How Complex Systems Fail

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  • Complex systems are intrinsically hazardous systems.

    All of the interesting systems (e.g. transportation, healthcare, power
    generation) are inherently and unavoidably hazardous by the own
    nature. The frequency of hazard exposure can sometimes be changed but
    the processes involved in the system are themselves intrinsically and
    irreducibly hazardous. It is the presence of these hazards that drives
    the creation of defenses against hazard that characterize these
    systems.

  • Complex systems are heavily and successfully defended against
    failure

    The high consequences of failure lead over time to the construction of
    multiple layers of defense against failure. These defenses include
    obvious technical components (e.g. backup systems, ‘safety’ features
    of equipment) and human components (e.g. training, knowledge) but also
    a variety of organizational, institutional, and regulatory defenses
    (e.g. policies and procedures, certification, work rules, team
    training). The effect of these measures is to provide a series of
    shields that normally divert operations away from accidents.

  • Catastrophe requires multiple failures – single point failures are
    not enough.

    The array of defenses works. System operations are generally
    successful. Overt catastrophic failure occurs when small, apparently
    innocuous failures join to create opportunity for a systemic accident.
    Each of these small failures is necessary to cause catastrophe but
    only the combination is sufficient to permit failure. Put another way,
    there are many more failure opportunities than overt system accidents.
    Most initial failure trajectories are blocked by designed system
    safety components. Trajectories that reach the operational level are
    mostly blocked, usually by practitioners.

  • Complex systems contain changing mixtures of failures latent within
    them.

    The complexity of these systems makes it impossible for them to run
    without multiple flaws being present. Because these are individually
    insufficient to cause failure they are regarded as minor factors
    during operations. Eradication of all latent failures is limited
    primarily by economic cost but also because it is difficult before the
    fact to see how such failures might contribute to an accident. The
    failures change constantly because of changing technology, work
    organization, and efforts to eradicate failures.

  • Complex systems run in degraded mode.

    A corollary to the preceding point is that complex systems run as
    broken systems. The system continues to function because it contains
    so many redundancies and because people can make it function, despite
    the presence of many flaws. After accident reviews nearly always note
    that the system has a history of prior ‘proto-accidents’ that nearly
    generated catastrophe. Arguments that these degraded conditions should
    have been recognized before the overt accident are usually predicated
    on naïve notions of system performance. System operations are dynamic,
    with components (organizational, human, technical) failing and being
    replaced continuously.

  • Catastrophe is always just around the corner.

    Complex systems possess potential for catastrophic failure. Human
    practitioners are nearly always in close physical and temporal
    proximity to these potential failures – disaster can occur at any time
    and in nearly any place. The potential for catastrophic outcome is a
    hallmark of complex systems. It is impossible to eliminate the
    potential for such catastrophic failure; the potential for such
    failure is always present by the system’s own nature.

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  • Post-accident attribution to a ‘root cause’ is fundamentally
    wrong.

    Because overt failure requires multiple faults, there is no isolated
    ‘cause’ of an accident. There are multiple contributors to accidents.
    Each of these is necessarily insufficient in itself to create an
    accident. Only jointly are these causes sufficient to create an
    accident. Indeed, it is the linking of these causes together that
    creates the circumstances required for the accident. Thus, no
    isolation of the ‘root cause’ of an accident is possible. The
    evaluations based on such reasoning as ‘root cause’ do not reflect a
    technical understanding of the nature of failure but rather the
    social, cultural need to blame specific, localized forces or events
    for outcomes. 1

    1 Anthropological field research provides
    the clearest demonstration of the social construction of the notion of
    ‘cause’ (cf. Goldman L (1993), The Culture of Coincidence: accident
    and absolute liability in Huli, New York: Clarendon Press; and also
    Tasca L (1990), The Social Construction of Human Error, Unpublished
    doctoral dissertation, Department of Sociology, State University of
    New York at Stonybrook)

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  • Hindsight biases post-accident assessments of human performance.

    Knowledge of the outcome makes it seem that events leading to the
    outcome should have appeared more salient to practitioners at the time
    than was actually the case. This means that
    ex post facto accident analysis of human performance is
    inaccurate. The outcome knowledge poisons the ability of
    after-accident observers to recreate the view of practitioners before
    the accident of those same factors. It seems that practitioners
    “should have known” that the factors would “inevitably” lead to an
    accident. 2

    Hindsight bias remains the primary obstacle to accident
    investigation, especially when expert human performance is involved.

    2 This is not a feature of medical
    judgements or technical ones, but rather of all human cognition about
    past events and their causes.

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  • Human operators have dual roles: as producers & as defenders
    against failure.

    The system practitioners operate the system in order to produce its
    desired product and also work to forestall accidents. This dynamic
    quality of system operation, the balancing of demands for production
    against the possibility of incipient failure is unavoidable. Outsiders
    rarely acknowledge the duality of this role. In non-accident filled
    times, the production role is emphasized. After accidents, the defense
    against failure role is emphasized. At either time, the outsider’s
    view misapprehends the operator’s constant, simultaneous engagement
    with both roles.

