Home > Uncategorized > “Complexity” in economics

“Complexity” in economics

from Maria Alejandra Madi and RWER issue 106

Anthropogenic climate change and ecological breakdown are now major threats to human life and other species. It is widely acknowledged that mainstream economic theory and especially neoclassical theory lack adequate concepts to address these problems and arguably have contributed to them through misdirection and delay. “Complexity” sciences, however, are now widely adopted but have as yet made little impact on economics. In this short article I advocate the widespread adoption of “complexity” in the field of economics. Complexity means more than just acknowledgement that “it’s complicated”. Its greatest attraction in our current “climate emergency” is that it is capable of dealing with the interconnection and interdependence between the biosphere and economic systems. I draw attention to several significant aspects of complex systems for economics:

  1. The lack of homogeneity among the elements of the system in terms of the characterization of agents (attributes, rules of behaviour, cognitive rules, strategies, learning capacity) and the environment where patterns of interaction occur;
  2. The adaptive nature of an agent’s behaviour in interaction with their environment;
  3. The concept of emergence as the property of novelty, change, and innovation of complex systems that exhibit a wide range of aggregate patterns.

Theory and policy that fail to consider a) to c) in the context of the impacts of economic systems on the biosphere are deficient and as Winkelman et al argue, there is a need to “close this loop” (Winkelmann et al., 2017)

  1. The incorporation of complex economic and biophysical systems in Eco 100

While founding economists such as the physiocrats and John Stuart Mill had some concept of the material impact of economic activity, mainstream economics has since become divorced from the physical world. Its main focus is exchange valuations and at the macroeconomic level, national accounting, circular income flows and trade balances (for discussion of issues see Naredo, 2012; Green 2012). Mainstream economics exemplifies a mechanistic cause-and-effect perspective prevalent in the 19th century. Simple linear cause-effect and recourse to ceteris paribus clauses don´t allow for realistic representation of the economic system (Madi, 2020). The mainstream has attempted to adapt itself through “environmental economics”, but as “ecological economists” argue, this remains incapable of appropriately incorporating material flows and energy use in ways liable to lead to a rational conception of “biophysical limits”. Moreover, Econ 100 courses and textbooks still treat the environment as a specialist issue rather than a basic concern. This state of affairs reflects a deeper problem of unrealistic knowledge, mainly predicated on homo economicus (with a few modifications) and Cartesian reductionism (Fullbrook, 2016). Worse, a mainstream economics education imposes implicit norms that prevent students cultivating a critical mindset. In a time of “climate emergency” this is a major problem (Reardon and Madi, 2020).

Earth systems scientists have developed a “planetary boundaries” framework which seeks to model the interactions between human activity and different systems – of which climate is only one (Steffen et al. 2015a, 2015b). Earth system scientists work with a concept of “safe operating space” and report that multiple systems have now exceeded this (Steffen and Morgan, 2021). It is partly because of such changes that Earth systems scientists have also coined the term “Anthropocene” (though others, such as Jason Moore, prefer the term “capitalocene”) (Donges et al., 2017).

It seems clear that economics needs to adopt an appropriate variation of the kind of complex systems approaches that are now available

  1. edibittencourt
    February 6, 2024 at 6:15 pm

    Although , appareently, there is no robust and general relationship between value (cost, price?) and entropy involved in production and pricing. Still there is the reality of all things ( cells, organs, societies), and processes, all subject to irreversibility with its moral and ecological penalties , limitations, e and rewards.

  2. February 7, 2024 at 4:28 am

    There is plenty of observable evidence that modern economies are far from equilibrium, with strong positive and negative feedbacks operating. They are therefore sensibly regarded as complex systems.

    In fact large parts of modern economies are living (people, food sources …) and living systems are complex.

    A complex economy must be approached differently, with different questions. See more in Economy, Society, Nature – green cover in the right-hand-column.

  3. deshoebox
    February 7, 2024 at 4:38 am

    OR…..how about a simpler approach to economics, starting with acknowledging its inseparability from public policy, making its premises explicit so they can be verified, and stating the purpose of the economy as a starting point so it’s actually possible to tell whether or not it is working correctly? In my view, more mathematical sophistication is not really going to help much.

