Information Discrimination and Its Implications on Distributing Healthcare Costs Fairly

When healthcare resources are scarce, they ought to be distributed fairly across society. For some theories of distribution, an assessment of individual health risk is required for a fair distribution of both healthcare resources and burdens. Despite this requirement, prevailing theories underappreciate the cost of information on health risk. Information relevant to health risk will be ignored when these costs are too high, leading to a form of discrimination that I term "information discrimination". This leads to a potential source of unfairness for any health system that aims to distribute the burdens of healthcare across individuals according to their expected health states. Individuals whose risks are cheap to identify will have their risks personalized whereas individuals whose risks are expensive to identify will have their risks spread across society or the collective. This paper discusses the implications of this unfairness on two types of distributive theories in healthcare: responsibility-sensitive and responsibility-insensitive.

Authors

Institutions

Publication Details

Journal
Bioethics
Published
2026-04-30
DOI
https://doi.org/10.1111/bioe.70112
Primary Topic
Health Systems, Economic Evaluations, Quality of Life
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Information Discrimination and Its Implications on Distributing Healthcare Costs Fairly

Harisan Unais Nasir
Bioethics
Health Systems, Economic Evaluations, Quality of Life
article

Information Discrimination and Its Implications on Distributing Healthcare Costs Fairly

Harisan Unais Nasir
article en

Abstract

When healthcare resources are scarce, they ought to be distributed fairly across society. For some theories of distribution, an assessment of individual health risk is required for a fair distribution of both healthcare resources and burdens. Despite this requirement, prevailing theories underappreciate the cost of information on health risk. Information relevant to health risk will be ignored when these costs are too high, leading to a form of discrimination that I term "information discrimination". This leads to a potential source of unfairness for any health system that aims to distribute the burdens of healthcare across individuals according to their expected health states. Individuals whose risks are cheap to identify will have their risks personalized whereas individuals whose risks are expensive to identify will have their risks spread across society or the collective. This paper discusses the implications of this unfairness on two types of distributive theories in healthcare: responsibility-sensitive and responsibility-insensitive.

Bioethics
National University of Singapore (SG)
Reduced inequalities
Openalex Percentile: Top 9%
Health Systems, Economic Evaluations, Quality of Life
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.