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ELEMENTS OF
AN EFFECTIVE
DEVIATION
MANAGEMENT
PROGRAM
What is
Deviation?o It is a departure or divergence from an anticipated
result or outcome
o WHO characterizes deviation as any departure from
an established SOP, a validated process or other
quality related requirement
o Other terms for deviation:
o Nonconformity
o Incident/Accident
o Event
o Error or Mistake
Deviation Management
o It is the process of dealing with and controlling
deviation
o Deviation Management is an essential element in any
well-established Quality Management System
o Deviation Management plays a key role in:
o Ensuring the quality of service
o The continuous improvement of work processes
o There is a direct relation between deviation
management and continuous improvement
COMMO
N
FALLACIE
S
o We have all the policies, processes and procedures in
place; therefore there are going to be no mistake!
o We invest so much in the training of our employees so
as to achieve perfect performance
o Most mistakes are due to human error
• To prevent errors from happening you need to:
• Look at systems and processes
• Go upstream (high level) in the process and
make sure that any risk of a deviation is
eliminated before it goes downstream to
produce an event or error
o We will check mistakes out of the system
o Introduce another level of checks and balances to
ensure that no mistakes happen
o If a mistake happens we will council our employees
and retrain them
What is an effective
Deviation
Management Program?
o A deviation management program should include a
mechanism to differentiate deviations or
nonconformities based on their relevance or risk
o A deviation management program has to distinguish
between nonconformities that will affect the quality of
service and those that will have little impact on the
established norms
o Risk management has always been a part of an
analysis process linked to the handling of deviations or
nonconformities
What is an effective
Deviation Management
Program? (Cont’d)
o A deviation management program should include a root cause
analysis component that will determine the systemic cause of an
event or nonconformity
o Root cause analysis helps focus resources on performing a good
quality investigation to determine the actual cause of an
nonconformity
o Root cause analysis enables problem solvers to distinguish the
“vital few” from the “trivial many” causes of a problem
What is an effective
Deviation Management
Program? (Cont’d)
o An effective deviation management program
should include a mechanism to determine the
corrective/preventive actions (CAPA) to be taken
in order to eliminate causes or potential causes
of nonconformities
o A corrective/preventive action procedure
implements corrective or preventive measures
that are appropriate to the significance of the risk
or potential risk for a deviation event
o A deviation handling program should include a
mechanism to collect data and evaluate the
effectiveness of the corrective/preventive action
taken
Elements of an Effective
Deviation Management
Program
o Risk Management
o Root Cause Analysis
o Corrective/Preventive Action Procedure
o Data Collective to assess effectiveness
Risk
Manageme
nt
What is Risk?
o Uncertain event
o Always in the
future
o Has a cause and
effect (Impact)
o Has the potential
to impact
(negatively)
objectives or
outcomes
Risks: Known and Unknown
o Known Risks:
o Are predictable to a degree
o Can be identified, analyzed and
proactively managed
o Unknown Risk:
o A potential hazard that is completely
unknown
o In the context of risk management it is
any risk that is not identified and
managed
Hazard vs Risk
o In order to quantify risk there should precede a
measure of identifying and creating a hazard
inventory
o Risk frequency and severity is a function of the
measure of hazards identified in a process and
/or procedure
o Risk and hazard has to be considered in two
consecutive phases
o Risk Assessment: is the phase of
identification and categorization of hazards
o Risk Control: is the phase of risk reduction or
(acceptance)
Hazard Risk
Risk
o Risk can be mathematically expressed
in terms of two parameters:
o Severity (S)
o Frequency (F)
o Risk = SxF
o Risk evaluation is an answer to the
double question
o What probability?
o Which consequences?
