🧪 This platform is in early beta. Features may change and you might encounter bugs. We appreciate your patience!
restraint_bias
Restraint Bias is the tendency to overestimate one's ability to control impulsive behavior. People who believe they have strong self-control are paradoxically more likely to place themselves in situations of temptation, which in turn increases the probability that they will succumb to the very impulses they thought they could resist. Identified by Nordgren, van Harreveld, and van der Pligt (2009), the bias explains why self-perceived moderates often relapse, while those with lower self-assessments of control tend to avoid triggering situations altogether.
A recovering alcoholic, confident in their sobriety, volunteers to bartend at a friend's party—reasoning that they can handle it. As the evening progresses and social pressure mounts, they take a drink.
A dieter buys a large bag of cookies for 'emergencies only,' certain they won't touch them—and finishes the bag within two days.
A procrastinator signs up for a tight project deadline because they're confident they'll buckle down when the time comes, only to find themselves unable to resist distractions when the deadline approaches.
Binary (yes/no) questions an LLM must answer to identify this aspect:
Does the person claim or demonstrate high confidence in their ability to resist a specific temptation or impulse?
Type: binaryDoes this self-assessed control lead them to voluntarily seek out or accept exposure to the temptation?
Type: binaryIs there evidence or risk that the actual exposure increases rather than decreases the chance of giving in?
Type: binaryWould a more realistic assessment of self-control lead to a more cautious behavioral choice?
Type: binaryRestraint Bias is the tendency to overestimate one's ability to control impulsive behavior. People who believe they have strong self-control are paradoxically more likely to place themselves in situations of temptation, which in turn increases the probability that they will succumb to the very impulses they thought they could resist. Identified by Nordgren, van Harreveld, and van der Pligt (2009), the bias explains why self-perceived moderates often relapse, while those with lower self-assessments of control tend to avoid triggering situations altogether.
People in a 'cold' state (not currently tempted) systematically underestimate the power of 'hot' states (actively experiencing desire or craving). The visceral pull of temptation is invisible from a distance, leading to overconfidence in one's future self-regulation.
Adopt situation-level prevention rather than relying on willpower: avoid environments where temptation is present rather than planning to resist it in the moment. Recall specific past failures of self-control when assessing future risk.
Dieters who keep junk food in the house 'just for guests' tend to consume it themselves. Gamblers who believe they can set hard limits often extend their bets beyond them once in the casino.
Systematically overestimating own knowledge or ability to control events.
The tendency to overestimate the probability of positive events and underestimate the probability of negative events happening to oneself. While general risk awareness may be accurate, personal risk assessment is systematically skewed toward optimistic outcomes.
Use these tools to detect, analyze, or train this aspect.