Scope Neglect

Scope Neglect is failing to adjust valuation, concern, or willingness to pay in proportion to the magnitude of a problem or benefit. Ten times the harm does not produce ten times the response. The number changes; the feeling barely does.

Many willingness-to-pay answers behave more like expressions of attitude than like preferences that scale with size. People may offer similar dollars to save 2,000 birds and 200,000 birds. The attitude "saving birds matters" is real; the quantity sensitivity is missing. Identifiable victim effect makes one vivid person outweigh statistics. Neglect of probability ignores likelihood. Scope neglect ignores magnitude.

Charities, media, and policy debates exploit the flat curve: a single story moves more money than a log-scale tragedy. Budgets and moral urgency get set by prototype feelings, not by size.

Attitudes need not be linear. The bug is making allocation decisions as if you had priced scope when you only expressed a value stance.

When numbers change by orders of magnitude, force your dollars, time, and urgency to move - or admit you are voting with attitude, not sizing the problem.

• "I'd give about the same for 100 or 10,000 helped."
• "The scale doesn't change how bad it feels."
• "One story matters more than the spreadsheet."
• "Whether it's millions or thousands, I'm maxed out emotionally."
• "Bigger impact, same donation - I already care."
• "Scope is abstract; the face is real."
• "We funded the cause, not the count."
• "Tenfold harm doesn't feel tenfold worse."

Birds valuation: willingness to pay barely rises when the number of birds saved rises by orders of magnitude. Kahneman and colleagues' attitude-expression pattern - scope failed to scale the dollars.

Disaster fatigue: a quake with 800 dead and one with 8,000 dead draw similar headline grief and similar one-time gifts after the first shock lands.

Product bug triage: a bug hitting 50 users and one hitting 5,000 get the same "we should fix that" energy until someone forces a severity math.

Charity gala: a single identified child raises more than a dry slide with population impact. Scope lost to a face.

Policy budget: two programs with 10x difference in lives affected receive similar line items because both "sound important."

Scope neglect misallocates aid, attention, and engineering time away from larger problems that feel similar to smaller ones.

Media incentives favor vivid small scopes over dry large ones, and audiences follow.

Public goods valuations become attitude polls mistaken for willingness-to-pay curves.

Teams underfund 10x issues that lack a mascot.

Over time moral and budget life becomes prototype-driven: you respond to the category of problem, not its size.

Psychophysical numbing: feelings compress as numbers grow.

Prototype and attitude responses answer "do I care about this kind of thing?" rather than "how much per unit?"

Identifiable stories hijack the valuation channel that should have tracked magnitude.

Kahneman, Ritov, and Schkade's 1999 Journal of Risk and Uncertainty paper, Economic Preferences or Attitude Expressions?: An Analysis of Dollar Responses to Public Issues, argued that many dollar responses to public goods behave like attitude expressions that are insensitive to scope.

When valuations do not scale with the size of the good, they are poor guides for economic tradeoffs - even when they sincerely express caring.

The practical lesson is to separate "I care" from "how large," and to size budgets with explicit magnitude metrics when stakes require it.

• Your donation or urgency stays flat when scope jumps by 10x.
• You cannot state impact per dollar - only that the cause matters.
• Faces beat spreadsheets even when you endorse the spreadsheet's stakes.
• Two problems feel equally "important" despite huge size gaps.
• You defend equal funding for unequal scopes as fairness of caring.
• Numbers feel abstract right when they should change the plan.

Force magnitude into the decision.

• Write the count before you set dollars or urgency.
• Compare options on impact per resource, not only on attitude fit.
• Translate large numbers into per-day or per-town units you can feel.
• Keep identifiable stories as motivation, not as the sizing tool.
• In triage, require a scope field on every ticket or cause.
• When two causes feel equal, ask which is larger before splitting funds evenly.

Against Scope Neglect, keep the caring - then make the size change the allocation, not only the slogan.

Same gift

Feels the same

Fund the cause

Practice this pattern in the Reframing App - capture the trigger, label it (like Scope Neglect), check evidence, and write a more balanced thought.