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Many other researchers, both contemporary with and after Simon, have contributed to the study of expert intuition. One of the most recent and important of these researchers is Gary Klein. Rather than watching chess players or conducting laboratory experiments in which subjects make decisions in situations that the researcher designs, Klein studied real decision makers in action: firefighters, emergency room nurses, and soldiers in battle. In all these fields, expertise can mean the difference between life and death. Klein interviewed his subjects about successful cases of rapid decision making. For example, a fire captain pulled his men out of a smoky building just before the floor collapsed, or an emergency room nurse snatched up an infant for instant treatment just in time to save the child. Klein asked them how they knew what to do. At first, they answered as we might expect: I don t know. It was just my intuition. But Klein kept at it. He asked them detailed questions about exactly what happened before and during their rapid decision. In every case, Klein was able to reconstruct what his subjects thought and did, and why. The answer was not just intuition, but expert intuition, very much as Simon described it. Because of their expertise, Klein s subjects saw something familiar that no one else saw. Klein concludes:16

Clearly, SONET is a complex and highly capable standard designed to provide high-bandwidth transport for legacy and new protocol types alike. The overhead that it provisions has the capability to deliver a remarkable collection of network management, monitoring, and transport granularity. The European Synchronous Digital Hierarchy (SDH) shares many of SONET s characteristics, as we will now see. SONET, you will recall, is a limited North American standard, for the most part. SDH, on the other hand, provides high-bandwidth transport for the rest of the world. Most books on SONET and SDH cite a common list of reasons for their proliferation, including a recognition of the importance of the global marketplace and a desire on the parts of manufacturers to provide devices that will operate in both SONET and SDH environments, the global expansion of ring architectures, a greater focus on network

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The College Board, the company that writes and administers the actual SAT, wasn t thrilled with the icon. Their lawyers are eternally concerned that people might think that any product with SAT in the name was made in conjunction with their enterprise, and they have trademarked the term SAT . They asked me to have an icon made that included the full name of the application, Flash of Genius: SAT Vocab, and included an asterisk after SAT corresponding to a footnote on the iTunes product description page. So Jan made a new icon, shown in Figure 7-6. The College Board was happy with it, so was I, and that was that.

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Intuition depends on the use of experience to recognize key patterns. . . . Experts can perceive things that are invisible to novices. . . . In the recognition-primed decision-making model (RPD), proficient decision makers . . . are able to detect patterns and typicality. They can size up a situation in a glance and realize that they have seen it, or variants of it . . . before. Their experience buys them the ability to recognize that a situation is a typical case.

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management and the value that it brings to the table, and massive, unstoppable demand for more bandwidth. To those, add an increasing demand for high-speed routing capability to work hand-in-glove with transport; the deployment of DS-1, DS-3, and E-1 interfaces directly to the enterprise customer as access solutions; and a growth in demand for broadband access technologies such as cable modems, the many flavors of DSL, and two-way satellite connectivity. Reasons for the widespread use of SONET and SDH also include the ongoing replacement of traditional circuit-switched network fabrics with packet-based transport and mesh architectures, a renewed focus on the SONET and SDH overhead with an eye toward using it more effectively, and convergence of multiple applications on a single, capable, high-speed network fabric. Most visible among these is the hunger for bandwidth; according to consultancy RHK, global volume demand will grow from approximately 350,000 terabytes of transported data per month in April 2000 to more than 16 million terabytes of traffic per month in 2003. And who can argue

I love applications that successfully adapt to my personal behavior all by themselves Just as much as I hate when they try and fail (remember Microsoft Office s office assistant, Clippit ) So not only should the user be able to turn this adaptive feature off, it should also be implemented in such a way that it doesn t annoy the user if the logic isn t perfect for the given situation In a way, this feature should be invisible It works under the hood and affects only what data is being shown It doesn t actually show the information But it has everything to do with user interface design and user experience.

Klein s work stands out as the fullest study we have to date of coup d oeil in action. Note that he calls expert intuition

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