All (fisheries) models are wrong, but some are useful (to indigenous people)

1 08 2015

miracle_cartoonAnother post from Alejandro Frid. (Note: title modified from George Box‘s most excellent quote).

As an ecologist working for indigenous people of coastal British Columbia, western Canada, I live at the interface of two worlds. On the one hand, I know that computer models can be important management tools. On the other hand, my job constantly reminds me that whether a model actually improves fishery management depends, fundamentally, on the worldview that shapes the model’s objectives. To explore why, I will first review some general concepts about what models can and cannot do. After that, I will summarize a recent model of herring populations and then pull it all together in a way that matters to indigenous people who rely on marine resources for cultural integrity and food security.

Models do a great job of distilling the essence of how an ecosystem might respond to external forces—such as fisheries—but only under the specific conditions that the modeller assumes to be true in the ‘world’ of the model. Sometimes these assumptions are well-grounded in reality. Sometimes they are blatant but necessary simplifications. Otherwise, it would be difficult to ask questions about how major forces for which we have no historical precedent—such as the combined effects of industrial fisheries, ocean acidification and climate change—might be altering the ocean. For instance, due to our greenhouse gas emissions, the ocean is warming and contains less dissolved oxygen. These stressful conditions hamper the capacity of fish to grow, and appear to be on their way to shrinking the body sizes of entire fish communities1. If you want even to begin to comprehend what the ocean will look like in the long term due to these effects of climate change, it makes sense to assume, in the ‘world’ of your model, that fishing does not exist, even though you know it does. Of course, you would then acknowledge that climate change probably exacerbates the effects of fisheries, which highlights that you still have to examine the combination of these effects. And that is exactly what an excellent team of modellers did1. Read the rest of this entry »





The climate of climate change

4 09 2012

The primary scientific literature on climate change spawns hundreds of debates on an array of topics. When the technical debate among experts, and the obvious uncertainties, are taken up by the media, they are typically treated as any other topic, which ends up in some people not trusting science and others exploiting the ‘debate’ for their own interests.

Many media debates consist of one moderator and several speakers with two confronting views. When the topic under discussion affects our daily life (e.g., unemployment), the average spectator will often agree with one of the views. When the topic affects people (apparently) in a general fashion (e.g., climate change), the spectator might distrust or simply ignore both views. Thus, the media shapes public opinion such that people’s perception of the news becomes black, white, “I don’t believe it” or “it doesn’t exist”. Public debates on climate change are like a ‘contact sport’ (1), a team has to win in a contest where both parties alternate attack and defence. The participation of speakers without specialised expertise on climate change, especially if they represent short-term political and economic interests, instigates public mistrust and inhibition (2). This situation erodes the informative role that science and scientists must play in the creation of novel environmental policies aiming to improve the present and future wellbeing of our society (3, a Science paper unsurprisingly challenged by US administration’ bastion Fred Singer: 4). Read the rest of this entry »