    • February 7, 2024 at 11:52 pm

      Recognising the complexity of an economy does not necessarily imply more ‘mathematical sophistication’. Given our current lack of understanding (due to a century or more of misdirection), we need to start with simple models that help us to identify key factors in its behaviour. My book illustrates this with a simple growth and overshoot model of a financial boom and crash (something that is excluded from near-equilibrium modelling).

      On the other hand Steve Keen’s financial modelling is more sophisticated, using his ‘Minsky’ program, which is useful if there are parts of the system you think you understand fairly well.

      And yes, the purpose of an economy is to provide the material support for the kind of society we choose to live in.

      An economy is inseparable from society (and its institutions), which is inseparable from the natural world. Nevertheless you can find parts of the whole that can be sensibly understood, always knowing the limitations of your understanding. You can understand a lot about the body’s circulation system even though you know it is an inseparable part of the whole body.

  4. danekef1dc32b3a8
    February 8, 2024 at 2:23 am

    The crux of complexity economics (like quantum physics) is that it shifts the unit of analysis to the interactions between individuals and their institutions. Note: https://press.umich.edu/Books/S/Systemic-Choices2

  5. ghholtham
    February 9, 2024 at 1:44 am

    The economy is no doubt a complex system. It is embedded in a complex of wider social relationships as well as being constrained by physical laws and limitations. Everything affects everything else to some degree. That does not mean that we cannot analyse specific issues by compartmentalising them. If we could not do so, no science would be possible. Of course it is essential that we model the impact of economic activity on the biosphere but, like edibitencott, I much doubt if there is any simple relation between measures of market value like GDP and physical environmental effects. Some activities, like smelting aluminium, have a bigger environmental impact than others, like making a film, though both may have the same market value. Only if we were able to internalise all environmental impacts with “polluter pays” type measures could a straightforward relationship hold. Many economists argue that should be the goal but many environmentalists are sceptical of such “market solutions”.  We have to set envelopes or limits to emissions or resource use that are consistent with ecological stability. It is physical scientists not economists who can do that. Once we identify ecological impacts of different activities we have to limit them, either through the market mechanism or by direct administrative controls as appropriate. Only at that stage do economic considerations come into play – obeying the ecological imperatives as cheaply as possible in terms of the other objectives of economic and social life.

    The confounding problem here is that an economy does not have a “purpose” as deshoebox supposes. It is an emergent phenomenon as a result of the interaction of lots of people and organizations with a range of different objectives. An economy is not a beehive. Some people want to use the changes required by ecological imperatives to move the economy in one directions, say less commercial, more collectivist. Other people want to stop that and move in a different direction even while respecting environmental boundaries. Politics and mutual suspicion thus slow necessary adjustments. I hope the urgency of the situation will force compromises so necessary steps are taken. But I am not hopeful. The problems are political.

    • yoshinorishiozawa
      February 10, 2024 at 2:34 am

      ghholtham > The confounding problem here is that an economy does not have a “purpose” as deshoebox supposes. It is an emergent phenomenon as a result of the interaction of lots of people and organizations with a range of different objectives.

      Yes, this is an often repeated confusion that is observed even among highly trained economists.

      • February 11, 2024 at 2:20 pm

        Although the economy in itself cannot have any aims or desires, the people who deal with it certainly do have such purposes. Because they do not always agree, it not only makes the topic interesting but also leads to a great many vague and unspecified opinions. These have been inspired by motives that cover such matters as religious doctrines, commercial benefits and political biases all of which strike me as being selfish at root.

        There should be one over-riding purpose however, and that is for us within our society to better understand of what our social system actually comprises and how it really works. This pursuit of good and true knowledge will better help our future leaders and governments to behave in a more socially just way, in the discovery about how the civilization should continues to make progress along more ethical paths and with fewer conflicts.

  1. March 1, 2024 at 4:39 am

Leave a comment

This site uses Akismet to reduce spam. Learn how your comment data is processed.