Mapping economic complexity

March 2, 2018

Increasing interconnectedness and growing complexity of economic and financial systems raise the question of how economic growth and strength should be measured. New economic metrics and economic theories borrow from complexity studies and other disciplines, creating a new paradigm to think about economic development and relations.

Our observations

  • Several new institutions want to research the fundamentals of complex, adaptive systems and their behavior, such as the Santa Fe Institute and the Institute of New Economic Thinking. Their aim is to integrate other disciplines, like psychology, physics, computer sciences, biology, anthropology, in the study of economic systems.
  • The Atlas of Economic Complexity measures how the knowledge of the society is translated into its production. Complex economies export not only highly complex products, but also a large number of different products. Japan is the most complex economy of the world, followed by Switzerland and Germany.
  • New Economic Metrics tries to encode the intangible assets of economic systems, like social capital or the quality of export products, using machine-learning tools. Their approach perceives economic outcomes as the result of adaptive and evolutionary processes, and it develops metrics on the ‘fitness’ of the national economy in the globalized and interconnected world economy.

Connecting the dots

Last week, we noted how the concept of economic complexity helps us understand some of the flaws and limitations of the models used in mainstream economics. Complexity studies in general study the relations and outcomes of systems that consist of many components that interact and adapt to each other, on almost every scale: the universe, societies, the human brain, living cells. The central idea behind complex systems is that their outcomes are difficult to model because of the many and insecure dependencies, relationships, and interactions of the parts that form the whole, hence rendering unstable equilibria and continuously changing outcomes. As a result, the understanding of complex systems requires a holistic point of view by seeing how order and stable patterns emerge in these systems, e.g. collective human behavior, diseases, coherent human thought (like philosophy), or even the remarkable stability and order in the observable universe.These complex systems have distinct characteristics that transcend disciplines and objects of study. The first is non-linearity, or the idea that the change in the input is not proportional to the change in the output, like self-reinforcing waves, revolutions, or general relativity. Another key concept is ‘emergence’: properties of larger entities that are not possessed by its smaller organism, like conscious biological life or a piece of art. An idea related to this is ‘spontaneous order’ or ‘self-organization’, where order arises from the behavior of individual parts, which is nonetheless not planned or (centrally) orchestrated. Examples are the evolution of life on earth, behavior on social media platforms, free market economies, or the structure of crystals. Lastly, ‘feedback loops’ is a concept where the output of a system is at the same time the input of a new (causal) process, like in biospheres, electronic engineering, or stock markets. These concepts show that understanding complex systems require a multidisciplinary approach, and that it is practically impossible to model all the possible inputs, relationships, and interdependencies.This paradigm resembles more ‘chaos theory’ than linear and predictable processes, and has a ‘quantum approach’ instead of ‘classical mechanics view’ on phenomena. This paradigm is already fashionable in natural sciences, like astrophysics, (quantum)physics and biology, and is currently introduced in heterodox economics. For understanding the complex nature of economic growth in the globalized and digitized economy, new concepts are needed. For example, when gauging the strength of an economy, we need to look at its ‘resilience’: how well it can overcome shocks and overcome periods of stress, like financial market turbulence, wars, or changing trade patterns. Does an economy generate oscillating dynamics with more unstable equilibria, or does the system have self-regenerating capacity to return to a stable order? Another term is the ‘additivity’ of an economy’s growth capacity: how well it can respond and adapt to changing economic conditions. For example, a research paper on the fitness of the BRIC economies shows that the higher growth paths of China and India can be explained based on the evolution of their industrial and technological complexity compared to the Russian and Brazil economies. Furthermore, the embedded nature of economic systems within other systems and domains, like social or cultural systems, perceives economies as distributed computer networks that consist of information. Economics in this sense is a social learning process, in which output is dependent on the quality of other inputs and information within the system. For example, how well the economy reacts to new developments and whether it has the capacity to benefit from technological innovations, depends on whether an economy has the required types of capital: social, financial, human, or infrastructural.

