quality improvement tools-5
TRANSCRIPT
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Quality Improvement
Tools
Prepared by:Dr. Alber Paules
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Introduction
In order to improve a process capability to deliver
desired performance results, a systematic and fact-
based approach that enables you to implement
permanent solutions to root causes of problemsshould be used.
This approach necessities the use of the quality
improvement tools.
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Introduction
Quality improvement (QI) tools can be classified into
the following categories:
1. Process-analysis tools as flowchart.
2. Cause-analysis tools as fishbone diagram.
3. Idea-creating tools as brainstorming, affinity
grouping, and multivoting.
4. Data collection and analysis tools as histogram,Pareto chart, scatter diagram, run chart and
control chart.
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Introduction
These tools may be used at any stage of the QI
process according to the needed purpose. However,
each of these tools is typically used during certain
stage (stages) of the QI project. Whether you are following the DMAIC or the
FOCUS-PDCA methodologies, these tools have their
benefits during the sequential project stages.
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5
CQI Process Stages
Tools
Describe
process and
identify
sources of
variation
Conduct in-
depth analysis
to clarifyknowledge
and present
results
Identify
solutions,
weighalternatives
and make
choices
Designimprovements
Measure
effectiveness of
improvements
and monitor
stability of newly-
designed
processes
Flowchart X X
Cause-effect diagram X
Pareto diagram X X
Histogram X X
Scatter diagram X
Run and Control charts X
X
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Process-analysis Tools
They include the flowchart. Process flowchart is one of the most powerful
improvement tools as it is used to define, describe,
and communicate clinical (e.g., patient assessment),
administrative (e.g., patients registration at OPD),and operational (e.g., patient transfer within the
hospital) processes.
It is a pictorial representation of how a process works.
It outlines the sequence and relationship of the pieces
of the process.
Flowcharts tend to use simple and easily recognizable
symbols.
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Flowchart
The basic flowchart symbols include:
A semi-circle for the beginning or end of the
process
A rectangle for a step in the process (activities) A diamond for the decision points
An arrow to show the direction of moving from
one step to another
Check the attached flowchart.
http://localhost/var/www/apps/conversion/tmp/scratch_5/Sample%20Flowchart.pdfhttp://localhost/var/www/apps/conversion/tmp/scratch_5/Sample%20Flowchart.pdf -
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Flowchart Uses of the flowchart:
1. When improving a process; here, it describes activities within
processes leading to better understanding of the process
being examined. Frequently, members are familiar with only
a few steps of the process and are not aware of what might
be occurring on either side of their activity segment.
2. When designing/planning a new process; here, a flowchart is
created to describe the steps of such process.
3. It identifies problems (it can detect bottlenecks, unnecessary
steps, and redundancies).
4. For clinical processes, flowcharts are used for depicting the
clinical practice guidelines (CPGs).
5. The flowchart can be used as an educational tool for the new-
comers.
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Flowchart
To construct a flowchart:1. Define the process to be diagrammed.
2. Define the basic stages of the process (draw a high-level
flowchart); then further define the process by breaking
each stage down into specific steps.
3. Gather information of how the process flows using
experience, observation/interviewing, and brainstorming
(during process development or planning).
4. Arrange the steps in proper sequence.
5. Compare final actual flow with best possible flow.
Discrepancies are sites of problems (e.g., delays,
redundanciesetc).
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Cause-analysis Tools
They include the fishbone diagram.
Fishbone diagramis also called the cause-and-effect
diagram and the Ishikawa diagram.
A cause-and-effect diagram is a visual display of thesuggested causal relationship between a problem
and all the possible causes.
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Fishbone DiagramProcedure of constructing fishbone diagram:
1. Start with the effect or the problem on the far right side of thediagram and draw a box around it. Draw a horizontal arrow to
the left of the problem
2. Determine the major categories of the causes of the problem
(e.g.) Manpower, Methods, Materials, Machines andMeasurements (5 Ms).
3. Link the major categories to the outcome with diagonal lines
angled from the horizontal line (these are the fishbones).
4. Brainstorm to identify possible main causes and link each oneto the major categories using horizontal lines touching the
appropriate diagonal line.
