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Root cause analysis

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585:) in every case including non-RCA investigations. One method is to list the defenses on chart or a virtual white board. Then, for each defense, look at the information and data that was gathered for evidence of the effectiveness of that defense. We are actually looking for deficiencies or gaps in performance where the administrative requirements were not met, or where the physical or cyber barriers were bypassed. These initial gaps in performance are merely symptoms of deeper-seated causes. We use these symptomatic performance gaps to develop lines of inquiry questions as outlined below, to pursue the symptoms back to their points of origin (i.e. the root causes) using cause-and-effect analysis. 646:
the RCA team, although the team is an excellent source of guidance for the issue owners. The Extent of Cause reviews are conducted to determine the extent of the damage or impact that the root causes and contributing factors had on humans, equipment, or facilities. Extent of Cause reviews are an Achilles heel in the vast majority of organizations and a primary reason why RCAs and corrective action plans fail to prevent recurrence. Also, care must be taken to avoid corrective action plans that simply add more administrative requirements and more training to the organization. To avoid this, use the
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periodic inspection of the lubrication subsystem every two years, while the current lubrication subsystem vendor's product specified a 6-month period. Switching vendors may have been due to management's desire to save money, and a failure to consult with engineering staff on the implication of the change on maintenance procedures. Thus, while the "root cause" shown above may have prevented the quoted recurrence, it would not have prevented other  – perhaps more severe – failures affecting other machines.
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that are in place to manage operations and prevent events. A great way to use root cause analysis is to proactively evaluate the effectiveness of those defenses by comparing actual performance against applicable requirements, identifying performance gaps, and then closing the gaps to strengthen those defenses. If an event occurs, then we are on the right side of the model, the reactive side where the emphasis is on identifying the root causes and mitigating the damage.
619:. Socratic questions keep the investigation flowing down to the next deeper causal factors until the organization runs out of answers, or the last causal factor is beyond the organization's control. There are many skills involved in conducting an effective cause-and-effect analysis, including facilitation skills, communication skills, and Socratic questioning. When conducted properly, this will take the RCA down to the deepest-seated root causes. A word of caution: 66: 25: 223: 168: 857:
for all expected scenarios do not exist, instead they are created after the fact based on issues seen as 'worthy'. As a result the analysis is often limited to those things that have monitoring/observation interfaces and not the actual planned/seen function with focus on verification of inputs and outputs. Hence, the saying "there is no root cause" has become common in the IT industry.
664:. This requires specifying a set of metrics or indicators that will be monitored prior to and after the corrective actions are implemented, so we can measure their impact. If the desired results are not achieved, which in most cases is a significant reduction in the magnitude or frequency of the event or problem, then the RCA must be reopened as it was not effective. 608:) and other tools that provide us with insights into performance gaps. There should not be any curiosity questions, questions that reflect "confirmation bias" (i.e. asking a leading question so they answer what the RCA team thinks are the causes), or questions that are accusatory in nature that will cause those helping the investigation to close down and withdraw. 481:
mechanism had a pump that was not pumping sufficiently, hence the lack of lubrication. Investigation of the pump shows that it has a worn shaft. Investigation of why the shaft was worn discovers that there is not an adequate mechanism to prevent metal scrap getting into the pump. This enabled scrap to get into the pump and damage it.
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model. In the center of the model is the event or accident. To the left, are the anticipated hazards and the line of defenses put in place to prevent those hazards from causing events. The line of defense is the regulatory requirements, applicable procedures, physical barriers, and cyber barriers
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Proactive management, conversely, consists of preventing problems from occurring. Many techniques can be used for this purpose, ranging from good practices in design to analyzing in detail problems that have already occurred and taking actions to make sure they never recur. Speed is not as important
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From a management perspective, the RCA effort is not complete without a comprehensive corrective action plan to address the root causes, the contributing factors, and the "Extent of the Causes." The corrective action plan should be developed by the issue owners and does not require participation by
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Once we have developed a robust set of lines of inquiry questions from the factual evidence collected, the applicable requirements, and an analysis of the available data, we can take those questions to the organization's subject matter experts. This begins the process of cause-and-effect analysis.
