Zero-risk Bias
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Zero-risk bias is a tendency to prefer the complete elimination of
risk In simple terms, risk is the possibility of something bad happening. Risk involves uncertainty about the effects/implications of an activity with respect to something that humans value (such as health, well-being, wealth, property or the environme ...
in a sub-part over alternatives with greater ''overall'' risk reduction. It often manifests in cases where decision makers address problems concerning health, safety, and the environment. Its effect on
decision making In psychology, decision-making (also spelled decision making and decisionmaking) is regarded as the cognitive process resulting in the selection of a belief or a course of action among several possible alternative options. It could be either rati ...
has been observed in surveys presenting hypothetical scenarios.


Explanation

Zero-risk bias is based on the way people feel better if a risk is eliminated instead of being merely mitigated. Scientists identified a zero-risk bias in responses to a questionnaire about a hypothetical cleanup scenario involving two hazardous sites X and Y, with X causing 8 cases of cancer annually and Y causing 4 cases annually. The respondents ranked three cleanup approaches: two options each reduced the total number of cancer cases by 6, while the third reduced the number by 5 and eliminated the cases at site Y. While the latter option featured the worst reduction overall, 42% of the respondents ranked it better than at least one of the other options. This conclusion resembled one from an earlier economics study that found people were willing to pay high costs to eliminate a risk. It has a
normative Normative generally means relating to an evaluative standard. Normativity is the phenomenon in human societies of designating some actions or outcomes as good, desirable, or permissible, and others as bad, undesirable, or impermissible. A norm in ...
justification since once risk is eliminated, people would have less to worry about and such removal of worry also has utility. It is also driven by our preference for winning much more than losing as well as the old instead of the new way, all of which cloud the way the world is viewed. Multiple real-world policies have been said to be affected by this bias. In American federal policy, the
Delaney clause The Food Additives Amendment of 1958 is a 1958 amendment to the United States' Food, Drugs, and Cosmetic Act of 1938. It was a response to concerns about the safety of new food additives. The amendment established an exemption from the "food addit ...
outlawing cancer-causing additives from foods (regardless of actual risk) and the desire for perfect cleanup of
Superfund Superfund is a United States federal environmental remediation program established by the Comprehensive Environmental Response, Compensation, and Liability Act of 1980 (CERCLA). The program is administered by the United States Environmental Pro ...
sites have been alleged to be overly focused on complete elimination. Furthermore, the effort needed to implement zero-risk laws grew as technological advances enabled the detection of smaller quantities of hazardous substances. Limited resources were increasingly being devoted to low-risk issues. Critics of the zero-risk bias model cite that it has the tendency to neglect overall risk reduction. For instance, when eliminating two side effects, it holds that the complete eradication of just one side-effect is preferable to lowering the overall risk.


Causes

Other biases might underlie the zero-risk bias. One is a tendency to think in terms of
proportion Proportionality, proportion or proportional may refer to: Mathematics * Proportionality (mathematics), the property of two variables being in a multiplicative relation to a constant * Ratio, of one quantity to another, especially of a part compare ...
s rather than differences. A greater reduction in proportion of deaths is valued higher than a greater reduction in actual deaths. The zero-risk bias could then be seen as the extreme end of a broad bias about quantities as applied to risk.
Framing effect In the social sciences, framing comprises a set of concepts and theoretical perspectives on how individuals, groups, and societies organize, perceive, and communicate about reality. Framing can manifest in thought or interpersonal communicati ...
s can enhance the bias, for example, by emphasizing a large proportion in a small set or can attempt to mitigate the bias by emphasizing total quantities.


References

{{Biases Cognitive biases Risk management