Selection principle When incompatible goals cannot all be maximized, choose the compromise explicitly. Otherwise luck, randomness, or hidden defaults will choose what you sacrifice. 75 links Understanding Incentives To understand an incentive, ignore the stated goal and inspect the choice architecture: what becomes easier, more rewarding, or less costly than the alternative. Behavior follows the payoff people actually encounter, including fun, convenience, and protection from consequences. 72 links Overconfidence and the Illusion of Explanatory Depth Familiarity creates a false sense of understanding because recognition hides the mechanism’s missing parts. Real understanding appears when you can reconstruct the causal chain, answer follow-up questions, or make the system work in your own words. 71 links Artificial Scarcity mechanism Artificial scarcity preserves value by restricting supply below what could profitably be sold. The constraint works when exclusivity and signaling—not merely usefulness—are what buyers are paying for. 67 links Costly signalling Costly signalling separates a visible symbol from the hidden price that makes it credible. A signal carries weight when producing it requires enough time, money, risk, or scarcity that imitation is difficult. 64 links Illusion of Explanatory Depth mental-model Familiarity creates a false sense of understanding because the mind stores a usable outline while silently skipping the connections between parts. Trying to explain, reproduce, or operate the thing forces those missing connections into view. 64 links False-Consensus Effect mental-model The false-consensus effect is the habit of treating your own choice as the normal choice. Once you choose a side, you tend to imagine that most other people chose it too. 63 links Signaling mental-model Signaling is the value an action or credential gains by changing what others believe about the person behind it. Its visible message can matter alongside—and sometimes rival—its direct practical function. 63 links Supply and demand mechanism Lucrative opportunities attract supply until competition erodes the advantage. Prices, salaries, and job odds therefore signal the current mismatch between demand and supply—not the moral worth of a product, profession, or person. 62 links Costly Signaling mechanism A claim becomes credible when proving it consumes enough money, time, effort, or risk to deter pretenders. What looks wasteful may be the mechanism: the cost filters [[cheap-talk|Cheap Talk]] into evidence. 61 links Perverse Incentives mechanism Perverse incentives arise when a system rewards behavior that undermines its larger goal. They endure because each participant captures an immediate, legible gain while the resulting harm is delayed, dispersed, or difficult to assign. 56 links System 1 vs System 2 mental-model Fast, automatic System 1 often reaches a conclusion before deliberate System 2 arrives; System 2 may then defend that conclusion instead of independently testing it. Better judgment comes from recognizing when intuition contains useful compiled experience and when the problem needs effortful scrutiny. 55 links Incentive Design principle Behavior follows the reward actually attached to an action, not the virtue attached to it. A small, immediate payoff can make a desired behavior repeatable when it rewards that behavior precisely. 54 links Cognitive biases arise from System 1 overconfidence mechanism Cognitive bias emerges when System 1 mistakes familiarity or fluency for competence, settles on an immediate answer, and never hands a demanding problem to System 2 for deliberate correction. 52 links Negative Externalities mechanism A choice looks artificially cheap when the decision-maker captures the savings while other people or the environment absorb part of the cost. The apparent bargain is created by shifting damage outside the transaction. 52 links Performative Adaptation mechanism Visible personality is partly shaped by social reward: people may suppress intelligence, complexity, or confidence when those traits threaten acceptance. What looks like a stable disposition can therefore be an adaptation to the audience. 51 links Scarcity Heuristic mental-model Apparent scarcity raises value and urgency by making delay feel like loss. The signal can rush you into deciding before you establish whether the thing is valuable—or even genuinely scarce. 51 links Easily-gained things lack value principle What arrives without effort may be possessed without becoming usable. The struggle to acquire something can also build the judgment and capacity needed to put it to work. 50 links Analysis Paralysis mechanism Too many similar alternatives—or a demand for complete information—can make comparison costlier than the decision is worth. As evaluation expands, choosing slows or stops even when a reasonable decision now would beat a theoretically perfect decision later. 49 links Effort Shock mechanism Effort Shock arrives when the imagined price of excellence collides with its real workload. Talent can create an early advantage, but expertise demands sustained effort over a long horizon—and many people quit when they finally see that bill. 49 links Goodhart's Law mental-model Goodhart's Law begins when a measurement stops being a window onto reality and becomes the object of reward. Once the score carries consequences, people reshape their behavior around the proxy, making it progressively less trustworthy. 49 links Reward effort, not outcome principle Reward the quality of effort and process rather than the visible result. Outcomes contain luck, and rewarding fruits alone trains people to chase fruits instead of doing good work. 49 links Scarcity Principle principle Limited access can increase desire without changing the thing itself. By turning a choice into a threatened exclusion, scarcity shifts attention from whether something is valuable to whether you might lose the chance to obtain it. 49 links The Dunning Kruger effect The Dunning-Kruger effect is a double failure: weak skill also deprives you of the diagnostic skill needed to recognize that weakness. Confidence therefore cannot serve as evidence of competence. 49 links Separation of Acquisition and Consumption mechanism Discovery and understanding often demand different kinds of attention. Capture worthwhile material when you encounter it, then consume it later under conditions suited to comprehension. 48 links Social Approval Incentives mechanism When belonging is conditional, social approval becomes a price: people may pay it by concealing their beliefs, suppressing their preferences, or abandoning ambitions that threaten acceptance. 48 links