SlideShare a Scribd company logo
PRACTICAL HANDBOOKPRACTICAL HANDBOOK
for
Quality Improvement Team
Dr Ibrahim Nor 1
COMPETENCY IMPROVEMENT TEAM
USING PDCA CYCLEUSING PDCA CYCLE
Dr Ibrahim Nor 2
THE PDCA CYCLE
PLAN
CHECK
DO
ACTION
PDCA
Dr Ibrahim Nor 3
SELECT THE THEME
From:-
• Customer
complaints.
• Department’s
objectives.
• The big ‘Q’
• The small ‘q”PLAN
Dr Ibrahim Nor 4
PLAN THE SCHEDULE
• List all the 8 steps
in the PDCA cycle.
• Indicate the
expected time
frame.
• Use the milestone
chart.
PLAN
Dr Ibrahim Nor 5
GRASP THE CURRENT STATUS
Obtain and review
data using
checksheet.
Study the effects of
the problem from
various perspectives.
Present available data
in graphs, and Pareto
charts.PLAN
Dr Ibrahim Nor 6
SET THE TARGET
• Indicate clearly the
statement of result
to be achieved.
• Target must be
reasonable and
realistic.
• Use SMART
concept.
PLAN
Dr Ibrahim Nor 7
ANALYSE THE CAUSE &
DETERMINE CORRECTIVE ACTION
• Prepare cause and
effect diagram.
• Prepare hypothesis
and verify most
probable causes.
• Determine
corrective action.
PLAN
Dr Ibrahim Nor 8
IMPLEMENT CORRECTIVE
ACTION
• Take immediate action
by following exactly as
planned.
• Collect data on results
and record any
deviations.
• Provide adequate
training.
DO
Dr Ibrahim Nor 9
EVALUATE THE RESULT
• Check the effect of
the corrective
action.
• Compare results
with target
• Use paired Pareto
Chart.
CHECK
Dr Ibrahim Nor 10
STANDARDISE THE PROCESS
• Document as
standard operating
procedure (SOP).
• Set parameters to
monitor and control
the successful
process.
• Ensure appropriate
training on the new
methods.
ACTION
Dr Ibrahim Nor 11
QUALITY TOOLS
Dr Ibrahim Nor 12
CHECKSHEET
• A Checksheet is used
to gather relevant data
in a simple,
standardised format.
The use of checksheet
makes the collection of
data easier and more
systematic.
Dr Ibrahim Nor 13
CHECKSHEET
Description 1 2 3 4 5 6 7 8 9 T
1 Poor coordination and
communication
25
2 No review on test run 22
3 Insufficient
information
28
4 Errors in report 39
5 Inaccuracy of report 37
Total 34 17 19 10 12 29 7 13 10 151
Observed by:
Frequency: Daily
Checksheet on: Generation of Final Report Date: 13TH
JAN 09
Location: IKRAM PAVES (Case study)
Dr Ibrahim Nor 14
CAUSE AND EFFECT DIAGRAM
• The Cause and Effect
diagram helps us to
find out all possible
causes, to sort them
out, and to organise
their inter-relationship.
Typically, the causes
are brainstormed in a
free-flowing session.
Dr Ibrahim Nor 15
CAUSE AND EFFECT DIAGRAM
MAN
METHODMACHINE
MATERIAL
Lack
Manpower
Error in
Report
Generation
Lack of training
Tight Dateline
Time wasted
Data entry
error
Insufficient
skill
Paper wastage
(Cost)
Graphics
module not on
line
No reference
materials
(Guide book)
Unable to
cater complex
reports
No proper
evaluation of
equipment
(vendor)
Take over of
vendor
No user
requirement
No proper
planning
No review during testing
Redundant work
Two individuals
processing same data
Manual to computer
format
Shipping delay
Holiday season
No inter dept
communication
Dr Ibrahim Nor 16
PARETO DIAGRAM
• A Pareto diagram is
constructed to show the
relative importance of
different categories in a
process. The vital few is
separated from the
trivial many. This will
ensure that focus is
made on the what is
important.
Dr Ibrahim Nor 17
PARETO DIAGRAM
Observed by:
Frequency: Daily
100151Total
100.014.622No review on test run5
85.416.625Poor communication & coordination
4
68.818.528Insufficient information3
50.324.537Inaccuracy in report2
25.825.839Errors in report1
Cum
%
%TOTDescription
Dr Ibrahim Nor 18
PARETO DIAGRAMPARETO DIAGRAM
0
20
40
60
80
100
120
140
160
Errors in report Inaccuracyin report Insufficient
Information
Poor communoation No Review
100%
0
50%
25.8%
75%
Dr Ibrahim Nor 19
HISTOGRAM
• A histogram is used to
summarise the
frequency of
occurrence of
something from a
sample of data. The
shape of distribution is
displayed and
descriptive statistics
can be calculated.
Dr Ibrahim Nor 20
HISTOGRAM
0
10
20
30
40
50
60
70
Dr Ibrahim Nor 21
CONTROL CHART
• A control chart has a
center line
corresponding to the
average quality at
which the process
should perform. An out
of control situation and
other unnatural
patterns can be
detected from the
chart
Dr Ibrahim Nor 22
CONTROL CHART
0
5
10
15
20
25
30
35
40
45
50
UCL
LCL
Dr Ibrahim Nor 23
SCATTER DIAGRAM
• A scatter diagram is a
special type of graph
which shows the
relationship between
two variables. If there
is an empirical
relationship between
the two variables it can
be easily seen.
Dr Ibrahim Nor 24
SCATTER DIAGRAM
0
5
10
15
20
25
0 2 4 6 8 10 12 14 16
Dr Ibrahim Nor 25
STRATIFICATION
• Stratification is the
technique of analysing
data by separating it
into several groups
with similar
characteristics. The
data must be stratified
by group to better
understand the
differences
Dr Ibrahim Nor 26
STRATIFICATION
Dr Ibrahim Nor 27