5. Develop the causes by asking Why?until you have reached a
useful level of detailthat is, when the cause is specific
enough to be able to identify a specific corrective action.
http://localhost/var/www/apps/conversion/tmp/scratch_5/CE%20diagram.pdfhttp://localhost/var/www/apps/conversion/tmp/scratch_5/CE%20diagram.pdfhttp://localhost/var/www/apps/conversion/tmp/scratch_5/CE%20diagram.pdfhttp://localhost/var/www/apps/conversion/tmp/scratch_5/CE%20diagram.pdf -
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Fishbone Diagram
Uses Of fishbone Diagram: To identify and organize
causes of an identified problem following the
development of a process flowchart.
A brainstorming session is usually conducted during thedevelopment of the fishbone diagram.
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Idea-Creating Tools
They include:
1. Brainstorming
2. Affinity diagram3. Multivoting
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Brainstorming
Brainstorming is a quick, powerful, and energizing
technique to generate a large number of ideas from
a group (an improvement team) in a short period of
time. Conducting a brainstorming session:
i. The rules of the brainstorming session are reviewed
with group members, the question or purpose is clearly
noted and written on a flipchart. The team members
are allowed a few minutes to consider the issue and
then responses are invited and recorded/listed on the
flipchart. Discussion, judgment, and criticism are all
suspended during this step.
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Brainstorming
ii. It is important to record every idea in the speakers ownwords.
iii. All team members should take turn to present a single idea
until all ideas have been introduced and no new ideas occur
for several minutes. No limits should be placed on the
number of ideas considered by the group during
brainstorming.
iv. Team members can build on other ideas in order to
generate new ideas; this is facilitated by keeping all ideas
visible. Additionally, team members are encouraged to be
creative and to produce extraordinary ideas.
v. The group reviews the list to clarify the meaning of all items
or vague terms or statements and to eliminate duplications
and non-relevant ideas.
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Brainstorming
Uses of Brainstorming:
1. Brainstorm possible causes for a problem.
2. Brainstorm potential solutions to a problem.
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Affinity Grouping
Affinity grouping is usually used after the
brainstorming session in order to distribute/sort the
generated ideas into related groups.
There should be no more than 10 groups.
Following grouping, each group should have a short
title which describes it. Items can be moved from
one group to another if a consensus emerges duringthe discussion. Titles may stimulate the generation
of more ideas generation.
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Affinity Grouping
Advantages of the affinity grouping:
1. The grouping of ideas allows the team
members to have a more comprehensive
overview of the whole generated list.
2. This grouping of ideas may elicit team
members to generate more ideas into
different groups.
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Multivoting
This technique is usually used after the brainstorming andthe affinity grouping to narrow a list of ideas to a final
selection upon which there is consensus.
Steps:
1. Tag each idea with a number.
2. Allow each member of the team to vote for 1/3 of
the items.
3. Tally the votes and reduce the list by eliminatingitems receiving the fewest votes. The chosen 1/3
items can be ranked based on the votes received.
4. Repeat the process with the remaining items, if
necessary.
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Data Collection and Analysis
Tools
They include:
1. Histogram
2. Pareto chart3. Scatter diagram
4. Run and Control charts
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Histogram
One tool which is commonly used torepresent the frequency distribution of a set
of data.
The histogram is a special type of bar chartused to display the variation in continuous
data like time, age, weight, or temperature.
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Histogram
In the histogram, the bars are arranged on the X-axisto represent the adjacent data intervals of one
continuous variable. The Y-axis shows the
number/frequency of observations of the all the
intervals.
The histogram consists of a series of bars, each having
at its base one class interval of the continuous scale;
the class interval can represent one value in afrequency distribution or a group of values in a
frequency distribution. In this type of graph, there are
no spaces between the bars, since the data points
represented are continuous.
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Histogram
The number of class intervals typically ranges from6to 12.
In order to construct a histogram, first you have to
calculate the range of the data set (MAX Value
MIN Value), then divide the result by the number of
classes you are planning to have in the histogram.
The result should be rounded to the nearest
integer; this integer will represent the width of eachclass interval.
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Histogram
Uses of Histogram:
1. When the distribution of the data needs to be
emphasized.
2. After implementing improvements, a post-improvement histogram can be used to confirm
the effectiveness of the improvement efforts
when compared to the pre-improvement
histogram.
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Pareto Chart
A Pareto chart is a specialized form of a bar graph
that shows the relative frequency of the
contributing causes of a problem in a descending
order (bars are arranged from the longest first onthe left and moving successively toward the
shortest, each bar represents one contributing
cause to the problem).