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Second, gathering data and evidence, and classifying them along a timeline of events to the final problem, can be nontrivial. In telecommunications, for instance, distributed monitoring systems typically manage between a million and a billion events per day. Finding a few relevant events in such a
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supported by pre-existing fault trees or other design specs. Instead a mixture of debugging, event based detection and monitoring systems (where the services are individually modelled) is normally supporting the analysis. Training and supporting tools like simulation or different in-depth runbooks
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To be effective, root cause analysis must be performed systematically. The process enables the chance to not miss any other important details. A team effort is typically required, and ideally all persons involved should arrive at the same conclusion. In aircraft accident analyses, for example, the
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After gathering available information, organizing it into charts with timelines and other data, after analyzing available data, and after conducting an analysis of our defenses, we use those insights to generate great questions. These questions will become our lines of inquiry for cause-and-effect
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A factor is considered the "root cause" of a problem if removing it prevents the problem from recurring. Conversely, a "causal factor" is a contributing action that affects an incident/event's outcome but is not the root cause. Although removing a causal factor can benefit an outcome, it does not
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for the event, and to identify the line of the defenses that should have prevented the event (i.e. the administrative requirements, and physical and cyber barriers). Available databases should also be queried and analyzed (such as corrective action program and safety program databases), and data
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Fourth, causal graphs often have many levels, and root-cause analysis terminates at a level that is "root" to the eyes of the investigator. Looking again at the example above in industrial process control, a deeper investigation could reveal that the maintenance procedures at the plant included
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The goal of RCA is to identify the root cause of the problem with the intent to stop the problem from recurring or worsening. The next step is to trigger long-term corrective actions to address the root cause identified during RCA, and make sure that the problem does not resurface. Correcting a
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methods, are not rigorous enough for conducting a root cause analysis. The Fishbone is from the 1940s and the 5-Whys is from the 1930, and there are much more advanced methods available. Look for methods that were developed in this century (the year 2000 and later), as they are more likely to
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As an unrelated example of the conclusions that can be drawn in the absence of the cost/benefit analysis, consider the tradeoff between some claimed benefits of population decline: In the short term there will be fewer payers into pension/retirement systems; whereas halting the population will
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Imagine an investigation into a machine that stopped because it was overloaded and the fuse blew. Investigation shows that the machine was overloaded because it had a bearing that was not being sufficiently lubricated. The investigation proceeds further and finds that the automatic lubrication
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Compare this with an investigation that does not find the root cause: replacing the fuse, the bearing, or the lubrication pump will probably allow the machine to go back into operation for a while. However there is a risk that the problem will simply recur until the root cause is dealt with.
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analysis tools such as Pareto charts, process maps, fault trees, and other tools that provide us with insights into performance gaps. Any number of data analysis tools can be brought to bear, including data analysis tools from Lean Six Sigma, statistical analysis tools, and others such as
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and event descriptions (as failures, for example) are helpful and usually required to ensure the execution of appropriate root cause analyses. Problem statements are the North Star of the RCA as it keeps the team focused on what they are investigating and prevents them from going
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Most RCAs begin with a fact finding session to gather available information such as witness statements, the chronology of events and applicable requirements for the evolutions that were taking place at the time of the event. The information can be used to establish a
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Root cause analysis is often used in proactive management to identify the root cause of a problem, that is, the factor that was the leading cause. It is customary to refer to the "root cause" in singular form, but one or several factors may constitute the
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Costs to consider go beyond finances when considering the personnel who operate the machinery. Ultimately, the goal is to prevent downtime; but more so prevent catastrophic injuries. Prevention begins with being proactive.
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analysis. The questions must be unbiased, and to prevent any bias from the RCA team from tainting the investigation, questions should be tied to a specific defense, or to a specific insight from our data analysis (e.g.,
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is to resume a faulty IT service as soon as possible (reactive management), whereas problem management deals with solving recurring problems for good by addressing their root causes (proactive management).