More Related Content

PPTX
Small dojo concept for reference-converted
PPT
Root Cause Analysis
PPTX
5S Training
PPS
PPTX
7 QC Tools
PPTX
Total Productive Maintenance
PPT
Root cause analysis
Small dojo concept for reference-converted
Root Cause Analysis
5S Training
7 QC Tools
Total Productive Maintenance
Root cause analysis

What's hot (20)

PPT
Mistake proofing smpl_1
PPT
7 qc tools
PPTX
5 Why Training Slides Oct 14, 2009
PPTX
Total Productive Maintenance (Tpm) EVERTS 21Aug2018
PPTX
Lean Manufacturing PowerPoint Presentation Sample
PDF
Kaizen training
PPT
PPTX
Poka yoke presentation
PPTX
Mistake proofing for web1
PDF
5 why training_presentation
PPT
Starting With Toyota 5s
PDF
Jishu Hozen or Autonomous Maintenance
PDF
Total Productive Maintenance
PPTX
Kaizen
PPT
PDF
Fmea presentation
PPT
7QC Tools
PPTX
Lean basics
Mistake proofing smpl_1
7 qc tools
5 Why Training Slides Oct 14, 2009
Total Productive Maintenance (Tpm) EVERTS 21Aug2018
Lean Manufacturing PowerPoint Presentation Sample
Kaizen training
Poka yoke presentation
Mistake proofing for web1
5 why training_presentation
Starting With Toyota 5s
Jishu Hozen or Autonomous Maintenance
Total Productive Maintenance
Kaizen
Fmea presentation
7QC Tools
Lean basics
Ad

Viewers also liked (16)

PDF
7 QC Tools
PPTX
PDCA AND SEVEN STEPS
PPS
PDCA Scientific Problem Solving Method Introduction And Overview By Todd Mc Cann
PPTX
Improving CPR success rate Improvement Project (FOCUS-PDCA)
PPT
7 qc tools
PPT
Cpgp day01-session 5 - drawing a process flow diagram 2012 final
PPTX
3. project charter, check sheet, pareto analysis & c&e diagram & matrix
PPTX
Lean A3 for SALES EDCA/PDCA/SDCA
PDF
PDCA - Learning Along the Way
PPTX
How pdca cycle used in context of TQM
PPTX
Continuous improvement & pdca
PPTX
Citing and Saving Images on Powerpoint
PPT
PDCA Cycle
PPTX
Deming’s PDCA and Constant Learning
PPT
Chap3 flow charts
PPTX
Improvement Facilitation and Coaching: An Open Forum
7 QC Tools
PDCA AND SEVEN STEPS
PDCA Scientific Problem Solving Method Introduction And Overview By Todd Mc Cann
Improving CPR success rate Improvement Project (FOCUS-PDCA)
7 qc tools
Cpgp day01-session 5 - drawing a process flow diagram 2012 final
3. project charter, check sheet, pareto analysis & c&e diagram & matrix
Lean A3 for SALES EDCA/PDCA/SDCA
PDCA - Learning Along the Way
How pdca cycle used in context of TQM
Continuous improvement & pdca
Citing and Saving Images on Powerpoint
PDCA Cycle
Deming’s PDCA and Constant Learning
Chap3 flow charts
Improvement Facilitation and Coaching: An Open Forum
Ad

