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Risk Assessment with a FMEA Tool
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A review of the importance of assessing risk and how to measure it using a FMEA tool.
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Risk Assessment with a FMEA Tool
1.
Section & Lesson
#: Pre-Requisite Lessons: Complex Tools + Clear Teaching = Powerful Results Risk Assessment with a FMEA Tool Six Sigma-Improve – Lesson 7 A review of the importance of assessing risk and how to measure it using a FMEA tool. Introduction #11 – ABC Model Six Sigma-Overview #02 – Risk Analysis Copyright © 2011-2019 by Matthew J. Hansen. All Rights Reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted by any means (electronic, mechanical, photographic, photocopying, recording or otherwise) without prior permission in writing by the author and/or publisher.
2.
Review: The Role
of Risk in our Decisions o Remember the jelly bean example from the lesson on risk analysis? • Question: How many red jelly beans are in the jar? Method 1: Empty out all of the jelly beans and manually count the red ones. – Advantage: More Accurate vs. Disadvantage: More Time Method 2: Count the red ones in a small sample & multiply by the jar’s volume. – Advantage: Less Time vs. Disadvantage: Less Accurate o Which method of counting the jelly beans is best? • Neither, because both are equally valid; the “best” method depends on RISK vs. REWARD. • Risk is determined by the disadvantages for each method: Method 1: Is the reward worth the risk of taking “more time” to use this method? – If the reward was $1M, then perhaps the risk of more time is worth ensuring we’re more accurate. Method 2: Is the reward worth the risk of being “less accurate” to use this method? – If the reward was a t-shirt, then perhaps the risk of being less accurate is worth it taking less time. o Remember the ABC Model? • Risk is a critical part of what influences our beliefs, which influence our conclusions, actions, etc. Copyright © 2011-2019 by Matthew J. Hansen. All Rights Reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted by any means (electronic, mechanical, photographic, photocopying, recording or otherwise) without prior permission in writing by the author and/or publisher. 2 BELIEF SCALE Consequences
3.
Why is risk
so important? o Risk affects every decision we make! • Would you drive your car if you knew there was a high risk it would break down? • Would you eat at a restaurant that you knew had a high risk of food poisoning? o Prudent business decisions should assess and measure risk. • Risk has an inverse relationship with confidence. • Data (i.e., proof, evidence, etc.) builds confidence. • The lack of data (i.e., assumptions) creates risk. • To reduce risk and build confidence, get data! o 6 Sigma tools (like FMEA) help assess risk (and confidence) in business decisions. Copyright © 2011-2019 by Matthew J. Hansen. All Rights Reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted by any means (electronic, mechanical, photographic, photocopying, recording or otherwise) without prior permission in writing by the author and/or publisher. 3 The empty portion (air) represents assumptions (risk) The filled portion (water) represents data (confidence) The entire glass represents our available understanding for making decisions Just as adding water displaces air in the glass, adding data displaces our assumptions.
4.
FMEA Tool Defined o
What is a FMEA tool? • “FMEA” is a risk management tool that stands for “Failure Modes & Effects Analysis”. • It tracks all possible failures in a process, their potential impact and a plan to mitigate them. • The FMEA scores and prioritizes all possible failure modes to help mitigate potential risks. o Below is the general layout of the FMEA tool and it’s key components defined: Copyright © 2011-2019 by Matthew J. Hansen. All Rights Reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted by any means (electronic, mechanical, photographic, photocopying, recording or otherwise) without prior permission in writing by the author and/or publisher. 4 Step ID WHEN: Item/ Process Step WHAT: Potential Failure Mode Potential Effect(s) of Failure Severe WHY: Potential Cause(s) of Failure Occur Current / Future Controls Detect RPN Recommended Actions (Response Plans: SOP's, Containment, Control Plans) Responsibility and Target Date Completion Action Taken Severe Occur Detect RPN Source file corrupt or unavailable DB won't get req'd data feed 8 Error from mainframe 1 Users monitoring daily file feed 1 8 0 System fails to import data System abends 5 Power or oper system failure 1 Sys Admin monitors app; process can be re-run 1 5 0 2 Identify new & cleared credits Cannot detect new or cleared credits System can't properly track or report credits and metrics 8 Orig system or fed data is corrupt (e.g., invalid Pro #, etc.) 2 Can only be detected by doing a MSA to assure accuracy; else it normally 5 80 0 Cannot identify mass re- rated credits Extra research may be necessary for those credits 6 Criteria for identifying re- rated credits may be inaccurate or incomplete 5 Detection during research of credits will help in modifying the criteria for automatic 4 120 0 Identified credits are not sent to Rating Rating can't validate credit status back to Cash App 7 System fails to transmit identified credits to Rating 2 Sys will track file transmission to ensure delivery; Rating can also 2 28 0 Cannot accurately identify overpayments Extra research may be necessary for those credits 6 Criteria for identifying overpaid credits may be inaccurate or incomplete 5 Detection during research of credits will help in modifying the criteria for automatic 4 120 0 Cannot access GetPaid data Collections can't confirm to Cash App what credits to 4 GetPaid data unavailable to connect to 2 Sys will identify any failure to connect to GetPaid 1 8 0 Returned letters are not audited A credit may no longer be valid, but refunded anyway 8 Clerk fails to audit the credit before issuing the 5 Would be detected only by doing random audits 7 280 0 Refund is not sent for a valid credit Payee doesn't receive the refund they expect 6 Clerk fails to issue or mail refund for a valid credit 2 Detect by matching what refunds were paid per sys with what funds were 3 36 0 5 Audit & send refund; clear credit 1 Import open credits 3 Identify mass re-rate credits; send to Rating 4 Identify overpmts; compare to GetPaid Failure Modes & Effects Potential failures in each process step and the expected effects & severity from those failures. Current Controls & Detection Existing controls that help detect the failures and their estimated capability to detect those failures. Mitigation Plan The actions and assigned owner(s) for mitigating the identified risks. Process Steps Detailed steps in the new or existing process that are affected by the improvements RPN (Risk Priority Number) A value measuring the severity, frequency, and detection capability of each failure; the RPN is used to rank and prioritize all failures Potential Causes Potential reasons why a failure occurs and the estimated frequency of occurrence.
