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Risk Assessment for QbD:
3 Reasons Why FMEA Fails
IFPAC 2014
Sun Kim, PhD
www.linkedin.com/in/kimsunkist/
We Are Not Alone
12 Likes
21 Comments
34 Shares
Sampling of LinkedIn Comments
“It is like a loop I always have to dealt with,
everytime!” - S of Angelini
“The first part of your blog literally had me
laughing out loud. This is so true and
relevant.” -I of Teva
“I completely agree with you that FMEA,
especially in the early development, is not the
ideal tool” - F of PTM Consulting”
Sampling of LinkedIn Comments
“How refreshing to see this. Thank you so
much for noting that the FMEA emperor may
be missing some clothing.” - D, Statistician
“The formality of risk assessment should align
with the level of product and process
understanding. FMEA definitely has its place,
but later in the development process.” - S of
UpsherSmith
Agenda
Story
1. Why Risk Assessment is Critical to QbD
2. Why FMEA is inappropriate for dev. proj.
3. a modified QFD Approach to Risk Ass.
Why Risk Assessment determines
success and failure of QbD
1. First step & planning stage of QbD
2. Output is Control Strategy
3. Precursor to Design Space studies
Why Risk Assessment determines
success and failure of QbD
1. First step & planning stage of QbD
a.
b.
c.

Scientists hate these types of meetings
If this doesn’t go well, the momentum fizzles
Links QTPP-CQA-CPP-CS
Why Risk Assessment determines
success and failure of QbD
1. 1st step & planning stage of QbD
a.
b.
c.

Scientists hate these types of meetings
If this doesn’t go well, the momentum fizzles
Links QTPP-CQA-CPP-CS

2. Output: Control Strategy
a. Prioritized list of projects or experiments
Why Risk Assessment determines
success and failure of QbD
1. 1st step & planning stage of QbD
a.
b.
c.

Scientists hate these types of meetings
If this doesn’t go well, the momentum fizzles
Links QTPP-CQA-CPP-CS

2. Output Control Strategy
a. Prioritized list of projects
3. Precursor to Design Space studies
a.

Links to Design Space
FMEA (Failure Mode Effects and Analysis)
Goal: “Identify all possible failures...prevent…”

Ref: ASQ
1. Most attributes become “Critical.”
A. FMEA’s definition:
RPN (Risk Priority Number) =
Severity x Occurrence x Detectability (or Controllability)
B. Classic definition:
Risk Index =
Severity x P(Occurrence)
http://plato.stanford.edu/archives/win2012/entries/risk/#DefRis
W. Gilchrist, ?Modelling Failure Modes and Effects Analysis,? International Journal of Quality and Reliability Management 10 (5), 16-23, 1993.
S. Kmenta, Scenario-based FMEA Using Expected Cost, A new perspective on evaluatng risk in FMEA, IIE Workshop,January 22, 2002.
S. Kmenta and K. Ishill, Scenario-Based Failure Modes and Effects Analysis using Expected Costs, Journal of Mechanical Design 126, 1027-1036,
2004.
D. Wheeler, ?Problems with Risk Priority Numbers,Quality Digest, 2011 Available at:
http://www.qualitydigest.com/inside/quality-insider-article/problems-risk-priority-numbers.html
2. Inappropriate ordinal scale
At the development stage where scale-up details are not
available, scientist do not yet understand the
manufacturing process well enough to list realistic failure
modes.
Recommendation:
Use Low-Med-High or better yet, 0-1-3-9 scale
http://plato.stanford.edu/archives/win2012/entries/risk/#DefRis
W. Gilchrist, ?Modelling Failure Modes and Effects Analysis,? International Journal of Quality and Reliability Management 10 (5), 16-23, 1993.
S. Kmenta, Scenario-based FMEA Using Expected Cost, A new perspective on evaluatng risk in FMEA, IIE Workshop,January 22, 2002.
S. Kmenta and K. Ishill, Scenario-Based Failure Modes and Effects Analysis using Expected Costs, Journal of Mechanical Design 126, 1027-1036,
2004.
D. Wheeler, ?Problems with Risk Priority Numbers,Quality Digest, 2011 Available at:
http://www.qualitydigest.com/inside/quality-insider-article/problems-risk-priority-numbers.html
3. Mediocre Control Strategy

