Attribute framing

Two people can be told the exact same fact and reach opposite conclusions, purely because of how it was worded. That is framing bias, and attribute framing is one specific type of it.

The workbook's own example is about food, not finance: beef described as "95% lean" sounds more appealing than the same beef described as "5% fat" — even though both statements describe the identical product. People consistently prefer the option worded positively, even when nothing about the underlying reality has changed.

Investors are just as susceptible when the same trick is played with numbers about money.

Attribute framing sits inside a broader concept called framing, defined in the workbook as an information-processing bias in which a person answers a question differently based on how it is asked. Attribute framing is the version where a single characteristic of a product or outcome is described either in positive terms or in negative terms — the fact itself does not change, only the label attached to it.

The workbook connects this to prospect theory, which studies how people evaluate choices under risk based partly on how those choices are framed, not only on their actual expected outcomes.

Where it bites for an adviser:

• Risk tolerance questionnaires — the same risk can be described as "a 20% chance of loss" or "an 80% chance of no loss", and a client can answer differently to each wording of what is, mathematically, the same question.
• Performance evaluation — the same fund result can be framed as "beat its benchmark by 2%" or "underperformed the top-quartile fund by 3%", nudging the same investor toward different conclusions about the identical fund.

Illustrative example, constructed for a financial context.

A fund distributor is choosing between two ways to describe the same debt fund's five-year track record to a client:

Both sentences describe exactly the same underlying track record — 92% and 8% are two sides of the same fact. Yet a client shown only the positively framed version is, following the attribute-framing pattern, more likely to feel reassured and invest than a client shown only the negatively framed version — even though neither has learned anything the other has not.

An adviser aware of attribute framing presents both framings, or the raw underlying numbers, rather than choosing whichever wording sells better.

Chapter 16 (Basics of Behavioral Finance), section 16.3, introduces framing and names attribute framing alongside risky choice framing as its two identified types, immediately before discussing prospect theory. Expect a question giving a worded pair (like the beef example) and asking which bias it illustrates, or on why risk tolerance questionnaires are vulnerable to this bias.

• The underlying fact never changes in attribute framing — only its description does. If the facts genuinely differ, it is not this bias.
• People systematically prefer the positive framing, even when the negative framing is logically equivalent.
• Do not confuse attribute framing with risky choice framing — the workbook's other named type, which frames a choice between a certain outcome and a probabilistic one (such as lives saved versus lives lost), rather than framing a single attribute.
• This is a cognitive bias, testable at the level of a risk tolerance questionnaire or a performance report, not just an abstract psychology concept.