Page 290 - Deep Learning
P. 290

Error Correction in Context             273


                          ERROR REDUCTION IN COLLECTIVES

            Collectives  –  groups,  teams,  organizations,  populations  –  are  no  less  error
            prone than individuals, so a theory of learning from error is potentially appli-
            cable at the collective level. In the context of social systems, the study of errors
            is typically driven by concerns other than those that drive the study in errors in
            education and training. In the latter contexts, error rates are indices of mastery
            or lack thereof, clues to how the student or trainee thinks about a subject mat-
            ter or a target skill. In the context of collectives, errors take on a different and
            more sinister aspect: They are all too often among the root causes of accidents
                       18
            and disasters.  The consequences of an erroneous action can cascade through
            the collective with disastrous results. The near-meltdown of the Three Mile
            Island nuclear power plant, the explosion of the Challenger space shuttle, the
            burning of the Hindenburg airship and the spectacular capsizing of the Swedish
            17th-century warship Wasa on its maiden voyage in 1628 have become iconic
            instances of disasters and failures in sociotechnical systems. The collapse of the
            walkways in the Kansas City Hyatt Regency Hotel and the failure of the Tacoma
            Narrows Bridge are equally familiar, at least among engineers. The failure of the
            Xerox Corporation to exploit its lead in developing the personal computer, and
            the Allied losses during Operation Market Garden in World War II illustrate
            the potential for disaster in economic and military affairs.
               Since  the  pioneering  works  of  Jens  Rasmussen,  Donald  Norman  and
            James Reason in the 1980s, safety scientists have pondered the nature of the
            relation between errors on the part of individuals and accidents, disasters and
            failures at the collective level.  A variety of principles have been proposed. In
                                    19
            particular, there have been multiple attempts to classify errors into types as a
            preliminary step to understanding the origins of errors. Some researchers have
            focused on the cognitive mechanisms of individual errors, others on operator
            actions when faced with opaque interactions among multiple simultaneous
            breakdowns and yet others on the decision-making processes that let a space
            shuttle take off with leaking O-rings or a commander to launch a battle in the
            face of intelligence reports that indicate superior enemy forces. It would be
            rash to claim that any one of these factors, or types of factors, is less than essen-
            tial for the understanding of collective failure.
               However,  the  list  of  relevant  factors  does  not  provide  a  theory  of  the
            dynamics of collective error rates over time. Do error rates remain constant or
            fall? If the latter, what is the shape of change? The observation that hierarchical
            decision-making structures can override counterindicators to an action – the
            Stupid Boss Theory of collective failure – makes no prediction other than that
   285   286   287   288   289   290   291   292   293   294   295