5.
When and How
to Build the FMEA o When is the FMEA tool used? • It’s generally used when there is a significant process change that requires a risk assessment. It’s most often used in the Improve phase of the DMAIC methodology to evaluate any potential risks from the proposed improvements. It can also be closely tied to the Control Plan created in the Control phase of DMAIC, therefore it may be necessary to review or extend the FMEA after the improvements are implemented. It’s also used in the Design phase of the DMADV methodology before implementing a new process. • The FMEA is generally built by a team of SMEs during a meeting (2 to 4 hours). The SMEs should include experts from any area affected by the improvements. Below are the general steps for leading the meeting when building the FMEA: o Is the FMEA tool required for every project? • No. Sometimes the Sponsor or customer is willing to assume inherent risks from the new improvements and won’t require a risk assessment. • When risks are unknown or if there is any hint of doubt in the expected success of a proposed improvement, then the FMEA should be used to fully address and measure potential risks. Copyright © 2011-2019 by Matthew J. Hansen. All Rights Reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted by any means (electronic, mechanical, photographic, photocopying, recording or otherwise) without prior permission in writing by the author and/or publisher. 5 1. Identify list of Process Steps 2. Identify Failure Modes & Effects 3. Identify Potential Root Causes 4. Identify Current Controls 5. Calc RPN and Define Mitigation Plan INPUT to Meeting PROCESS during Meeting OUTPUT from Meeting
6.
FMEA Process Steps
1 & 2 o INPUT to Meeting • #1 – Identify List of Process Steps These steps should be a part of the detailed process map that may have been created for mapping the improvements. Each process step should be noted with its own Step ID #. It’s OK to limit the process steps to only those deemed as critical or within control of your team. o PROCESS During Meeting • Meeting Kick-Off (~20 min) The Sponsor/Champion should kick-off the meeting and return at the end to review the results. The list of process steps should be agreed upon by the team; allow for some clarification as needed. • #2 – Identify Failure Modes & Effects (~30 – 40 min) For each process step, brainstorm one or more potential ways a failure may occur for that respective step. Rank the Severity on a scale of 1 (Lowest) to 10 (Highest) for each failure mode & effect. – Below are suggestions for defining severity; these may be changed if the team agrees: Copyright © 2011-2019 by Matthew J. Hansen. All Rights Reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted by any means (electronic, mechanical, photographic, photocopying, recording or otherwise) without prior permission in writing by the author and/or publisher. 6 Minor (Rank 1) Low (Rank 2 - 3) Moderate (Rank 4 - 6) High (Rank 7 - 8) Very High (Rank 9 - 10) Unreasonable to expect that the minor nature of this failure will have any noticable effect on item or system performance or subsequent process or assembly operation. Customer will most likely not be able to detect the failure. Due to the nature of this failure, the customer experiences only slight annoyance. Customer will probably notice slight deterioration of the item or system performance or a slight inconvenience with a subsequent process or assembly operation, i.e. minor rework. Failure causes some customer dissatisfaction which may include discomfort or annoyance. Customer will notice item or system performance deterioration. This may result in unscheduled rework/repair and/or damage to equipment. High degree of customer dissatisfaction due to the nature of the failure, such as inoperable item or system. Failure does not involve safety or government regulation. May result in serious disruption to subsequent processing or assembly operations and/or require major rework. Failure affects safety or involves noncompliance to government regulations. May endanger machine or assembly operator (9 with warning, 10 without warning)
7.