Similar to PDCA(slides) (20)

PPT
PDF
237 QC Tools - Awareness (V).pdf for training
PPTX
Statistical Control Process - Class Presentation
PPT
Ch04 spc
PPT
Chapter 4 PowerPoint presentation on SPC
PPT
7 QC TOOLS training for Quality Engineers .ppt
PPTX
7 QC(Quality Control) Tools
PPT
Ferramentas da qualidade - gestão da qualidade
PPTX
Management Tools in Quality Control.pptx
PPT
7 QC Tools.ppt
PDF
7 QC Tools For Problem Solving Presentation.pdf
PPTX
Quality control and inspection
PPT
Total Quality tools
PPTX
7 qc tool training
PPT
7QC Tools ppt with description of all the 7QC.
PDF
Process Improvement Tools Daniel Pirzada
PPT
8D Training.PPT
PPTX
Structured Problem Solving (Correction, Corrective Action, Preventive Action ...
PPT
Qa improvement
237 QC Tools - Awareness (V).pdf for training
Statistical Control Process - Class Presentation
Ch04 spc
Chapter 4 PowerPoint presentation on SPC
7 QC TOOLS training for Quality Engineers .ppt
7 QC(Quality Control) Tools
Ferramentas da qualidade - gestão da qualidade
Management Tools in Quality Control.pptx
7 QC Tools.ppt
7 QC Tools For Problem Solving Presentation.pdf
Quality control and inspection
Total Quality tools
7 qc tool training
7QC Tools ppt with description of all the 7QC.
Process Improvement Tools Daniel Pirzada
8D Training.PPT
Structured Problem Solving (Correction, Corrective Action, Preventive Action ...
Qa improvement

Recently uploaded (20)

PPTX
Belch_12e_PPT_Ch18_Accessible_university.pptx
PDF
Elevate Cleaning Efficiency Using Tallfly Hair Remover Roller Factory Expertise
PPTX
job Avenue by vinith.pptxvnbvnvnvbnvbnbmnbmbh
PPTX
The Marketing Journey - Tracey Phillips - Marketing Matters 7-2025.pptx
PDF
COST SHEET- Tender and Quotation unit 2.pdf
PPT
340036916-American-Literature-Literary-Period-Overview.ppt
PPTX
Starting the business from scratch using well proven technique
DOCX
unit 1 COST ACCOUNTING AND COST SHEET
PDF
A Brief Introduction About Julia Allison
PPTX
ICG2025_ICG 6th steering committee 30-8-24.pptx
PPTX
CkgxkgxydkydyldylydlydyldlyddolydyoyyU2.pptx
PDF
Dr. Enrique Segura Ense Group - A Self-Made Entrepreneur And Executive
PDF
Traveri Digital Marketing Seminar 2025 by Corey and Jessica Perlman
PDF
Ôn tập tiếng anh trong kinh doanh nâng cao
PPTX
Amazon (Business Studies) management studies
PDF
The FMS General Management Prep-Book 2025.pdf
PDF
Katrina Stoneking: Shaking Up the Alcohol Beverage Industry
PPT
Chapter four Project-Preparation material
PPTX
DMT - Profile Brief About Business .pptx
PPT
Data mining for business intelligence ch04 sharda
Belch_12e_PPT_Ch18_Accessible_university.pptx
Elevate Cleaning Efficiency Using Tallfly Hair Remover Roller Factory Expertise
job Avenue by vinith.pptxvnbvnvnvbnvbnbmnbmbh
The Marketing Journey - Tracey Phillips - Marketing Matters 7-2025.pptx
COST SHEET- Tender and Quotation unit 2.pdf
340036916-American-Literature-Literary-Period-Overview.ppt
Starting the business from scratch using well proven technique
unit 1 COST ACCOUNTING AND COST SHEET
A Brief Introduction About Julia Allison
ICG2025_ICG 6th steering committee 30-8-24.pptx
CkgxkgxydkydyldylydlydyldlyddolydyoyyU2.pptx
Dr. Enrique Segura Ense Group - A Self-Made Entrepreneur And Executive
Traveri Digital Marketing Seminar 2025 by Corey and Jessica Perlman
Ôn tập tiếng anh trong kinh doanh nâng cao
Amazon (Business Studies) management studies
The FMS General Management Prep-Book 2025.pdf
Katrina Stoneking: Shaking Up the Alcohol Beverage Industry
Chapter four Project-Preparation material
DMT - Profile Brief About Business .pptx
Data mining for business intelligence ch04 sharda