Typical Examples:
equipment maintenance, training or monitoring
- feed control valves, steam traps, tank, flange, piping
leaks
- pH, DO, backpressure monitoring
Ref: Pharmaceutical Engineering, May/June 2010, Vol. 30, No. 3, P.1-11
Alternative Approach:
Modified from QFD
1. Scientist-driven
2. Process Map: TRD (Technical Requirements Document), IMPD
(Investigational medicinal product dossier)

3. Link QTPP-CQA-CPP-CS
4. Risk = Impact x P(Occurrence)

Yoji Akao, Quality Function Deployment: Integrating
Customer Requirements Into Product Design,
Productivity Press, 1990.
Linear Approach
QTPP

(C)QA

(C)QA

(C)PP

(C)PP

Occurrence
Link: from QTPP to (C)QA
(C)QA
QTPP

Impact
Link: from (C)QA to (C)PP
(C)PP
(C)QA

Impact
Occurrence
Probability
(C)PP

Occurrence
Linking it Together
QTPP

(C)QA

(C)QA

(C)PP

(C)PP

Occurrence

Control
Strategy
(Hi-Res) Control Strategy
Different Strategy for different Types of Risk

High Occurrence,
Low Impact

Low
Risk

pH
@ Cation Exchange

High
Risk

High Impact
Low Occurrence,
Filter
Condition @
Form. Buffer
Risk Assessment for QbD:
3 Reasons why FMEA fails
1. Most Quality Attributes will be “Critical” because FMEA’s risk formula
inflates risk.
2. Scientists will waste time arguing over a meaningless evaluation
scale.
3. Control strategy will be mediocre.
Recommendation:
● Use QFD approach
● Further details at QbDWorks.com
Further Details?

QbDWorks.com

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Risk assessment for Quality-by-Design and why FMEA fails