What is an Acceptable
Risk?o The risk is sufficiently low in frequency and minimal in its impact
that it is not considered cost effective to control
o There is not yet a treatment or control of such risk
o The benefits outweigh any perceived risk
Quality Risk Management
(QRM)
o QRM is a process for the identification, assessment and
prioritization* of risk followed by;
o A coordinated and economic deployment of resources to
minimize or eliminate, if possible, the probability and/or
negative impact of a deviation or nonconformity
o QRM has become a mandatory requirement in the
manufacturing and service sector including healthcare
QRM Process
Prerequisites
o In order to implement a risk management program
effectively it is vital that a risk management
culture be developed
o Risk management culture would support the
vision, mission and objectives of an organization
o Limits and boundaries should be established and
communicated concerning what are acceptable
risk practices and outcomes
Establish the Context
o QRM enables an organization:
• To understand the environment in which the
organization operates
• The external environment
• The internal culture
o To undertake a number of environmental analyses:
• Review of regulatory requirements
• Review of codes and standards
• Review of industry guidelines
Identify Risk
o When, where, how and why are
risks are likely to occur when
you implement a certain process
or procedure
o What risks are there when we
achieve our priorities
o What risks are there when we
forgo our priorities
Risk Analysis
o Consideration of the sources of risk
• Identification of the sources of risk is the most critical stage
of risk assessment
• The better understanding of the sources of risk the better
outcome of risk assessment process and the more
meaningful and effective the management of risk will be
o The likelihood (frequency) and impact (severity) of risks
o Identification and evaluation of controls
• Estimation of their effectiveness
• Level of risk (residual risk) after controls are put in place
o Promotes the safety, security and well being of staff
members, patients and the community at large
o Enables a better understanding of work processes and
procedures
o Provides an opportunity for continuous improvement of
work processes and procedures
ROOT
CAUSE
ANALYSI
S
What is Root Cause
Analysis?
o Is a problem solving approach for identifying
underlying causes of problems so that the
most effective solutions can be determined
and implemented
o Goes beyond the obvious (proximate,
immediate, direct) cause of a problem and
investigates deeper underlying causes
o Requires logical thinking about cause-effect
relationships
o Is a paradigm shift in the way problems are
identified and resolved
Machine is
producing defective
parts
A device on the
machine is
damaged
Hit by a forklift
The yellow
lines that
guide the
driver of the
forklift around
the machine
have worn off
There is no
policy/process
for reviewing
the status of
these lines and
repainting
them when
needed
Why?
Why?
Why?
Why?
Problem
Root Cause
Think System and
Process
Toast is burned
Toaster did
not eject
bread on time
Bread crumps
build-up
interfered
with
mechanism
No
policy/process
for cleaning
toaster regularly
Direct
Cause
System or
Root Cause
Symptom
or Problem
Root Cause
Analysis
o It is a skill that can be applied to nearly any
problem
 People become proficient over time and
from repeated experience
o Only systemic causes are considered root
causes
• It is the policy, process, or procedure that
needs to be changed or modified to
prevent future recurrence
When to Use Root
Cause Analysis?
o There is high frequency of failure
o There is a significant negative impact on
established objective and outcomes
o There is a significant negative impact on
others
o There is high cost associated with such
failure
Root Cause Analysis
Steps
o Define the problem
o Understand the process
o Identify possible causes
o Collect data
o Analyze the data
o Identify and select the best solution
o Implement, evaluate and
institutionalize
Define the Problem
o A problem well stated is a problem half
solved
o A good problem definition can help make
the diagnosis more focused
o Components of a good problem statement
include the following:
 What: description of what happened
 Where: description of where the
problem was found
 Who: if the problem affects individuals
or groups
 When: the problem was first identified
 How much: frequency and/or
magnitude
Trending
15
20
18
20
23 22
25
30
35
40
50
60
0
5
10
15
20
25
30
35
40
45
50
55
60
65
Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec
minutes Patient Wait Time
18
21 22 23
17
30
40
60
25
20
18
22
0
10
20
30
40
50
60
70
Jan Feb Mar Apri May Jun Jul Aug Sep Oct Nov Dec
Patient Wait Time
Auto Mechanic Shop
Problem
o How much did it increase (>tolerance
limits)?
o What was the average before and what
is it now?
o Was is it sudden or gradual increase
(trending)?
o Is there a specific kind of work done on
those cars that were not ready for pick
up?
Combination of Causes:
Convenience Store Example
o Takes too long to fill gas
o Goods bought from the store
damaged
o Store not clean
o Prices too high
o Too much trash around
o Should management take all these
complaints together and starts working
on them?
o Should management focus on those
complaints that have the highest impact?