PDCA(slides)

  • 1. PRACTICAL HANDBOOKPRACTICAL HANDBOOK for Quality Improvement Team Dr Ibrahim Nor 1
  • 2. COMPETENCY IMPROVEMENT TEAM USING PDCA CYCLEUSING PDCA CYCLE Dr Ibrahim Nor 2
  • 4. SELECT THE THEME From:- • Customer complaints. • Department’s objectives. • The big ‘Q’ • The small ‘q”PLAN Dr Ibrahim Nor 4
  • 5. PLAN THE SCHEDULE • List all the 8 steps in the PDCA cycle. • Indicate the expected time frame. • Use the milestone chart. PLAN Dr Ibrahim Nor 5
  • 6. GRASP THE CURRENT STATUS Obtain and review data using checksheet. Study the effects of the problem from various perspectives. Present available data in graphs, and Pareto charts.PLAN Dr Ibrahim Nor 6
  • 7. SET THE TARGET • Indicate clearly the statement of result to be achieved. • Target must be reasonable and realistic. • Use SMART concept. PLAN Dr Ibrahim Nor 7
  • 8. ANALYSE THE CAUSE & DETERMINE CORRECTIVE ACTION • Prepare cause and effect diagram. • Prepare hypothesis and verify most probable causes. • Determine corrective action. PLAN Dr Ibrahim Nor 8
  • 9. IMPLEMENT CORRECTIVE ACTION • Take immediate action by following exactly as planned. • Collect data on results and record any deviations. • Provide adequate training. DO Dr Ibrahim Nor 9
  • 10. EVALUATE THE RESULT • Check the effect of the corrective action. • Compare results with target • Use paired Pareto Chart. CHECK Dr Ibrahim Nor 10
  • 11. STANDARDISE THE PROCESS • Document as standard operating procedure (SOP). • Set parameters to monitor and control the successful process. • Ensure appropriate training on the new methods. ACTION Dr Ibrahim Nor 11
  • 13. CHECKSHEET • A Checksheet is used to gather relevant data in a simple, standardised format. The use of checksheet makes the collection of data easier and more systematic. Dr Ibrahim Nor 13
  • 14. CHECKSHEET Description 1 2 3 4 5 6 7 8 9 T 1 Poor coordination and communication 25 2 No review on test run 22 3 Insufficient information 28 4 Errors in report 39 5 Inaccuracy of report 37 Total 34 17 19 10 12 29 7 13 10 151 Observed by: Frequency: Daily Checksheet on: Generation of Final Report Date: 13TH JAN 09 Location: IKRAM PAVES (Case study) Dr Ibrahim Nor 14
  • 15. CAUSE AND EFFECT DIAGRAM • The Cause and Effect diagram helps us to find out all possible causes, to sort them out, and to organise their inter-relationship. Typically, the causes are brainstormed in a free-flowing session. Dr Ibrahim Nor 15
  • 16. CAUSE AND EFFECT DIAGRAM MAN METHODMACHINE MATERIAL Lack Manpower Error in Report Generation Lack of training Tight Dateline Time wasted Data entry error Insufficient skill Paper wastage (Cost) Graphics module not on line No reference materials (Guide book) Unable to cater complex reports No proper evaluation of equipment (vendor) Take over of vendor No user requirement No proper planning No review during testing Redundant work Two individuals processing same data Manual to computer format Shipping delay Holiday season No inter dept communication Dr Ibrahim Nor 16
  • 17. PARETO DIAGRAM • A Pareto diagram is constructed to show the relative importance of different categories in a process. The vital few is separated from the trivial many. This will ensure that focus is made on the what is important. Dr Ibrahim Nor 17
  • 18. PARETO DIAGRAM Observed by: Frequency: Daily 100151Total 100.014.622No review on test run5 85.416.625Poor communication & coordination 4 68.818.528Insufficient information3 50.324.537Inaccuracy in report2 25.825.839Errors in report1 Cum % %TOTDescription Dr Ibrahim Nor 18
  • 19. PARETO DIAGRAMPARETO DIAGRAM 0 20 40 60 80 100 120 140 160 Errors in report Inaccuracyin report Insufficient Information Poor communoation No Review 100% 0 50% 25.8% 75% Dr Ibrahim Nor 19
  • 20. HISTOGRAM • A histogram is used to summarise the frequency of occurrence of something from a sample of data. The shape of distribution is displayed and descriptive statistics can be calculated. Dr Ibrahim Nor 20
  • 22. CONTROL CHART • A control chart has a center line corresponding to the average quality at which the process should perform. An out of control situation and other unnatural patterns can be detected from the chart Dr Ibrahim Nor 22
  • 24. SCATTER DIAGRAM • A scatter diagram is a special type of graph which shows the relationship between two variables. If there is an empirical relationship between the two variables it can be easily seen. Dr Ibrahim Nor 24
  • 25. SCATTER DIAGRAM 0 5 10 15 20 25 0 2 4 6 8 10 12 14 16 Dr Ibrahim Nor 25
  • 26. STRATIFICATION • Stratification is the technique of analysing data by separating it into several groups with similar characteristics. The data must be stratified by group to better understand the differences Dr Ibrahim Nor 26