FMEA Process Steps
3 & 4 o PROCESS During Meeting (Cont’d) • #3 – Identify Potential Root Causes (~20 – 30 min) Define what the potential root causes are for each failure mode & effect. Rank the estimated occurrence on a scale of 1 (least frequent) to 10 (most frequent) for each root cause. – Below are suggested ratios for defining these occurrences; these may be changed if the team agrees: • #4 – Identify Current Controls (~20 – 30 min) Define whatever controls are already in place that may detect each of those failure occurrences. – The existing controls can include controls managed by other people or processes outside the team. Rank the estimated detection rate on a scale of 1 (always detected) to 10 (never detected) for each failure occurrence (i.e., the better the ability to detect the errors, the lower the score). – Below are suggested rankings for defining the detection capability; these may be changed if the team agrees: Copyright © 2011-2019 by Matthew J. Hansen. All Rights Reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted by any means (electronic, mechanical, photographic, photocopying, recording or otherwise) without prior permission in writing by the author and/or publisher. 7 Remote (Rank 1) Very Low (Rank 2) Low (Rank 3 - 5) Moderate (Rank 6 - 7) High (Rank 8 - 9) Very High (Rank 10) Failure unlikely. No failures ever assocaited with this process or almost identical processes (1=1:1.5M) Only isolated failures associated with this process or almost identical processes (2=1:150K) Isolated failures associated with similar processes (3= 1:30K; 4=1:4500; 5=1:800) This process has occasional failures, but not in major proportions (6=1:150: 7=1:50) This process or similar processes have often failed (8=1:9; 9=1:6) Failure is almost inevitable (10=>1:3) Very High (Rank 1 - 2) High (Rank 3 - 4) Moderate (Rank 5 - 6) Low (Rank 7 - 8) Very low (Rank 9) Absolutely No Detection (Rank 10) Current controls almost certain to detect the failure mode. Reliable detection controls are known with similar processes. Process automatically prevents further processing. Controls have a good chance of detecting failure mode, process automatically detects failure mode. Controls may detect the existence of a failure mode. Controls have a poor chance of detecting the existence of failure mode Controls probably will not detect the existence of failure mode Controls will not or can not detect the existence of a failure. No known controls available to detect failure mode.
8.
FMEA Process Step
5 o OUTPUT From Meeting • #5 – Calculate RPN and Define Mitigation Plan (~20 – 30 min) The Risk Priority Number (RPN) is automatically calculated as a multiplier of the 3 rankings defined in step 2 (severity), step 3 (frequency), and step 4 (detection capability). – The RPN can range from 0 to 1000; despite that wide range, any process step with RPN over 250 should be considered a potential high risk for failure. – Since the scoring is subjective, review the RPNs for all process steps to determine what is a reasonable threshold for what should be considered a high risk failure. Consider building a mitigation plan for the process steps having a high RPN. – The mitigation plan isn’t required, but for very high risk process steps, it can be very helpful to define them in advance. – As a team, define 1) the recommended actions in the event of a failure, and 2) the person responsible to perform the action and estimated turnaround time to complete it. – The remaining “Action Taken” and rankings are optional; for any process step having a very high risk of failure, it can help to apply a ranking and RPN for those mitigation actions to assess their inherent risks. o Now What? • The FMEA can help unify the team around their improvements to implement and it can build their confidence that all potential risks are identified with an appropriate mitigation plan. • The FMEA should be retained on hand for the entire team and distributed to any stakeholder that controls or is affected by the process improvements. • If any process steps are very high risk (high RPN), then they should be validated by any other stakeholder responsible for or knowledgeable of that respective process step. Copyright © 2011-2019 by Matthew J. Hansen. All Rights Reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted by any means (electronic, mechanical, photographic, photocopying, recording or otherwise) without prior permission in writing by the author and/or publisher. 8
9.
Practical Application o Identify
an existing high-level process map used in your organization. • Instead, you can build a process map for a simple routine process you follow such as driving to school or work, ordering a meal at a restaurant, mowing the lawn, etc. Whatever process you use, ensure you only have 3 to 5 key process steps. o Build a FMEA using the process defined above. • Identify each critical process step. • For each process step, identify all potential failure modes. • For each failure mode, identify the potential effects from those failures and severity level. • For each failure effect, identify all potential causes and the occurrence frequency level. • For each failure cause, identify all controls that could detect the cause and its detection level. • Calculate the Risk Priority Number (RPN) based on the severity, frequency, and detection levels. • As needed, try filling out the remaining portion for building a mitigation plan. o Based on the FMEA that was built, try answering the following questions: • Which process steps had the most failure modes? • Which failure modes had the highest RPN? • Which process step had the highest combined RPN value based on all its failure modes? • How do these results compare with the level of risk you originally expected for this process? Copyright © 2011-2019 by Matthew J. Hansen. All Rights Reserved. No part of this publication may be reproduced, stored in a retrieval system, or transmitted by any means (electronic, mechanical, photographic, photocopying, recording or otherwise) without prior permission in writing by the author and/or publisher. 9