  • All practitioner actions are gambles.

    After accidents, the overt failure often appears to have been
    inevitable and the practitioner’s actions as blunders or deliberate
    willful disregard of certain impending failure. But all practitioner
    actions are actually gambles, that is, acts that take place in the
    face of uncertain outcomes. The degree of uncertainty may change from
    moment to moment. That practitioner actions are gambles appears clear
    after accidents; in general, post hoc analysis regards these
    gambles as poor ones. But the converse: that successful outcomes are
    also the result of gambles; is not widely appreciated.

  • Actions at the sharp end resolve all ambiguity.

    Organizations are ambiguous, often intentionally, about the
    relationship between production targets, efficient use of resources,
    economy and costs of operations, and acceptable risks of low and high
    consequence accidents. All ambiguity is resolved by actions of
    practitioners at the sharp end of the system. After an accident,
    practitioner actions may be regarded as ‘errors’ or ‘violations’ but
    these evaluations are heavily biased by hindsight and ignore the other
    driving forces, especially production pressure.

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  • Human practitioners are the adaptable element of complex
    systems.

    Practitioners and first line management actively adapt the system to
    maximize production and minimize accidents. These adaptations often
    occur on a moment by moment basis. Some of these adaptations include:
    (1) Restructuring the system in order to reduce exposure of vulnerable
    parts to failure. (2) Concentrating critical resources in areas of
    expected high demand. (3) Providing pathways for retreat or recovery
    from expected and unexpected faults. (4) Establishing means for early
    detection of changed system performance in order to allow graceful
    cutbacks in production or other means of increasing resiliency.

  • Human expertise in complex systems is constantly changing

    Complex systems require substantial human expertise in their operation
    and management. This expertise changes in character as technology
    changes but it also changes because of the need to replace experts who
    leave. In every case, training and refinement of skill and expertise
    is one part of the function of the system itself. At any moment,
    therefore, a given complex system will contain practitioners and
    trainees with varying degrees of expertise. Critical issues related to
    expertise arise from (1) the need to use scarce expertise as a
    resource for the most difficult or demanding production needs and (2)
    the need to develop expertise for future use.

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  • Change introduces new forms of failure.

    The low rate of overt accidents in reliable systems may encourage
    changes, especially the use of new technology, to decrease the number
    of low consequence but high frequency failures. These changes maybe
    actually create opportunities for new, low frequency but high
    consequence failures. When new technologies are used to eliminate well
    understood system failures or to gain high precision performance they
    often introduce new pathways to large scale, catastrophic failures.
    Not uncommonly, these new, rare catastrophes have even greater impact
    than those eliminated by the new technology. These new forms of
    failure are difficult to see before the fact; attention is paid mostly
    to the putative beneficial characteristics of the changes. Because
    these new, high consequence accidents occur at a low rate, multiple
    system changes may occur before an accident, making it hard to see the
    contribution of technology to the failure.

  • Views of ‘cause’ limit the effectiveness of defenses against future
    events.

    Post-accident remedies for “human error” are usually predicated on
    obstructing activities that can “cause” accidents. These
    end-of-the-chain measures do little to reduce the likelihood of
    further accidents. In fact that likelihood of an identical accident is
    already extraordinarily low because the pattern of latent failures
    changes constantly. Instead of increasing safety, post-accident
    remedies usually increase the coupling and complexity of the system.
    This increases the potential number of latent failures and also makes
    the detection and blocking of accident trajectories more difficult.

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  • Safety is a characteristic of systems and not of their
    components

    Safety is an emergent property of systems; it does not reside in a
    person, device or department of an organization or system. Safety
    cannot be purchased or manufactured; it is not a feature that is
    separate from the other components of the system. This means that
    safety cannot be manipulated like a feedstock or raw material. The
    state of safety in any system is always dynamic; continuous systemic
    change insures that hazard and its management are constantly changing.

  • People continuously create safety.

    Failure free operations are the result of activities of people who
    work to keep the system within the boundaries of tolerable
    performance. These activities are, for the most part, part of normal
    operations and superficially straightforward. But because system
    operations are never trouble free, human practitioner adaptations to
    changing conditions actually create safety from moment to moment.
    These adaptations often amount to just the selection of a
    well-rehearsed routine from a store of available responses; sometimes,
    however, the adaptations are novel combinations or de novo creations
    of new approaches.

  • Failure free operations require experience with failure.

    Recognizing hazard and successfully manipulating system operations to
    remain inside the tolerable performance boundaries requires intimate
    contact with failure. More robust system performance is likely to
    arise in systems where operators can discern the “edge of the
    envelope”. This is where system performance begins to deteriorate,
    becomes difficult to predict, or cannot be readily recovered. In
    intrinsically hazardous systems, operators are expected to encounter
    and appreciate hazards in ways that lead to overall performance that
    is desirable. Improved safety depends on providing operators with
    calibrated views of the hazards. It also depends on providing
    calibration about how their actions move system performance towards or
    away from the edge of the envelope.

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