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scheme_practical_reasoning
Practical reasoning argues that a particular action should be taken because it is the best means to achieve a desired goal. This scheme connects goals to actions through a means-end chain: Agent A has goal G, performing action X is a means to achieve G, therefore A should do X. It is the basic structure behind policy proposals, advice-giving, and strategic planning. The scheme is defeasible by showing the action will not achieve the goal, that there are better alternatives, or that the action has unacceptable side effects.
The city wants to reduce traffic congestion (goal). Building a new ring road would divert through-traffic away from the city center (means). Therefore, the city should build the ring road (action). This can be challenged by showing the ring road might induce more driving or that public transit expansion is a better alternative.
A school wants to improve student literacy rates (goal). Research shows that providing every student with access to books over the summer prevents learning loss (means). Therefore, the school district should launch a summer book lending program (action).
A retail company wants to reduce employee turnover (goal). Studies show that flexible working hours significantly increase staff retention (means). Therefore, the company should introduce flexible scheduling for all non-essential roles (action).
Binary (yes/no) questions an LLM must answer to identify this aspect:
Is a desired goal (G) explicitly or implicitly stated?
Type: binaryIs an action (A) proposed as a means to achieve that goal?
Type: binaryIs A actually an effective means to G (not just one of many)?
Type: binaryAre negative side effects of A considered?
Type: binaryPractical reasoning argues that a particular action should be taken because it is the best means to achieve a desired goal. This scheme connects goals to actions through a means-end chain: Agent A has goal G, performing action X is a means to achieve G, therefore A should do X. It is the basic structure behind policy proposals, advice-giving, and strategic planning. The scheme is defeasible by showing the action will not achieve the goal, that there are better alternatives, or that the action has unacceptable side effects.
Humans are goal-directed agents who naturally think in means-end terms. When a clear path from action to goal is presented, it triggers a sense of practical necessity that can override consideration of alternatives or side effects.
Challenge whether the action will actually achieve the goal (effectiveness), whether there are better alternatives (optimality), whether side effects outweigh benefits (proportionality), and whether the goal itself is the right one to pursue.
Practical reasoning structures virtually all policy debates, business strategy discussions, medical treatment decisions, and personal life planning.
Use these tools to detect, analyze, or train this aspect.