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PREDICTIONS – 10 Years Later - Santa Fe Institute

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2. NEEDLES IN A HAYSTACK<br />

WESTERN HEMISPHERE EXPLORATIONS<br />

Cumulativer number<br />

of explorations<br />

50<br />

40<br />

30<br />

20<br />

<strong>10</strong><br />

0<br />

1%<br />

-<strong>10</strong><br />

-20<br />

1300 1350 1400 1450 1500 1550 1600 1650 1700 1750<br />

FIGURE 2.2 An S-curve was fitted to the 45 explorations of the Western Hemisphere<br />

following and including Columbus’s voyage. The nominal beginning of<br />

such a curve—the 1% level—points at 1340 and implies that there may have<br />

been 15 explorations unaccounted for prior to Columbus.<br />

The conclusion is that there must have been about fifteen attempts<br />

before Columbus that failed while trying to explore the west, the first<br />

one dating back to around 1340. This kind of backcasting—if somewhat<br />

daring—is not different than the usual forecasting approach. We are<br />

dealing with a pattern similar to that of the growing vocabulary of an<br />

infant if we only look at the data pattern upside down and let time run<br />

backwards. The uncertainties on the number fifteen can be estimated<br />

(see Appendix B) to be plus or minus three with 90 percent confidence<br />

level.<br />

56

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