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planning_fallacy
The planning fallacy is the systematic tendency to underestimate the time, costs, and risks of future actions while overestimating their benefits. People create optimistic plans based on best-case scenarios rather than drawing on distributional data from similar past projects. This occurs even when people have extensive experience with similar tasks going over time and budget.
A software team estimates a project will take three months, despite the fact that every similar project they have completed in the past took at least five months. They believe this time will be different.
A city government announces a new subway line will be completed in four years and within a $2 billion budget, confidently dismissing comparisons to similar transit projects that routinely ran seven or more years and doubled in cost. Six years and $4 billion later, the line is still unfinished.
A freelance writer promises a client a 10,000-word research report in two weeks, forgetting that her last three comparable reports each took over a month. She books a vacation for week three, fully convinced this project will be different.
Binary (yes/no) questions an LLM must answer to identify this aspect:
Are time or cost estimates presented without reference to similar past projects?
Type: binaryDoes the reasoning ignore potential obstacles or delays?
Type: binaryIs the best-case scenario treated as the expected scenario?
Type: binaryThe planning fallacy is the systematic tendency to underestimate the time, costs, and risks of future actions while overestimating their benefits. People create optimistic plans based on best-case scenarios rather than drawing on distributional data from similar past projects. This occurs even when people have extensive experience with similar tasks going over time and budget.
People focus on the specific details of the current plan (inside view) rather than the base rates of similar past projects (outside view). Optimism bias, anchoring on initial estimates, and the desire to secure project approval all contribute.
Use reference class forecasting: look at how long similar projects actually took, not how long you think this one should take. Add explicit buffers and use the 'outside view' as your primary estimate.
The planning fallacy explains chronic cost overruns in construction (the Sydney Opera House was 1,400% over budget), IT projects (average overrun of 45%), and personal projects like home renovations.
Use these tools to detect, analyze, or train this aspect.