The Effects of Hospital Safety Scores, Total Price,
Out-of-Pocket Cost, and Household Income on Consumers'
Self-reported Choice of Hospitals
Christopher C. Duke, PhD,* Brad Smith, PhD,† Wendy Lynch, PhD,* and Michael Slover, MS*
Objectives: The study measured the relative influence of the following
3 factors in consumers' choice of hospitals: (1) cost, (2) out-of-pocket cost,
and (3) safety as measured by Leapfrog Hospital Safety Score letter grade.
Methods: Two hospital-choice questions regarding a hypothetical medical
procedure were administered to 2357 online respondents. In question 1,
respondents were assigned a scenario in which hospital 1 grade (A through
D), hospital 2 grade (B through F), and hospital 2 total cost (3 levels) were
randomly varied across respondents. In all cases, hospital 2 had a lower
safety grade than hospital 1, and hospital 1 cost was held constant. In
question 2, scenarios varied out-of-pocket cost rather than total cost.
Demographic characteristics, income level, health status, health literacy,
and opinions about value were also measured.
Results: On average, 94% and 88% of the respondents chose the safer
hospital in questions 1 and 2, respectively. In all but 1 of 30 possible
scenarios, where hospital 2 cost the individual $1000 less and was rated
a B whereas hospital 1 was rated an A, respondents chose the safer hospital.
Higher incomes, higher health literacy, and being female were associated
with a stronger preference for hospital 1 (safer). There was a small effect
suggesting that approximately 4% of the respondents selected a higher-
cost hospital despite lower safety, but it was outweighed by predominant
selections of the safer hospital.
Conclusions: When shown Hospital Safety Score and cost information,
consumers chose safer hospitals in 97% of cost and safety scenarios.
Key Words: patient safety, consumer health information, hospital costs
(J Patient Saf 2014;00: 00–00)
I
ncreasing levels of transparency in health care costs, safety, and
quality are becoming part of public reporting in the U.S. health
care system. Significant developments in transparency have
occurred in 2013. The Department of Health and Human Services
released price information comparing 100 different procedures
across 3000 hospitals.
1
In addition, the status of state laws rein-
forcing transparency received attention through the release of a
public report card.
2
As consumers face increasing levels of cost responsibility in
the form of high-deductible plans and health spending accounts,
the availability of price information becomes more essential.
3
Price transparency is presumed to introduce more competition
and to increase consumers' ability to assess the value of their
health care choices.
4
However, studies indicate that price infor-
mation alone can lead to misinterpretation by consumers who
may equate higher cost with higher quality.
5–7
Thus, researchers
suggest balancing price information with indicators of health care
quality or safety.
6
Similarly, there is concern that many consumers
do not trust public reporting of health care quality
8
and that quality
data can be complex and confusing.
9
Ideally, consumers could
access simple, straightforward indicators that support meaningful
choices about both cost and quality.
10
To better explain hospital safety to consumers, a variety of
patient safety measures have been developed, such as those from
Consumer Reports, Health Grades, and the Leapfrog Group.
The Leapfrog Hospital Safety Score was calculated under the
guidance of a blue ribbon panel of patient safety experts, and its
methodology and data were publicly disclosed and reviewed in
the literature. This score combines numerous metrics regarding
error rates, accidents, and infections into a single, simple letter
grade from A to F.
11
Its developers sought to simplify consumer
choice into one easy-to-understand yet scientifically valid metric.
As such, it could serve the purpose of informing consumers
without adding complexity.
12
Given the increasing availability of hospital pricing, such as
those available through the Department of Health and Human
Services
1,2
and safety scores,
11
we sought to investigate how both
pricing and safety information influenced patient choice in
hospitals. This study conducted a survey that combined Hospital
Safety Scores and price information to test the degree to which a
safety letter grade and cost of surgery influenced consumer choice
of hospital. Both total cost (to payer and consumer) and individual
cost were studied in combination with safety score. In addition,
the survey included measures of household income, health
literacy, and opinions about health care value to assess whether
these attributes influence choices about safety and cost.
METHODS
Survey questions were administered via a Web portal to a panel of
respondents managed by Survey Sampling International. Eligible
respondents had to have traditional indemnity or preferred pro-
vider organization health insurance, not Medicare or Medicaid.
A total of 2592 respondents completed the survey. Of those, 235
surveys were removed because of incomplete or questionable
responses, for example, completing the survey 70% faster than
the median duration, choosing nonsensical or repeat pattern
responses. Panel participants provided self-reported information
about age, sex, and household income. The typical completion
time for the survey was approximately 15 minutes.
Survey questions collected information about health status and
recent hospital care, opinions about health care value, health
literacy, and 2 questions posing hypothetical choices between 2
hospitals. For health status, respondents rated their current health
on a scale of poor, fair, good, very good, or excellent. They were
also asked if they had 1 or more hospital stays in the past
12 months. Regarding health care value, respondents were asked
their level of agreement (5-point Likert scale from strongly
disagree to strongly agree) with the following statements: “Cost
is an important part of my health care choices”; “I look for the best
health care, regardless of cost”; and “Sometimes, I shop to find the
best value in health care. ” Moreover, respondents were asked to
From the *Center for Consumer Choice in Health Care, Altarum Institute, Ann
Arbor, Michigan; and †Health Systems and Services Research, Drexel
University, Philadelphia, Pennsylvania.
Correspondence: Christopher C. Duke, PhD, Center for Consumer Choice in
Health Care, Altarum Institute, 3520 Green Court, Suite 300, Ann Arbor,
MI 48105 (e‐mail: chris.duke@altarum.org).
The authors disclose no conflict of interest.
Copyright © 2014 by Lippincott Williams & Wilkins
ORIGINAL ARTICLE
J Patient Saf • Volume 00, Number 00, Month 2014 www.journalpatientsafety.com 1
Copyright © 2014 Lippincott Williams & Wilkins. Unauthorized reproduction of this article is prohibited.