Pareto Principle (80/20
Law)
o Named after the Italian economist Vilfredo Pareto
o Principle was based on an observation
that Pareto made in his garden
o He observed that 80% of his peas are
produced by 20% of the peapods
o Pareto principle is now used in
different disciplines:
 Economics
 Management
 Business
 Sports
 Occupational Health & Safety
o Pareto used this information to show
that 80% of wealth in Italy at his time
was owned by 20% of the population
Complaints # of complaints
Non food items
damaged 102
Prices too high 65
Take too long to fill gas 162
Food items damaged 84
Too much trash around 31
Refrigerator looks dirty 16
Other 47
Complaints # of complaints
Take too long to fill
gas 162
Non food items
damaged 102
Food items
damaged 84
Prices too high 65
Other 47
Too much trash
around 31
Refrigerator looks
dirty 16
Complaints
# of
complaints
Cumulativ
e
%
cumulative
Too long to fill gas 162 162 32%
Non food items
damaged 102 264 52%
Food items damaged 84 348 69%
Prices too high 65 413 81%
Other 47 460 91%
Too much trash
around 31 491 97%
Fridge looks dirty 16 507 100%
Pareto Analysis
Convenience store
example
0%
20%
40%
60%
80%
100%
120%
0
20
40
60
80
100
120
140
160
180
Too long to fill
gas
Non food items
damaged
Food items
damaged
Prices too high Other Too much trash
around
Fridge looks
dirty
Customer Complaints
# of complaints % cumulative
0%
20%
40%
60%
80%
100%
120%
0
10
20
30
40
50
60
70
80
Schedule of test Staff Service Instructions Laboratory Location Delayed Delivery of
Results
Waiting Time Laboratory Cleanliness Other
Patient Complaints
# of Complaints % Cumulative
Understand the Process
o It is all about stepping back and taking a broad view of the
problem before jumping to possible causes
o This is achieved by mapping out the process by constructing
a flowchart
Define
Policy
Communic
ate policy
Impleme
nt policy
Monitor
complian
ce
Provide
feedbac
k
Cytotech places
order in System
Test labels are
generated
Tech assistant
dates a blank
sheet and affixes
one label on it
Tech assistant
affixes the other
label on sample
vial
Disoposes of
remaining vials
once all cases are
verified
Cytotech places the
labels in the prep
area
Tech assistant
makes a copy of
sheet and keeps
original on file
Tech assistant
submits vials and
sheet to micro at the
end of each day
Ordering HPV DNA Testing
The Problem:
One day a physician called
complaining that there is no
HPV result for her patient
even though final report
indicated that an HPV DNA
test has been ordered.
Note: One month passed
before this physician
contacted our lab
Cytotech places
order in System
Test labels are
generated
Cytotech dates a
blank sheet and
affixes one label
on it
Cytotech affixes
the other label on
sample vial
Disoposes of
remaining vials
once the cases are
verified
Cytotech places the
labels in the prep
area
Tech assistant makes a
copy of sheet and
keeps the original on
file
Tech assistant
submits vials and
sheet to micro at the
end of each day
Ordering HPV DNA Testing
Cytotech collects
vials and places them
in a designated
location along with
the sheet for the tech
assistant to pick up
Before disposing of
vials tech assistant
checks age on vial
and makes a list of
all samples with ages
30-65
Tech assistant
submits the list to
cytotech to
investigate
CORRECTIVE &
PREVENTIVE
ACTION
(CAPA)
Corrective & Preventive
Action
o Correction:
o Corrective
Action:
o Preventive
Action:
Is an action taken to address a
particular instance of
noncompliance (deviation)
Is an action take to prevent the
recurrence in the future of a
noncompliance that has been
found
• Is an action taken to prevent a
noncompliance in the firs place
• If the preventive action had been in
place the problem would not have
occurred
The Problem
o Customers who bought the newly
released model complained that the
seat belt is not fastening properly
o The company should launch an
investigation to collect as much
information as possible so as to state
the problem properly and clearly
• What?
• Where?
• When?
• How often?
• How serious?
