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Fraser River Sockeye Fisheries and Fisheries Management - Cohen ...

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Pre-season ForecastsOne similarity between Bristol Bay <strong>and</strong> <strong>Fraser</strong> sockeye fisheries is the limited us of preseasonforecasts by fisheries managers. Pre-season forecasts are more important forprocessors <strong>and</strong> fishers than managers who rely on in-season information on catch <strong>and</strong>lower river escapements to manage marine fisheries. Nevertheless, we assessed the twofisheries with respect to the accuracy, precision <strong>and</strong> reliability of the pre-season forecasts.When all stocks are aggregated, median absolute percent error (MAPE; lower is better)appears slightly better for Bristol Bay than for the <strong>Fraser</strong>, but not by much. Thedifference (about 10% more in the <strong>Fraser</strong>) could have easily been caused by r<strong>and</strong>omnoise. For both fisheries, MAPE for the total stock aggregate is less than that for anysingle stock or stock group. This result was expected because errors across stocks tend tocancel each other, rendering the aggregate forecast more precise. The aggregate <strong>Fraser</strong>forecast shows similar predictive ability (R 2 = 0.44) as Bristol Bay forecasts (R 2 = 0.44).In-season ForecastsIn-season forecasting is of limited use to Bristol Bay managers who rely mostly on dailyescapement counts <strong>and</strong> day-to-day movements of fish in the districts to manage thefishery. In-season forecasts come from two sources: (1) a test fishery in the marinewaters of the Bering Sea that intercepts Bristol Bay bound sockeye about 6-8 days beforethey reach fishing districts adjacent to their stream of origin <strong>and</strong> it provides a Bay-wideforecast of total return, <strong>and</strong> (2) from cumulative daily catch <strong>and</strong> escapement estimates,which provide river-specific run forecasts. Overall, the test fishery performs poorly whenused to predict total annual return. Even though total return predictions improve as theseason progresses, these are not river-specific forecasts <strong>and</strong> are typically not reliableenough to justify one or more district-specific fishing periods (Figure 36). Theusefulness of the test fishery is more qualitative, giving fishermen, processors, <strong>and</strong>managers about six days notice of when daily surges <strong>and</strong> lulls in run strength are coming.This six-day notice is of value <strong>and</strong> can affect fleet <strong>and</strong> processing operations <strong>and</strong>sometimes managers’ openings <strong>and</strong> closings in anticipation of lulls or surges. In-seasonforecasts using cumulative catch <strong>and</strong> escapement combined with various run timingscenarios is reliable, but only after 50-60% of the run is accounted for inshore.<strong>Fraser</strong> <strong>River</strong> in-season forecasts of total run by stock derived from marine <strong>and</strong> freshwatertest fishery indices <strong>and</strong> the sonar-based Mission escapement estimates are directly relied166

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