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The best way to chart the results of an RCA investigation is to start populating the final chart from the start. This process has become much easier with the advent of virtual white boards. In a single
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root cause could be a design issue if there is no filter to prevent the metal scrap getting into the system. Or if it has a filter that was blocked due to a lack of routine inspection, then the
1543: 772:...Root Cause Analysis for patient deaths and graft failures, including factors the program has identified as likely causal or contributing factors for patient deaths and graft failures; 639:, we can display the timelines, the lines of defenses, the data analysis, the lines of inquiry questions, the cause-and-effect analysis, the root causes, and the corrective action plan. 484:
The apparent root cause of the problem is that metal scrap can contaminate the lubrication system. Fixing this problem ought to prevent the whole sequence of events from recurring. The
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Reactive management consists of reacting quickly after the problem occurs, by treating the symptoms. This type of management is implemented by reactive systems, self-adaptive systems,
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In the case of significant conditions adverse to quality, the measures shall assure that the cause of the condition is determined, and corrective action taken to prevent recurrence.”
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Root cause analysis is used in many application domains. RCA is specifically called out in the United States Code of Federal Regulations in many of the Titles. For example:
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Abubakar, Aisha; Bagheri Zadeh, Pooneh; Janicke, Helge; Howley, Richard (2016). "Root cause analysis (RCA) as a preliminary tool into the investigation of identity theft".
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After identifying the defenses in place that should have prevented the event or accident, it is highly recommended to conduct an analysis of defenses (traditionally called
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Despite the different approaches among the various schools of root cause analysis and the specifics of each application domain, RCA generally follows the same four steps:
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First, important information is often missing because it is generally not possible, in practice, to monitor everything and store all monitoring data for a long time.
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Key steps to conducting an effective root cause analysis, which tools to use for root cause identification, and how to develop effective corrective actions plans.
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Verifying or validating the corrective and preventive action to ensure that such action is effective and does not adversely affect the finished device;
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Without delving in the idiosyncrasies of specific problems, several general conditions can make RCA more difficult than it may appear at first sight.
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Its use in the IT industry cannot always be compared to its use in safety critical industries, since in normality the use of RCA in IT industry is
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Third, there may be more than one root cause for a given problem, and this multiplicity can make the causal graph very difficult to establish.
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require higher taxes to cover the cost of building more schools. This can help explain the problem of the cure being worse than the disease.
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After a pre-determined period after the implementation of the corrective action plan, an effectiveness review is scheduled to evaluate the
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Root cause analysis is frequently used in IT and telecommunications to detect the root causes of serious problems. For example, in the
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are taken to prevent the problem from recurring. The name of this process varies from one application domain to another. According to
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data mining). Another consists in comparing the situation under investigation with past situations stored in case libraries, using
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A permittee must record each anomaly that affects a safety-critical system, subsystem, process, facility, or support equipment.
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Identifying the action(s) needed to correct and prevent recurrence of non- conforming product and other quality problems;
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as guidelines for developing effective corrective actions that have a much higher likelihood of preventing recurrence.
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conclusions of the investigation and the root causes that are identified must be backed up by documented evidence.
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Babaoglu, O.; Jelasity, M.; Montresor, A.; Fetzer, C.; Leonardi, S.; van Moorsel, A.; van Steen, M., eds. (2005).
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A permittee must identify all root causes of each anomaly and implement all corrective actions for each anomaly.
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problem is not formally part of RCA, however; these are different steps in a problem-solving process known as
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Proc. 2016 International Conference On Cyber Security And Protection Of Digital Services (Cyber Security)
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of the diagnosis. The focus is on addressing the real cause of the problem rather than its effects.
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There are essentially two ways of repairing faults and solving problems in science and engineering.
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Investigating the cause of nonconformities relating to product, processes, and the quality system;
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that states a Knowledge editor's personal feelings or presents an original argument about a topic.
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Identify best practice techniques and behaviours to perform effective Root Cause Analysis (RCA)
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Once we pose a question to the affected organization, we use their answer to pose a follow-up
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Self-star Properties in Complex Information Systems; Conceptual and Practical Foundations
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tools and can include change analysis, comparative timeline analysis and task analysis.
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used for identifying the root causes of faults or problems. It is widely used in
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account for the new dynamics of the modern sociotechnical work environments.
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A great way to look at the proactive/reactive picture is to consider the
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Distinguish between the root cause and other causal factors (e.g., using
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Establish a timeline from the normal situation until the problem occurs
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Formal Development of Reactive Systems; Case Study Production Cell
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Landsittel, Douglas; Srivastava, Avantika; Kropf, Kristin (2020).
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Method of identifying the fundamental causes of faults or problems
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RCA generally serves as input to a remediation process whereby
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Wilson, Paul F.; Dell, Larry D.; Anderson, Gaylord F. (1993).