Immediate/Direct Cause
o Investigation has shown that the
seatbelt clip was faulty and it was not
aligning properly
Problem Containment
(Correction)o Company contacts all customers who
complained and replaces the defective
seatbelt
o Company recalls all released model
and replaces sea belt
Prevent this deviation from recurring
(Corrective Action)
o Root Cause Analysis to determine the
systemic or process cause of the problem
o Investigate other hazards in the process
(risk management) that could cause such a
problem in the future and to mitigate their
effect or even eliminate them
Preventive Action
Putting It All
Together
Deviation/
nonconformance/e
rror
Final Word
“It is not enough to do your
best; you must know what
to do and then do your
best”
Edward
Deming
(Quality Guru)

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Deviation management new (1)

  • 2. What is Deviation?o It is a departure or divergence from an anticipated result or outcome o WHO characterizes deviation as any departure from an established SOP, a validated process or other quality related requirement o Other terms for deviation: o Nonconformity o Incident/Accident o Event o Error or Mistake
  • 3. Deviation Management o It is the process of dealing with and controlling deviation o Deviation Management is an essential element in any well-established Quality Management System o Deviation Management plays a key role in: o Ensuring the quality of service o The continuous improvement of work processes o There is a direct relation between deviation management and continuous improvement
  • 5. o We have all the policies, processes and procedures in place; therefore there are going to be no mistake! o We invest so much in the training of our employees so as to achieve perfect performance o Most mistakes are due to human error • To prevent errors from happening you need to: • Look at systems and processes • Go upstream (high level) in the process and make sure that any risk of a deviation is eliminated before it goes downstream to produce an event or error o We will check mistakes out of the system o Introduce another level of checks and balances to ensure that no mistakes happen o If a mistake happens we will council our employees and retrain them
  • 6. What is an effective Deviation Management Program? o A deviation management program should include a mechanism to differentiate deviations or nonconformities based on their relevance or risk o A deviation management program has to distinguish between nonconformities that will affect the quality of service and those that will have little impact on the established norms o Risk management has always been a part of an analysis process linked to the handling of deviations or nonconformities
  • 7. What is an effective Deviation Management Program? (Cont’d) o A deviation management program should include a root cause analysis component that will determine the systemic cause of an event or nonconformity o Root cause analysis helps focus resources on performing a good quality investigation to determine the actual cause of an nonconformity o Root cause analysis enables problem solvers to distinguish the “vital few” from the “trivial many” causes of a problem
  • 8. What is an effective Deviation Management Program? (Cont’d) o An effective deviation management program should include a mechanism to determine the corrective/preventive actions (CAPA) to be taken in order to eliminate causes or potential causes of nonconformities o A corrective/preventive action procedure implements corrective or preventive measures that are appropriate to the significance of the risk or potential risk for a deviation event o A deviation handling program should include a mechanism to collect data and evaluate the effectiveness of the corrective/preventive action taken
  • 9. Elements of an Effective Deviation Management Program o Risk Management o Root Cause Analysis o Corrective/Preventive Action Procedure o Data Collective to assess effectiveness
  • 11. What is Risk? o Uncertain event o Always in the future o Has a cause and effect (Impact) o Has the potential to impact (negatively) objectives or outcomes
  • 12. Risks: Known and Unknown o Known Risks: o Are predictable to a degree o Can be identified, analyzed and proactively managed o Unknown Risk: o A potential hazard that is completely unknown o In the context of risk management it is any risk that is not identified and managed
  • 13. Hazard vs Risk o In order to quantify risk there should precede a measure of identifying and creating a hazard inventory o Risk frequency and severity is a function of the measure of hazards identified in a process and /or procedure o Risk and hazard has to be considered in two consecutive phases o Risk Assessment: is the phase of identification and categorization of hazards o Risk Control: is the phase of risk reduction or (acceptance)
  • 15. Risk o Risk can be mathematically expressed in terms of two parameters: o Severity (S) o Frequency (F) o Risk = SxF o Risk evaluation is an answer to the double question o What probability? o Which consequences?
  • 16. What is an Acceptable Risk?o The risk is sufficiently low in frequency and minimal in its impact that it is not considered cost effective to control o There is not yet a treatment or control of such risk o The benefits outweigh any perceived risk
  • 17. Quality Risk Management (QRM) o QRM is a process for the identification, assessment and prioritization* of risk followed by; o A coordinated and economic deployment of resources to minimize or eliminate, if possible, the probability and/or negative impact of a deviation or nonconformity o QRM has become a mandatory requirement in the manufacturing and service sector including healthcare
  • 18.
  • 20. Prerequisites o In order to implement a risk management program effectively it is vital that a risk management culture be developed o Risk management culture would support the vision, mission and objectives of an organization o Limits and boundaries should be established and communicated concerning what are acceptable risk practices and outcomes
  • 21.
