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Rooting out Causes in Failure Analysis Figure 4: Why Did the Driver Crash at this Bend and Not the One Before?


Road not gritted


Bald tyre


Overgrown hedge


Poor road management


Multiple haemorrhage


No seatbelt


Icy road


Blind corner


Driver died


Through window


Crash


Skidded off road


Swerve to avoid


Saw car too late


Drunk


Depressed


Abused as child


Hit tree (hard)


Driving too fast


Money problems


Sudden decline


The cause of the failure must be found in the difference between the two cases. By restricting attention to the differences between the two cases, you essentially ignore everything they have in common and you dramatically reduce the amount of material and the number of possible causes you need to consider.


By switching through a variety of similar cases, we can generate a large number of hypothetical causes and causal scenarios. Not all of these will be true, but there are well-defined criteria for evaluating causal


By switching through a variety of similar cases, we can generate a large number of hypothetical causes and causal scenarios.


theories and choosing between them. And it is far better to have to choose between too many than to miss the right one or not to have any at all.


Relevance Revisited


Not only does Mill’s difference method root out causes, it ensures the causes it discovers are relevant. Returning to our investigation of the car crash, our forensic psychologist asks “Why this man and not any other man?” and instantly focuses in on the drinking and the driver’s reckless disposition. The road safety expert asks “Why this corner and not the one before?” The meteorologist asks “Why tonight and not last night?” By using different contrasting cases, we filter the causal history to reveal different patterns that emphasise different interests.


This filtering action is illustrated in Figure 4, where instead of simply asking why the driver crashed and died, we ask why he crashed and died on this particular bend and not the one before. The road was icy


88


Left the house late


Argument with wife


Marital problems


on the bend before, and the tyre was just as bald; he was equally drunk and all the antecedent causes to all these factors were equally true. But by asking the contrastive question, we isolate one particular causal chain, which we can then examine to find the relevant cause.


Mill’s Difference Method as a Practical Tool for Failure Analysis


The difference method forms the basis of a powerful tool for discovering relevant causes in cases of machinery and equipment failure. By comparing the case in which the failure has occurred with similar cases in which it has not, we dramatically reduce the field over which we must search for possible causes. Moreover, if a cause can be found in the difference between two real cases then there is a much better chance that it is possible to correct the problem, bringing the problem case closer to the case where the problem has not occurred. Our contrasts need not necessarily be real cases; often contrasting with hypotheticals and expectations can be extremely revealing.


There is much more to fruitful causal analysis than Mill’s difference method. Mill’s method is very good for generating a large number of failure hypotheses: explanations and fragments of explanation. These must be worked up through an evolutionary process in which different explanations both compete and cooperate in order to develop working hypotheses upon which strategies for solution and prevention may be based.


Ultimately, there is no magic handle to turn that automatically churns out a correct diagnosis in a failure analysis. There are many tools and it is important to understand their strengths as well as their limitations and the ways in which they can lead you astray. But with a broad technical insight, a clear conception of the notions of cause and effect and a sound understanding of the criteria for a good explanation, techniques such as Mill’s method can quickly bring investigators close to the relevant factors that not only explain what went wrong, but how to fix it and how to make absolutely sure it never happens again. n


EXPLORATION & PRODUCTION – VOLUME 9 ISSUE 1


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