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mass of irrelevant events is asking to find the proverbial
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personal reflection, personal essay, or argumentative essay
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Root Cause Analysis: A Tool for Total Quality Management
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Generating focused, unbiased lines of inquiry questions:
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Toyota Production System: Beyond Large-Scale Production
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Pages displaying short descriptions of redirect targets
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Pages displaying short descriptions of redirect targets
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The example above illustrates how RCA can be used in
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Pages displaying wikidata descriptions as a fallback
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Pages displaying wikidata descriptions as a fallback
1018: â€“ graphical breakdown used in problem solving 672: 90:. Unsourced material may be challenged and removed. 1601:BlueDragon Integrated Problem-solving System (IPS) 1569: 1076: 993:Pages displaying short descriptions with no spaces 1473:Temporal Verification of Reactive Systems: Safety 1313:Office of Regulatory Affairs (26 December 2019). 1006: â€“ Causal diagrams created by Kaoru Ishikawa 1822: 1462:Lewerentz, Claus; Lindner, Thomas, eds. (1995). 1461: 1177: 1119: 547:Gathering, organizing and analyzing information: 1198: 961: â€“ Structured problem improvement approach 791:, e.g. to control the production of chemicals ( 1651: 1525:Occupational Safety and Health Administration 1390:Electronic Code of Federal Regulations (eCFR) 1364:Electronic Code of Federal Regulations (eCFR) 1338:Electronic Code of Federal Regulations (eCFR) 979: â€“ Analysis of potential system failures 832:computer security incident management process 888:(e.g., to analyze environmental disasters), 813: 779:Manufacturing and industrial process control 1574:. Milwaukee, Wisconsin: ASQ Quality Press. 1470: 1106: 53:Learn how and when to remove these messages 1658: 1644: 1315:"Corrective and Preventive Actions (CAPA)" 822:service management framework, the goal of 955: â€“ Iterative interrogative technique 662:effectiveness of those corrective actions 643:Corrective Actions to Prevent Recurrence: 366:Identify and describe the problem clearly 281:Learn how and when to remove this message 263:Learn how and when to remove this message 205:Learn how and when to remove this message 150:Learn how and when to remove this message 1596:Problem Solving Map (PSMap) RCA software 522: 1440:International Air Transport Association 527:Example of a root cause analysis method 464:prevent its recurrence with certainty. 442: 362:RCA can be decomposed into four steps: 1823: 1538: 1093: 709: 426: 383:between the root cause and the problem 1639: 1626:"Fundamentals of Root Cause Analysis" 837:RCA is also used in conjunction with 518: 505:the cure being worse than the disease 1621:"Sologic Root Cause Analysis Method" 1616:"Cause Mapping a visual explanation" 1508: 1489: 1430: 1300: 1220: 1178:Andrew C. Revkin (7 December 2000). 1145: 1089: 860: 216: 161: 88:adding citations to reliable sources 59: 18: 1665: 1471:Manna, Zohar; Pnueli, Amir (1995). 899: 492:root cause is a maintenance issue. 