Therefore, the chart visually shows which causesare more significant.
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Pareto Chart
This chart is based on the Pareto principle (which
was applied by Juran on the quality causes): 80% of
the troubles (problems) come from 20% of the
causes. Juran observed that the vital fewcauses account
for most of the defects; while other, the useful
many, account for a much smaller proportion of
the defects.
He noted that concentrating on the high-volume
causes should have the largest potential for
reducing process variation.
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Pareto Chart
Uses of Pareto chart
1. To identify the major causes of the problem and
to focus on them (i.e.) focus attention on the
vital few instead of all the problems.2. To evaluate the effectiveness of the
improvement using pre- and post-improvement
Pareto charts.
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Scatter Diagram
Hypotheses suggested by cause-and-effect analysisor by the frequency distribution in the histogram
have to be tested statistically by some form of
correlational modeling. Scatter diagram is the
appropriate tool to be used in this case; this diagramhelps identifying if there is correlation/association
between 2 variables.
Conducting correlational analyses immediately afterdeveloping the cause-and-effect analysis is crucial for
the QI team, since it helps the team to check out
their hypotheses early before eliciting work in
unfruitful areas.
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Scatter Diagram
The outcomes of the scatter diagram analysisare either:
i. Positive relationship
ii. Negative relationshipiii. No relationship.
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Scatter Diagram
Assume that a cause-and-effect analysis suggeststhat one possible cause for the patients
dissatisfaction at the Outpatient Clinics is the
prolonged waiting time before being examined. The
QI team can plot a scatter diagram to examine thevalidity of this relationship by correlating between
the patients satisfaction scores and their waiting
times. The team conducts 100 surveys over a one
month period.
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Scatter Diagram
If negative relationship exists (i.e., whenever the waitingtime increases, the patients satisfaction score
decreases), then the team has to address the waiting
time problem and solve it; but if the relationship does
not exist, then the team should try to focus their effortson other hypotheses (e.g.) may be the main cause of
patients dissatisfaction is the short time spent with the
physician which makes them feel that they do not receive
adequate attention or care. Time spent with the physician can be plotted against
the satisfaction scores and examined for the type of
correlation that exists between them.
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Run and Control Charts
Run and Control charts were first introduced by
W.A. Shewhart in 1920swith the intent of eliminating
abnormal variation by distinguishing variations due to
special (assignable) causes from common causes. Control charts provide us with more sensitive tools to
identify special causes, when compared to the run
charts.
Additionally, different data types have appropriate
specific control charts. Thus, control chart are more
commonly used in spite of being more complex to
develop.
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Run and Control Charts
A The centerline in the run chart is the median;
while in the control chart, it is the mean. The
control chart is characterized by the presence of the
upper and lower control limits.
The control limits provide the basis for:
i. Additional tests to identify special causesii. Determining the capability of the process.
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Run and Control Charts
A post-improvement control chart will assist the QI
team to monitor the stability of the newly designed
process and to address the causes of instability and
eliminate them. Additionally, if a pre-improvement control chart
exists (e.g., developed after quality planning), this
chart would help the QI team identify the
effectiveness of the improvement interventions by
shifting the process mean to the desired direction.
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Run and Control Charts
Common-cause variation:
Variation that results from regular, natural, or
ordinary causes
It produces processes that are stable or incontrol.
One can make predications, within statistical limits,
about a process that has only common cause variation
(this is referred to as processcapability).
The presence of a common cause variation within a
process does not necessarily mean that the
performance of this process is acceptable. It only
means that the process is stable and predictable.
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Run and Control Charts
Special-cause variation Variation that results from irregular or unnatural that are
not inherent in the process.
When present, a process may be described as unstable or
outof control.
The future performance of a process that exhibits special
causes will be unpredictable. This is why improvement
strategies should not be applied to processes exhibiting
special cause variation. Because they are unstable andunpredictable, attempts to improve them will only lead to
wasted time, effort and money.
The response to special causes should be to investigate the
origin of them, and then take steps to eliminate.
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Run and Control Charts
Uses of run and control charts
i. Monitoring process variation over time.
ii. Distinguishes special from commonvariation.
iii. Helps in improving process performance.
iv. Determining capability of the process(with the control chart).