Editor's Notes

  • #5: Note: What Is the Objective of This Step? To clearly identify the problem to be resolved or the area to be improved. How Do We Identify Problem Areas or Areas to Be Improved? We do this by selecting issues from your departmental objectives, customer complaints, big Q [quality, service,delivery and cost], or small q [housekeeping, morale, training and safety]. Once you have identified an issue, select a project theme. For example if the issue involves:- Quality, then we can have a theme that reads, “Providing quality products is first amongst equals.” Service, then we can have a theme that reads, “Fulfilling requirements efficiently and effectively.” Delivery, then we can have a theme that reads, “Ensuring prompt and expeditious delivery at all times.” Cost, then we can have a theme that reads, “Reducing failure cost by doing things right the first time.”
  • #7: Note: What is the Objective of this Step? To gather as much relevant information as possible relating to the issue so as to have a general understanding of the problem situation. How Do We Gather Information? We do this by collecting and collating as much data and information as possible and record them in the checksheet. Data and information gathering should be done over a period of time depending on the nature of the problem. It is imperative that sufficient data and information are gathered to ensure that nothing is amiss. What Do We Do with the Information? To make sense of the data and information gathered, we have to transfer them to a Pareto chart to make them more meaningful for us to study the problem situation. The Pareto chart will show the ‘vital few and the trivial many’ nature of the problems in the form of vertical bars. Usually the first two bars contribute to the greatest percentage of the whole problem. Note: According to Pareto 80/20 rule, 20 percent of the defects contribute to 80 percent of the whole problem.
  • #8: Note: What is the objective of this step? We need to indicate clearly the statement of result to be achieved. Such a statement contains three major elements. An accomplishment verb A single measurable key result A date or time period within which the result is to be accomplished. For example: “To reduce the submission time of monthly report by 100% from 4 days to 2 days by 31st July 2003” Use the SMART concept when setting target: S = Specific [Make sure that the target is specific] M = Measurable [Target must be quantified] A = Action-oriented [A plan of action must be prepared] R = Realistic [This must be balanced with available resources] T = Time-bound [Ensure that the target has a set deadline]
  • #14: Note: Step 1: The time period for the collection of data must be determined. It could be as brief as a few hours, or it may require days or even a few months. This may partly be determined by how you would like to organise the data. The time period will also enable you to compare changes in a problem, like comparing one time period against another. Often problems are a result of start-up or shut-down procedures, vacations schedules, job changes, or just seasonal differences. In order to solve the problem, this must be taken into consideration. Step 2: Determine how you want to organise the data. The data on a specific problem could be ordered under different headings. Do you want to order it by defect, by department, by employee, or by location. This is an important step and members should be encouraged to participate. Remember, when organising the data, the idea is not to pick the easiest method but the one that is likely to portray the problem in a a manner the we can solve it. Step3: Design the checksheet that will enable you to gather the most imformation using the latest effort. Step 4: Collect and record the data on the checksheet. In this step you must determine where you go to collect data. It depends of course, on what day you decide to collect and under what heading you are placing it. But be rest assured that there are many sources of information.
  • #15: Note: ________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________
