|
Contents
| Quality Encyclopedia
| Discussion Blogs
DOE
Use in the Health Care Industry
by
Richard Scranton with Daniel Sloan
Design of Experiments
(DOE) makes processes perform more efficiently, with increased quality,
and decreased costs. DOE is used extensively for process development,
improvement, and optimization. The information obtained through a designed
experiment characterizes a process, so the process can be improved.
DOE is being used in health
care to improve patient safety and to reduce health care costs. I had
the opportunity to speak with Mr. Daniel Sloan about current uses of DOE
as it is being implemented in the health care industry. Mr. Sloan is an
independent consultant with Quality Health Systems of America, Inc.
Mr. Sloan said that DOE
is selected as a quality tool because, "It is an ethical imperative
to judge medical and managerial decisions using sound statistical reasoning."
Using DOE, and other quality improvement tools, process factors that contribute
to high quality patient outcomes can be isolated, controlled, and reduced
in variability. Through this process, quality, efficiency, and cost improvements
will be seen.
According to Mr. Sloan,
DOE is being used for such diverse applications as investigating the causes
for emergency room wait times and determining which treatments in the
operating room yield the fastest patient recovery times. Typical designs
involve two to three factors, and are based on qualitative models. Using
the information provided by these experiments, decisions are made by statistical
evidence of the outcome, not by instinct. This statistical evidence is
able to assist care givers in determining which factors are most significant.
With this knowledge they can streamline their process improvement goals,
and efficiently enhance patient safety and improve patient outcomes.
Using contour, box/cube,
half-normal probability, and interaction plots, it can be determined what
factors contribute the most to the response, how the factors interact,
and what factor levels provide the best response. This graphical analysis
is particularly appropriate for qualitative factors typical in health
care applications. By visualizing the analysis, it can be seen almost
instantly the factor levels which provide the highest quality return.
The final question is
how does DOE implementation enhance an existing SPC/CQI program. In the
words of Daniel Sloan: "It is a geometrical and quadratic extension
of advanced Statistical Process Control. DOE provides the tools to acquire
a high rate of process improvement, while simultaneously producing dramatic
cost reductions."
Quality America's DOE-PC
IV software product has been used by Mr. Sloan to help health care organizations
improve quality and decrease costs. DOE-PC IV's user friendliness and
design selection properties make it the easiest software product on the
market to use for this application. Also, the graphical abilities of the
software enable the user to quickly analyze experimental data, and draw
statistical results from this data.
|