APPENDIX D

VARIATION IN WEIGHTS-AT-AGE OF NORTH SEA HADDOCK AND CONSEQUENCES FOR SCIENTIFIC ADVICE

Background

There have been large variations in spawning stock biomass, recruitment and weights-at-age of North Sea haddock over the last forty years. Here we look at the correlation between these quantities and discuss the consequences for scientific advice.

Comment

Historic variation in spawning stock biomass (SSB), recruitment and weight-at-age 0 are shown in Figure 1. SSB has declined from a high in the late 1960s while recruitment has been variable, with the largest recruitment seen in 1967. The plot of recruitment against SSB shows that both high and low recruitments have been seen for a range of SSBs and that there is no clear relationship between recruitment and SSB. Weight-at-age has also been highly variable.

In Figure 2 the annual variation in weight-at-age, expressed as the percentage difference of the observed weight-at-age from the mean (), is contrasted with the numbers-at-age at the start of the year also expressed as the difference from the mean (). It can be seen that weights-at-age decline at high and increase at low densities respectively. However, density dependence is not strong since a 100% increase in density only results in about a 10% decrease in weight-at-age. Variability in growth is much greater, in the range of about ±200%

The effect of density dependence is evaluated using a stochastic age-structured production analysis where both weights-at-age and recruitment are modelled as random variables. Expected weights and selectivity-at-age are the same as the 2002 working group estimates. In the case of density dependence the weights are also a function of current population size derived from the relationship in Figure 2 and at the current level of fishing mortality are equal to the working values. Random variation in growth and recruitment was also modelled by drawing residuals at random from the fit to the growth model and observed recruitments.

Conclusion

The analysis was conducted for a range of constant fishing mortalities over time and the results are presented in Figure 3. Assuming no density dependence (black) is contrasted with the case where growth as a function of population size (red), medians are indicated by the thick lines and the inter-quartile range by the thin lines. Including density dependence has little effect at current or higher fishing mortalities. Only if fishing mortality is reduced to a level that would support the maximum yield (at an F of about 0.3) is the effect noticeable.

Figure 1. Times series of spawning stock biomass, recruitment and weight-at-age of fish at age 0. The relationship between recruits and weight-at-age at 0 is also shown.



Figure 2. Plots contrasting percentage difference in weight-at-age- () to numbers-at-age().


Figure 3. A comparison of yield per recruit with (red), and without, density dependence (black) in growth. Medians (thick lines) and the inter-quartile range (thin lines) are indicated.