  • 22. Establish the Context o QRM enables an organization: • To understand the environment in which the organization operates • The external environment • The internal culture o To undertake a number of environmental analyses: • Review of regulatory requirements • Review of codes and standards • Review of industry guidelines
  • 23. Identify Risk o When, where, how and why are risks are likely to occur when you implement a certain process or procedure o What risks are there when we achieve our priorities o What risks are there when we forgo our priorities
  • 24. Risk Analysis o Consideration of the sources of risk • Identification of the sources of risk is the most critical stage of risk assessment • The better understanding of the sources of risk the better outcome of risk assessment process and the more meaningful and effective the management of risk will be o The likelihood (frequency) and impact (severity) of risks o Identification and evaluation of controls • Estimation of their effectiveness • Level of risk (residual risk) after controls are put in place
  • 25.
  • 26. o Promotes the safety, security and well being of staff members, patients and the community at large o Enables a better understanding of work processes and procedures o Provides an opportunity for continuous improvement of work processes and procedures
  • 28. What is Root Cause Analysis? o Is a problem solving approach for identifying underlying causes of problems so that the most effective solutions can be determined and implemented o Goes beyond the obvious (proximate, immediate, direct) cause of a problem and investigates deeper underlying causes o Requires logical thinking about cause-effect relationships o Is a paradigm shift in the way problems are identified and resolved
  • 29. Machine is producing defective parts A device on the machine is damaged Hit by a forklift The yellow lines that guide the driver of the forklift around the machine have worn off There is no policy/process for reviewing the status of these lines and repainting them when needed Why? Why? Why? Why? Problem Root Cause
  • 30. Think System and Process Toast is burned Toaster did not eject bread on time Bread crumps build-up interfered with mechanism No policy/process for cleaning toaster regularly Direct Cause System or Root Cause Symptom or Problem
  • 31. Root Cause Analysis o It is a skill that can be applied to nearly any problem  People become proficient over time and from repeated experience o Only systemic causes are considered root causes • It is the policy, process, or procedure that needs to be changed or modified to prevent future recurrence
  • 32. When to Use Root Cause Analysis? o There is high frequency of failure o There is a significant negative impact on established objective and outcomes o There is a significant negative impact on others o There is high cost associated with such failure
  • 33. Root Cause Analysis Steps o Define the problem o Understand the process o Identify possible causes o Collect data o Analyze the data o Identify and select the best solution o Implement, evaluate and institutionalize
  • 34. Define the Problem o A problem well stated is a problem half solved o A good problem definition can help make the diagnosis more focused o Components of a good problem statement include the following:  What: description of what happened  Where: description of where the problem was found  Who: if the problem affects individuals or groups  When: the problem was first identified  How much: frequency and/or magnitude
  • 35. Trending 15 20 18 20 23 22 25 30 35 40 50 60 0 5 10 15 20 25 30 35 40 45 50 55 60 65 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec minutes Patient Wait Time
  • 36. 18 21 22 23 17 30 40 60 25 20 18 22 0 10 20 30 40 50 60 70 Jan Feb Mar Apri May Jun Jul Aug Sep Oct Nov Dec Patient Wait Time
  • 37. Auto Mechanic Shop Problem o How much did it increase (>tolerance limits)? o What was the average before and what is it now? o Was is it sudden or gradual increase (trending)? o Is there a specific kind of work done on those cars that were not ready for pick up?
  • 38. Combination of Causes: Convenience Store Example o Takes too long to fill gas o Goods bought from the store damaged o Store not clean o Prices too high o Too much trash around o Should management take all these complaints together and starts working on them? o Should management focus on those complaints that have the highest impact?
  • 39. Pareto Principle (80/20 Law) o Named after the Italian economist Vilfredo Pareto o Principle was based on an observation that Pareto made in his garden o He observed that 80% of his peas are produced by 20% of the peapods o Pareto principle is now used in different disciplines:  Economics  Management  Business  Sports  Occupational Health & Safety o Pareto used this information to show that 80% of wealth in Italy at his time was owned by 20% of the population
  • 40. Complaints # of complaints Non food items damaged 102 Prices too high 65 Take too long to fill gas 162 Food items damaged 84 Too much trash around 31 Refrigerator looks dirty 16 Other 47 Complaints # of complaints Take too long to fill gas 162 Non food items damaged 102 Food items damaged 84 Prices too high 65 Other 47 Too much trash around 31 Refrigerator looks dirty 16 Complaints # of complaints Cumulativ e % cumulative Too long to fill gas 162 162 32% Non food items damaged 102 264 52% Food items damaged 84 348 69% Prices too high 65 413 81% Other 47 460 91% Too much trash around 31 491 97% Fridge looks dirty 16 507 100% Pareto Analysis Convenience store example
  • 41. 0% 20% 40% 60% 80% 100% 120% 0 20 40 60 80 100 120 140 160 180 Too long to fill gas Non food items damaged Food items damaged Prices too high Other Too much trash around Fridge looks dirty Customer Complaints # of complaints % cumulative
  • 42. 0% 20% 40% 60% 80% 100% 120% 0 10 20 30 40 50 60 70 80 Schedule of test Staff Service Instructions Laboratory Location Delayed Delivery of Results Waiting Time Laboratory Cleanliness Other Patient Complaints # of Complaints % Cumulative
  • 43. Understand the Process o It is all about stepping back and taking a broad view of the problem before jumping to possible causes o This is achieved by mapping out the process by constructing a flowchart Define Policy Communic ate policy Impleme nt policy Monitor complian ce Provide feedbac k
  • 44.
