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action_bias
Action bias is the tendency to favor action over inaction, even when there is no evidence that action will produce a better outcome. In uncertain or ambiguous situations, doing something feels psychologically better than doing nothing, even when analysis suggests that waiting or standing pat would be optimal.
During a stock market downturn, an investor frantically sells holdings and buys different assets, even though historical data shows that staying the course with a diversified portfolio typically outperforms reactive trading during volatility.
A football goalkeeper, facing a penalty kick, dives dramatically to one side on nearly every shot — even though statistical research shows that staying in the center would stop more goals. Standing still feels passive and irresponsible, so goalkeepers dive regardless of the odds.
A parent whose child has a mild cold immediately pushes the doctor for antibiotics, feeling that 'doing something' is better than watchful waiting — even though the doctor explains the illness is viral and antibiotics will have no effect and may cause side effects.
Binary (yes/no) questions an LLM must answer to identify this aspect:
Is action proposed or taken in a situation of uncertainty?
Type: binaryIs there evidence that action would produce a better outcome than inaction?
Type: binaryIs the preference for action driven by the need to 'do something' rather than evidence?
Type: binaryAction bias is the tendency to favor action over inaction, even when there is no evidence that action will produce a better outcome. In uncertain or ambiguous situations, doing something feels psychologically better than doing nothing, even when analysis suggests that waiting or standing pat would be optimal.
Action provides an illusion of control and reduces the anxiety of uncertainty. Socially, people who take action are judged less harshly than those who do nothing, even when the outcomes are identical. Inaction feels like passive acceptance of a bad outcome.
Before acting, explicitly consider 'doing nothing' as a viable option and evaluate it on its merits. Ask whether the urge to act is driven by evidence or by discomfort with inaction.
Soccer goalkeepers dive left or right on penalty kicks even though staying in the center would statistically save more goals. In medicine, doctors may prescribe unnecessary treatments because both patients and physicians feel better 'doing something.'
Use these tools to detect, analyze, or train this aspect.