  • #16: Note: Step 1: State the problem. It is important that the problem should be define as precisely as possible. Step 2: The major groupings for possible causes to be identified are determined. Any number of such groupings is permissible, although the 4M’s are the most commonly used: Man, Method, Machine, Material. Step3: All members get involved by participating in a brainstorming session. Brainstorming works best when specified rules are observed. The team leader reviews this before each session. Step 4: All the ideas that are collected during the brainstorming session are critically examined to identify those that best described the causes to the problem. Doing this can be a time consuming process involving a critical analysis of the pros and cons of each. The process can however be greatly hastened by giving members the opportunity to vote for each cause they believe to be important. Step 5: The most likely causes are now ranked in order of importance. To do this, the members look only at those causes that have been voted and circled. Step 6: The most likely causes is then tested in an attempt to verify it. A good way to conduct verification is to brainstorm for supporting evidences, obtain feedback from process owners, or get documents that can support the authenticity of the likely causes in question.
  • #17: Note: ________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________
  • #18: Note: Step 1: Decide how the problem information should be classified. By employee? By defect? By workstation? By department? Step 2: Select a time period for your observation. The time period during which data is collected may be only a few hours, or a few days, or even a few months. Develop a checksheet to cover the specified time period. Step3: Organise the data into table by ranking them according to the frequency and calculate percentages of each item relative to all other items. Step 4: Draw a horizontal and vertical axes on a graph paper. Divide the horizontal axis into equal segments, one for each item. Scale the vertical axis in such a way that the top represents the total. Construct a bar graph with the most frequency first and the least frequency last. Step 5: Next is to plot the cumulative line that sums up each column with the previous one. On the right hand side of the vertical axis, scale it from 0 to 100% which must correspond to the numbers on the left hand axis, the numbers and percentage of which can be obtained from the checksheet. The process for plotting each item must be done in relation to the bar graph drawn earlier. The cumulative line is complete when it reaches the 100% level as per the percentage scale on the right side. A legend may be added so that anyone reading the chart can understand.
  • #19: Note: ________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________
  • #21: Note: Step 1: Calculate the range. Range=Largest Observed Value minus Smallest Observed Value. Step 2: Determine Class Interval Step3: Prepare the frequency table. Step 4: Calculate mid value I.e: Upper limit plus lower limit divided by 2. Step 5: Draw horizontal and vertical axis on a piece of graph paper. On the vertical axis indicate all class intervals. Step 6: Transfer the data from the frequency table to the graph. Class Interval Mid Value Frequency Tally Frequency
  • #22: Trucks turn around time Tally Number of Trucks (frequency) 10 6 15 9 20 33 25 46 30 65 35 40 40 26 45 8 50 5
  • #23: Note: Step 1: Take samples from lots. eg. Day 1 - 25 we have 25 different lots for purposes of analysing quality. Let the sample size be 10. Step 2: Each day, we compute the mean i.e. add up and divide by 10 Step3: Each day, we calculate the range i.e Upper limit minus lower limit. Step 4: We are now in a position to draw or construct a variable control chart.
  • #24: STUDENTS APPLICATION TO ACCEPTANCE MOVING RANGE 1 29 2 27 2 3 30 3 4 29 1 5 33 4 6 35 2 7 35 0 8 36 1 9 28 8 10 32 4 11 25 7 12 29 4 13 46 17 14 32 14 15 28 4
  • #25: Note: Step 1: Collect paired samples of data whose relationship you wish to investigate Step 2: Draw a horizontal and vertical axes of the graph with appropriate scale. If the relationship of the two variables are that of a cause and effect values on the vertical axis. Step3: Plot the data on the graph. If data values are repeated and fall on the same point, make a circle.
  • #26: Note: ________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________
  • #27: Note: ________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________