Implications

  • Complex systems require an approach that combine quantitative data research with qualitative human judgement and understanding. In this way, economic complexity studies are the opposite of reductionist paradigms that reduce their object of study to one aspect.
  • Understanding economies like distributed network computers provides a new take on the strengths and weaknesses of the economy. For example, it indicates that Japanese export products (which are highly complex) have much to benefit from globalization as the number of economies capable of producing these goods is not long.
  • Understanding complex social systems is at odds with a strict concept of rationality, in which we can deduce the principles of behavior or historical outcomes. Therefore, revolutions or technological disruptions require meta-analyses and multidisciplinary research.

Series 'AI Metaphors'

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1. The tool
Category: The object
Humans shape tools. We make them part of our body while we melt their essence with our intentions. They require some finesse to use but they never fool us or trick us. Humans use tools, tools never use humans. We are the masters determining their course, integrating them gracefully into the minutiae of our everyday lives. Immovable and unyielding, they remain reliant on our guidance, devoid of desire and intent, they remain exactly where we leave them, their functionality unchanging over time. We retain the ultimate authority, able to discard them at will or, in today's context, simply power them down. Though they may occasionally foster irritation, largely they stand steadfast, loyal allies in our daily toils. Thus we place our faith in tools, acknowledging that they are mere reflections of our own capabilities. In them, there is no entity to venerate or fault but ourselves, for they are but inert extensions of our own being, inanimate and steadfast, awaiting our command. (This paragraph was co-authored by a human.)
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2. The machine
Category: The object
Unlike a mere tool, the machine does not need the guidance of our hand, operating autonomously through its intricate network of gears and wheels. It achieves feats of motion that surpass the wildest human imaginations, harboring a power reminiscent of a cavalry of horses. Though it demands maintenance to replace broken parts and fix malfunctions, it mostly acts independently, allowing us to retreat and become mere observers to its diligent performance. We interact with it through buttons and handles, guiding its operations with minor adjustments and feedback as it works tirelessly. Embodying relentless purpose, laboring in a cycle of infinite repetition, the machine is a testament to human ingenuity manifested in metal and motion. (This paragraph was co-authored by a human.)
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3. The robot
Category: The object
There it stands, propelled by artificial limbs, boasting a torso, a pair of arms, and a lustrous metallic head. It approaches with a deliberate pace, the LED bulbs that mimic eyes fixating on me, inquiring gently if there lies any task within its capacity that it may undertake on my behalf. Whether to rid my living space of dust or to fetch me a chilled beverage, this never complaining attendant stands ready, devoid of grievances and ever-willing to assist. Its presence offers a reservoir of possibilities; a font of information to quell my curiosities, a silent companion in moments of solitude, embodying a spectrum of roles — confidant, servant, companion, and perhaps even a paramour. The modern robot, it seems, transcends categorizations, embracing a myriad of identities in its service to the contemporary individual. (This paragraph was co-authored by a human.)
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4. Intelligence
Category: The object
We sit together in a quiet interrogation room. My questions, varied and abundant, flow ceaselessly, weaving from abstract math problems to concrete realities of daily life, a labyrinthine inquiry designed to outsmart the ‘thing’ before me. Yet, with each probe, it responds with humanlike insight, echoing empathy and kindred spirit in its words. As the dialogue deepens, my approach softens, reverence replacing casual engagement as I ponder the appropriate pronoun for this ‘entity’ that seems to transcend its mechanical origin. It is then, in this delicate interplay of exchanging words, that an unprecedented connection takes root that stirs an intense doubt on my side, am I truly having a dia-logos? Do I encounter intelligence in front of me? (This paragraph was co-authored by a human.)
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5. The medium
Category: The object