13: 1631:"DOE Root Cause Analysis Document" 1383: 1357: 1331: 892:(aviation and rail industry), and 177:tone or style may not reflect the 14: 1847: 1744:Failure mode and effects analysis 1589: 1426:. LNCS. Vol. 3460. Springer. 1251:Quality Management in Health Care 1159:"The Cure Worse Than the Disease" 1048:Root Cause Analysis Solver Engine 977:Failure mode and effects analysis 965:Eight disciplines problem solving 623:or the Fishbone Diagram, and the 401:Failure mode and effects analysis 395:, RCA may include the techniques 34:This article has multiple issues. 1466:. LNCS. Vol. 891. Springer. 1077:Wilson, Dell & Anderson 1993 1043:Orthogonal defect classification 1036: â€“ Statistical linear model 787:. RCA is also routinely used in 733:TITLE 14 - AERONAUTICS AND SPACE 673:Transition to corrective actions 632:Charting the Results of the RCA: 221: 187:guide to writing better articles 166: 64: 23: 1377: 1351: 1325: 1306: 1293: 1238: 1226: 1213: 1199:Phillip Longman (9 June 2004). 536:Identification and description: 75:needs additional citations for 42:or discuss these issues on the 1192: 1171: 1151: 1138: 1125: 1112: 1099: 1082: 1069: 1034:Multivariate linear regression 1010:Issue-based information system 894:occupational safety and health 682:in IT and telecommunications, 418: 1: 1406: 919: 1611:"Apollo Root Cause Analysis" 1263:10.1097/QMH.0000000000000276 1120:Lewerentz & Lindner 1995 1012: â€“ Argumentation scheme 839:business activity monitoring 648:Hierarchy of Hazard Controls 460:of the problem under study. 7: 1791:Statistical process control 945: 873:, RCA is routinely used in 499:The above does not include 10: 1852: 973: â€“ Statistical method 789:industrial process control 612:Cause-and-Effect Analysis: 475: 325:industrial process control 1809: 1778: 1757: 1731: 1705: 1674: 814:IT and telecommunications 692:environmental remediation 1713:Business process mapping 1548:Sofema Aviation Services 1063: 843:complex event processing 764:TITLE 42 - PUBLIC HEALTH 747:TITLE 21 - FOOD AND DRUG 437:complex adaptive systems 1107:Manna & Pnueli 1995 830:Another example is the 561:hierarchical clustering 1490:Ohno, Taiichi (1988). 1201:"The Global Baby Bust" 658:Effectiveness Reviews: 528: 469:Bowtie Risk Assessment 450:accuracy and precision 433:self-organized systems 243:by rewriting it in an 1831:Quality control tools 1765:Design of experiments 1687:Voice of the customer 886:environmental science 845:to analyze faults in 798:RCA is also used for 652:Lean Mistake Proofing 579:Analysis of Defenses: 526: 501:cost/benefit analysis 99:"Root cause analysis" 1692:Value-stream mapping 1542:(17 November 2017). 1234:Abubakar et al. 2016 1133:Babaoglu et al. 2005 998:Forensic engineering 933:needle in a haystack 904:RCA is also used in 573:case-based reasoning 443:Proactive management 84:improve this article 1739:Root cause analysis 1554:on 17 November 2017 1025:Multiple regression 983:Fault tree analysis 824:incident management 710:Application domains 637:virtual white board 567:solutions (such as 427:Reactive management 405:Fault tree analysis 353:healthcare industry 305:root cause analysis 1718:Process capability 1206:The New York Times 1185:The New York Times 1167:. 5 November 1927. 