  • 1. Risk Assessment for QbD: 3 Reasons Why FMEA Fails IFPAC 2014 Sun Kim, PhD www.linkedin.com/in/kimsunkist/
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  • 6. We Are Not Alone 12 Likes 21 Comments 34 Shares
  • 7. Sampling of LinkedIn Comments “It is like a loop I always have to dealt with, everytime!” - S of Angelini “The first part of your blog literally had me laughing out loud. This is so true and relevant.” -I of Teva “I completely agree with you that FMEA, especially in the early development, is not the ideal tool” - F of PTM Consulting”
  • 8. Sampling of LinkedIn Comments “How refreshing to see this. Thank you so much for noting that the FMEA emperor may be missing some clothing.” - D, Statistician “The formality of risk assessment should align with the level of product and process understanding. FMEA definitely has its place, but later in the development process.” - S of UpsherSmith
  • 9. Agenda Story 1. Why Risk Assessment is Critical to QbD 2. Why FMEA is inappropriate for dev. proj. 3. a modified QFD Approach to Risk Ass.
  • 10. Why Risk Assessment determines success and failure of QbD 1. First step & planning stage of QbD 2. Output is Control Strategy 3. Precursor to Design Space studies
  • 11. Why Risk Assessment determines success and failure of QbD 1. First step & planning stage of QbD a. b. c. Scientists hate these types of meetings If this doesn’t go well, the momentum fizzles Links QTPP-CQA-CPP-CS
  • 12. Why Risk Assessment determines success and failure of QbD 1. 1st step & planning stage of QbD a. b. c. Scientists hate these types of meetings If this doesn’t go well, the momentum fizzles Links QTPP-CQA-CPP-CS 2. Output: Control Strategy a. Prioritized list of projects or experiments
  • 13. Why Risk Assessment determines success and failure of QbD 1. 1st step & planning stage of QbD a. b. c. Scientists hate these types of meetings If this doesn’t go well, the momentum fizzles Links QTPP-CQA-CPP-CS 2. Output Control Strategy a. Prioritized list of projects 3. Precursor to Design Space studies a. Links to Design Space
  • 14. FMEA (Failure Mode Effects and Analysis) Goal: “Identify all possible failures...prevent…” Ref: ASQ
  • 15. 1. Most attributes become “Critical.” A. FMEA’s definition: RPN (Risk Priority Number) = Severity x Occurrence x Detectability (or Controllability) B. Classic definition: Risk Index = Severity x P(Occurrence) http://plato.stanford.edu/archives/win2012/entries/risk/#DefRis W. Gilchrist, ?Modelling Failure Modes and Effects Analysis,? International Journal of Quality and Reliability Management 10 (5), 16-23, 1993. S. Kmenta, Scenario-based FMEA Using Expected Cost, A new perspective on evaluatng risk in FMEA, IIE Workshop,January 22, 2002. S. Kmenta and K. Ishill, Scenario-Based Failure Modes and Effects Analysis using Expected Costs, Journal of Mechanical Design 126, 1027-1036, 2004. D. Wheeler, ?Problems with Risk Priority Numbers,Quality Digest, 2011 Available at: http://www.qualitydigest.com/inside/quality-insider-article/problems-risk-priority-numbers.html
  • 16. 2. Inappropriate ordinal scale At the development stage where scale-up details are not available, scientist do not yet understand the manufacturing process well enough to list realistic failure modes. Recommendation: Use Low-Med-High or better yet, 0-1-3-9 scale http://plato.stanford.edu/archives/win2012/entries/risk/#DefRis W. Gilchrist, ?Modelling Failure Modes and Effects Analysis,? International Journal of Quality and Reliability Management 10 (5), 16-23, 1993. S. Kmenta, Scenario-based FMEA Using Expected Cost, A new perspective on evaluatng risk in FMEA, IIE Workshop,January 22, 2002. S. Kmenta and K. Ishill, Scenario-Based Failure Modes and Effects Analysis using Expected Costs, Journal of Mechanical Design 126, 1027-1036, 2004. D. Wheeler, ?Problems with Risk Priority Numbers,Quality Digest, 2011 Available at: http://www.qualitydigest.com/inside/quality-insider-article/problems-risk-priority-numbers.html
  • 17. 3. Mediocre Control Strategy Typical Examples: equipment maintenance, training or monitoring - feed control valves, steam traps, tank, flange, piping leaks - pH, DO, backpressure monitoring Ref: Pharmaceutical Engineering, May/June 2010, Vol. 30, No. 3, P.1-11
  • 18. Alternative Approach: Modified from QFD 1. Scientist-driven 2. Process Map: TRD (Technical Requirements Document), IMPD (Investigational medicinal product dossier) 3. Link QTPP-CQA-CPP-CS 4. Risk = Impact x P(Occurrence) Yoji Akao, Quality Function Deployment: Integrating Customer Requirements Into Product Design, Productivity Press, 1990.
  • 20. Link: from QTPP to (C)QA (C)QA QTPP Impact
  • 21. Link: from (C)QA to (C)PP (C)PP (C)QA Impact
  • 24. (Hi-Res) Control Strategy Different Strategy for different Types of Risk High Occurrence, Low Impact Low Risk pH @ Cation Exchange High Risk High Impact Low Occurrence, Filter Condition @ Form. Buffer
  • 25. Risk Assessment for QbD: 3 Reasons why FMEA fails 1. Most Quality Attributes will be “Critical” because FMEA’s risk formula inflates risk. 2. Scientists will waste time arguing over a meaningless evaluation scale. 3. Control strategy will be mediocre. Recommendation: ● Use QFD approach ● Further details at QbDWorks.com