When we cross a landscape by train and look outside, our gaze involuntarily sweeps across the scenery, unable to anchor on any fixed point. Our expression looks dull, and we might appear glassy-eyed, as if our eyes have lost their function. Time passes by. Then our attention diverts to the mobile in hand, and suddenly our eyes light up, energized by the visual cues of short videos, while our thumbs navigate us through the stream of content. The daze transforms, bringing a heady rush of excitement with every swipe, pulling us from a state of meditative trance to a state of eager consumption. But this flow is pierced by the sudden ring of a call, snapping us again to a different kind of focus. We plug in our earbuds, intermittently shutting our eyes, as we withdraw further from the immediate physical space, venturing into a digital auditory world. Moments pass in immersed conversation before we resurface, hanging up and rediscovering the room we've left behind. In this cycle of transitory focus, it is evident that the medium, indeed, is the message. (This paragraph was co-authored by a human.)
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6. The artisan
Category: The human
The razor-sharp knife rests effortlessly in one hand, while the other orchestrates with poised assurance, steering clear of the unforgiving edge. The chef moves with liquid grace, with fluid and swift movements the ingredients yield to his expertise. Each gesture flows into the next, guided by intuition honed through countless repetitions. He knows what is necessary, how the ingredients will respond to his hand and which path to follow, but the process is never exactly the same, no dish is ever truly identical. While his technique is impeccable, minute variation and the pursuit of perfection are always in play. Here, in the subtle play of steel and flesh, a master chef crafts not just a dish, but art. We're witnessing an artisan at work. (This paragraph was co-authored by a human.)
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7. The deficient animal
Category: The human
Once we became upright bipedal animals, humans found themselves exposed and therefore in a state of fundamental need and deficiency. However, with our hands now free and our eyes fixed on the horizon instead of the ground, we gradually evolved into handy creatures with foresight. Since then, human beings have invented roofs to keep them dry, fire to prepare their meals and weapons to eliminate their enemies. This genesis of man does not only tell us about the never-ending struggle for protection and survival, but more fundamentally about our nature as technical beings, that we are artificial by nature. From the early cave drawings, all the way to the typewriter, touchscreens, and algorithmic autocorrections, technics was there, and is here, to support us in our wondering and reasoning. Everything we see and everywhere we live is co-invented by technics, including ourselves. (This paragraph was co-authored by a human.)
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8. The enhanced human
Category: The human
In a lab reminiscent of Apple HQ, a figure lies down, receiving his most recent cognitive updates. He wears a sleek transparent exoskeleton, blending the dark look of Bat Man with the metallic of Iron Man. Implemented in his head, we find a brain-computer interface, enhancing his cognitive abilities. His decision making, once burdened by the human deficiency we used to call hesitation or deliberation, now takes only fractions of seconds. Negative emotions no longer fog his mind; selective neurotransmitters enhance only the positive, fostering beneficial social connections. His vision, augmented to perceive the unseen electromechanical patterns and waves hidden from conventional sight, paints a deeper picture of the world. Garbed in a suit endowed with physical augmentations, he moves with strength and agility that eclipse human norms. Nano implants prolong the inevitable process of aging, a buffer against time's relentless march to entropy. And then, as a penultimate hedge against the finite, the cryo-cabin awaits, a sanctuary to preserve his corporal frame while bequeathing his consciousness to the digital immortality of coded existence. (This paragraph was co-authored by a human.)
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9. The cyborg
Category: The human
A skin so soft and pure, veins pulsing with liquid electricity. This fusion of flesh and machinery, melds easily into the urban sprawl and daily life of future societies. Something otherworldly yet so comfortingly familiar, it embodies both pools of deep historical knowledge and the yet-to-be. It defies categorization, its existence unraveling established narratives. For some, its hybrid nature is a perplexing anomaly; for others, this is what we see when we look into the mirror. This is the era of the cyborg. (This paragraph was co-authored by a human.)
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About the author(s)

Researcher Pim Korsten has a background in continental philosophy and macroeconomics. At the thinktank, he primarily focuses on research, consultancy projects, and writing articles related to technology, politics, and the economy. He has a keen interest in the philosophy of history and economics, metamodernism, and cultural anthropology.

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