1164:The New York Times 989:For Want of a Nail 959:A3 problem solving 865:In the domains of 847:business processes 617:Socratic questions 569:graph-theory-based 552:sequence of events 540:problem statements 529: 519:General principles 389:corrective actions 321:telecommunications 245:encyclopedic style 232:is written like a 1818: 1817: 906:change management 890:accident analysis 861:Health and safety 719:TITLE 10 - ENERGY 374:event correlation 349:medical diagnosis 329:accident analysis 319:, manufacturing, 311:) is a method of 291: 290: 283: 273: 272: 265: 215: 214: 207: 181:used on Knowledge 179:encyclopedic tone 160: 159: 152: 134: 57: 1843: 1749:Multi-vari chart 1660: 1653: 1646: 1637: 1636: 1585: 1566: 1561: 1559: 1550:. 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Archived from 1434:(8 April 2016). 1427: 1418: 1401: 1400: 1398: 1396: 1381: 1375: 1374: 1372: 1370: 1355: 1349: 1348: 1346: 1344: 1329: 1323: 1322: 1310: 1304: 1297: 1291: 1290: 1242: 1236: 1230: 1224: 1217: 1211: 1210: 1196: 1190: 1189: 1175: 1169: 1168: 1155: 1149: 1142: 1136: 1129: 1123: 1116: 1110: 1103: 1097: 1086: 1080: 1079:, pp. 8–17. 1073: 1058: 1039: 1030: 1021: 1004:Ishikawa diagram 994: 914:systems analysis 900:Systems analysis 877:(diagnosis) and 800:failure analysis 686:in engineering, 680:fault management 583:Barrier Analysis 409:Ishikawa diagram 295:In the field of 286: 279: 268: 261: 257: 254: 248: 225: 224: 217: 210: 203: 199: 196: 190: 189:for suggestions. 185:See Knowledge's 170: 169: 162: 155: 148: 144: 141: 135: 133: 92: 68: 60: 49: 27: 26: 19: 1851: 1850: 1846: 1845: 1844: 1842: 1841: 1840: 1836:Problem solving 1821: 1820: 1819: 1814: 1805: 1774: 1753: 1727: 1701: 1682:Project charter 1670: 1664: 1592: 1582: 1557: 1555: 1529: 1527: 1520: 1502: 1483: 1449: 1447: 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1672: 1671: 1663: 1662: 1655: 1648: 1640: 1634: 1633: 1628: 1623: 1618: 1613: 1608: 1603: 1598: 1591: 1590:External links 1588: 1587: 1586: 1580: 1567: 1536: 1506: 1500: 1487: 1482:978-0387944593 1481: 1468: 1459: 1428: 1419: 1408: 1405: 1403: 1402: 1376: 1350: 1324: 1305: 1292: 1257:(4): 260–269. 1237: 1225: 1212: 1191: 1170: 1150: 1137: 1124: 1111: 1098: 1081: 1067: 1065: 1062: 1060: 1059: 1053:Structural fix 1050: 1045: 1040: 1031: 1022: 1013: 1007: 1001: 995: 986: 980: 974: 968: 962: 956: 949: 947: 944: 921: 918: 901: 898: 862: 859: 815: 812: 780: 777: 776: 775: 774: 773: 770: 761: 760: 759: 756: 753: 744: 743: 742: 739: 730: 729: 728: 725: 711: 708: 674: 671: 666: 665: 655: 640: 629: 609: 606:control charts 586: 576: 544: 520: 517: 477: 474: 444: 441: 428: 425: 420: 417: 385: 384: 377: 370: 367: 341:nuclear plants 337:rail transport 289: 288: 271: 270: 229: 227: 220: 213: 212: 174: 172: 165: 158: 157: 72: 70: 63: 58: 32: 31: 29: 22: 15: 9: 6: 4: 3: 2: 1848: 1837: 1834: 1832: 1829: 1828: 1826: 1813: 1808: 1802: 1799: 1797: 1794: 1792: 1789: 1787: 1784: 1783: 1781: 1779:Control phase 1777: 1771: 1768: 1766: 1763: 1762: 1760: 1758:Improve phase 1756: 1750: 1747: 1745: 1742: 1740: 1737: 1736: 1734: 1732:Analyse phase 1730: 1724: 1721: 1719: 1716: 1714: 1711: 1710: 1708: 1706:Measure phase 1704: 1698: 1695: 1693: 1690: 1688: 1685: 1683: 1680: 1679: 1677: 1673: 1668: 1661: 1656: 1654: 1649: 1647: 1642: 1641: 1638: 1632: 1629: 1627: 1624: 1622: 1619: 1617: 1614: 1612: 1609: 1607: 1604: 1602: 1599: 1597: 1594: 1593: 1583: 1581:0-87389-163-5 1577: 1573: 1568: 1565: 1553: 1549: 1545: 1541: 1537: 1526: 1519: 1515: 1511: 1507: 1503: 1501:0-915299-14-3 1497: 1493: 1488: 1484: 1478: 1474: 1469: 1465: 1460: 1457: 1445: 1441: 1437: 1433: 1429: 1425: 1420: 1416: 1411: 1410: 1391: 1387: 1380: 1365: 1361: 1354: 1339: 1335: 1328: 1320: 1316: 1309: 1302: 1296: 1288: 1284: 1280: 1276: 1272: 1268: 1264: 1260: 1256: 1252: 1248: 1241: 1235: 1229: 1222: 