  • 45. Cytotech places order in System Test labels are generated Tech assistant dates a blank sheet and affixes one label on it Tech assistant affixes the other label on sample vial Disoposes of remaining vials once all cases are verified Cytotech places the labels in the prep area Tech assistant makes a copy of sheet and keeps original on file Tech assistant submits vials and sheet to micro at the end of each day Ordering HPV DNA Testing The Problem: One day a physician called complaining that there is no HPV result for her patient even though final report indicated that an HPV DNA test has been ordered. Note: One month passed before this physician contacted our lab
  • 46. Cytotech places order in System Test labels are generated Cytotech dates a blank sheet and affixes one label on it Cytotech affixes the other label on sample vial Disoposes of remaining vials once the cases are verified Cytotech places the labels in the prep area Tech assistant makes a copy of sheet and keeps the original on file Tech assistant submits vials and sheet to micro at the end of each day Ordering HPV DNA Testing Cytotech collects vials and places them in a designated location along with the sheet for the tech assistant to pick up Before disposing of vials tech assistant checks age on vial and makes a list of all samples with ages 30-65 Tech assistant submits the list to cytotech to investigate
  • 48. Corrective & Preventive Action o Correction: o Corrective Action: o Preventive Action: Is an action taken to address a particular instance of noncompliance (deviation) Is an action take to prevent the recurrence in the future of a noncompliance that has been found • Is an action taken to prevent a noncompliance in the firs place • If the preventive action had been in place the problem would not have occurred
  • 49. The Problem o Customers who bought the newly released model complained that the seat belt is not fastening properly o The company should launch an investigation to collect as much information as possible so as to state the problem properly and clearly • What? • Where? • When? • How often? • How serious?
  • 50. Immediate/Direct Cause o Investigation has shown that the seatbelt clip was faulty and it was not aligning properly Problem Containment (Correction)o Company contacts all customers who complained and replaces the defective seatbelt o Company recalls all released model and replaces sea belt Prevent this deviation from recurring (Corrective Action) o Root Cause Analysis to determine the systemic or process cause of the problem o Investigate other hazards in the process (risk management) that could cause such a problem in the future and to mitigate their effect or even eliminate them Preventive Action
  • 52. Final Word “It is not enough to do your best; you must know what to do and then do your best” Edward Deming (Quality Guru)

Editor's Notes

  1. Give an example of a laboratory that has set a patient turnover
  2. Prioritization: not all risk are created equal. E.g. storage where non-temperature sensitive material vs temperature sensitive material
  3. Vision: is what an organization aspires to be (aspirational) Mission: is what an organization really does
  4. Key questions
  5. You are basically establishing a profile for each risk or category of risks
  6. Paradigm: is a model
  7. Trending: to develop a general direction Trending helps problem solvers see the problem more clearly.
  8. % of customers whose vehicles were not ready for pick up when promised has increased in the past three months Tolerance limit is the outer limit of an anticipated outcome
  9. Convenience Store problem: customer complaints Option1: dispersing resources and energy Sometimes you need to do what is called “Problem Containment”.
  10. Vilfredo Pareto was a multitalented person: engineer, sociologist, economist, political scientist and philosopher. Died in 1923. Pareto principle is also called the law of “vital few”. In sports: 20% of exercises and habits has the most impact on athletes In OSH: 20% of hazard cause more than 80% of injuries
  11. Example of a basic flowchart (serial flowchart) and very easy to construct. Let’s say a company wants to diagnose a policy compliance issue
  12. Oval: beginning. Diamond: Decision Rectangle: process component Circle: Connector
  13. A car company released a new model