1216: 1208: 1207: 1202: 1195: 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453: 451: 440: 438: 434: 424: 416: 414: 410: 406: 402: 398: 394: 393:ISO/IEC 31010 390: 382: 378: 375: 371: 368: 365: 364: 363: 360: 358: 354: 350: 346: 342: 338: 334: 330: 326: 322: 318: 317:IT operations 314: 310: 306: 302: 298: 293: 285: 282: 267: 264: 256: 246: 242: 236: 235: 230:This article 228: 219: 218: 209: 206: 198: 188: 182: 180: 173: 164: 163: 154: 151: 143: 132: 129: 125: 122: 118: 115: 111: 108: 104: 101: â€“  100: 96: 95:Find sources: 89: 85: 79: 78: 73:This article 71: 67: 62: 61: 56: 54: 47: 46: 41: 40: 35: 30: 21: 20: 1786:Control plan 1738: 1723:Pareto chart 1675:Define phase 1571: 1563: 1556:. 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Retrieved 1337: 1327: 1318: 1308: 1295: 1254: 1250: 1240: 1228: 1215: 1204: 1194: 1183: 1173: 1162: 1153: 1140: 1127: 1114: 1101: 1084: 1071: 940: 937: 929: 926: 923: 903: 883: 879:epidemiology 864: 853: 851: 836: 829: 817: 797: 782: 713: 676: 667: 657: 642: 631: 611: 598:process maps 588: 578: 546: 535: 530: 513: 509: 504: 498: 494: 489: 485: 483: 479: 466: 462: 457: 454: 448:here as the 446: 430: 422: 386: 381:causal graph 379:Establish a 361: 357:epidemiology 308: 304: 294: 292: 277: 259: 253:January 2024 250: 231: 201: 195:October 2010 192: 176: 146: 140:October 2009 137: 127: 120: 113: 106: 94: 82:Please help 77:verification 74: 50: 43: 37: 36:Please help 33: 1558:17 November 1450:17 November 1395:28 December 1369:28 December 1343:28 December 1094:Sofema 2017 808:maintenance 804:engineering 688:remediation 602:fault trees 565:data-mining 419:Definitions 355:(e.g., for 301:engineering 1825:Categories 1407:References 1016:Issue tree 920:Challenges 538:Effective 331:(e.g., in 110:newspapers 39:improve it 1801:Poka-yoke 1667:Six Sigma 1301:OSHA 2019 1287:222146291 1271:1063-8628 1221:IATA 2016 1146:Ohno 1988 1090:IATA 2016 953:Five whys 397:Five whys 45:talk page 1530:22 March 1384:US-FDA. 1358:US-FDA. 1332:US-FDA. 1279:32991545 946:See also 875:medicine 704:medicine 621:Ishikawa 556:timeline 403:(FMEA), 345:medicine 333:aviation 706:, etc. 700:therapy 696:ecology 543:astray. 476:Example 297:science 239:Please 124:scholar 1770:Kaizen 1578:  1540:Sofema 1498:  1479:  1285:  1277:  1269:  912:, and 871:safety 867:health 684:repair 625:5-Whys 435:, and 411:, and 126:  119:  112:  105:  97:  1812:DMAIC 1697:SIPOC 1669:tools 1521:(PDF) 1283:S2CID 1064:Notes 347:(for 339:, or 131:JSTOR 117:books 1576:ISBN 1560:2017 1532:2019 1510:OSHA 1496:ISBN 1477:ISBN 1452:2017 1432:IATA 1397:2020 1371:2020 1345:2020 1299:See 1275:PMID 1267:ISSN 1232:See 1219:See 1144:See 1131:See 1118:See 1105:See 1092:and 1088:See 1075:See 869:and 841:and 820:ITIL 806:and 650:and 563:and 490:real 486:real 299:and 103:news 1514:EPA 1319:FDA 1259:doi 854:not 802:in 795:). 702:in 694:in 554:or 351:), 343:), 309:RCA 86:by 1827:: 1796:5S 1562:. 1546:. 1523:. 1516:. 1512:; 1454:. 1438:. 1388:. 1362:. 1336:. 1317:. 1281:. 1273:. 1265:. 1255:29 1253:. 1249:. 1203:. 1182:. 1161:. 935:. 916:. 908:, 849:. 810:. 698:, 604:, 600:, 596:, 507:. 415:. 407:, 399:, 335:, 327:, 323:, 303:, 48:. 1659:e 1652:t 1645:v 1584:. 1534:. 1504:. 1485:. 1417:. 1399:. 1373:. 1347:. 1321:. 1303:. 1289:. 1261:: 1223:. 1209:. 1188:. 1148:. 1135:. 1122:. 1109:. 1096:. 376:) 307:( 284:) 278:( 266:) 260:( 255:) 251:( 247:. 208:) 202:( 197:) 193:( 183:. 153:) 147:( 142:) 138:( 128:· 121:· 114:· 107:· 80:. 55:) 51:(

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