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Analyses of inflation dynamics as a consequence of monetary-production imbalance in global markets

This study proposes a physically grounded framework that reinterprets economic inflation as an imbalance between financial expansion and real productive capacity by introducing four dimensionless "inflation moments" derived from monetary aggregates and GDP, which successfully model inflation dynamics across diverse global economies and historical crises.

Original authors: Adnei Marino, Herson Oliveira da Rocha

Published 2026-08-10
📖 5 min read🧠 Deep dive

Original authors: Adnei Marino, Herson Oliveira da Rocha

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

Imagine the economy not as a board game of money and stocks, but as a giant, living machine made of real stuff—wood, metal, oil, and food—being constantly reshaped by human hands. In physics, there's a rule called the "Second Law of Thermodynamics" which basically says that whenever you rearrange things (like turning a tree into a chair), you create a little bit of mess or "entropy" that can't be undone. Think of it like the heat you feel when you rub your hands together; that energy is real, but it's also a form of waste. This paper sits at the weird intersection of physics, information theory, and economics. It asks a big question: Why do prices go up? Most people think inflation is just about printing too much money, like a kid with a photocopier making endless copies of a dollar bill. But this study suggests that money is more like a shadow cast by a 3D object. If the shadow gets bigger but the object stays the same size, something is wrong with the light source, not the object. The authors are trying to figure out if our "shadow" (financial value) is getting too big compared to the "object" (real things we can actually touch and use).

The researchers, Adnei Marino and Herson Oliveira da Rocha, propose a new way to look at inflation using a mix of thermodynamics and math that feels a bit like quantum physics. Instead of just counting dollars, they treat the economy like a system where "value" is made of two parts: the raw materials (like the wood in a chair) and the "information" or organization we add to it (the design and labor that turns wood into a chair). They argue that when the financial world grows faster than the real world of making stuff, we get inflation. To test this, they created four special "inflation moments" (let's call them H, F, K, and G) that act like different-sized rulers. These rulers measure how much money is floating around compared to how much actual stuff is being produced. They checked these rulers against real data from 1995 to 2025 for countries like the US, Germany, Brazil, and even places with crazy inflation like Venezuela.

Here is what they found: In most countries, the actual inflation rate (the price of groceries and gas) tends to wiggle right between these four rulers. It rarely goes outside the range they set. When the economy is stable, inflation usually sticks close to the smallest ruler, the "H" index, which measures the most basic cash in the system. But when a crisis hits—like the 2008 financial crash or the pandemic in 2020—everything gets chaotic. The inflation rate shoots up and starts chasing the biggest ruler, the "G" index, which includes all kinds of complex financial assets. The study suggests that inflation isn't just a sudden jump; it's a delayed reaction. The money supply might explode first, but prices take a little while to catch up, kind of like how a car takes time to speed up after you hit the gas pedal.

However, the story isn't the same for everyone. The authors found some interesting exceptions. China and Japan are like the "trick question" answers. In these places, the money supply grew a lot, but prices didn't go up as much as the model predicted. The authors suggest this isn't because the model is wrong, but because these countries have special rules (like strict government controls or people saving way too much money) that stop the extra money from turning into higher prices immediately. On the flip side, in places like Argentina and Venezuela, the model worked perfectly even when prices went wild. The "inflation moments" rose right before the prices did, acting like an early warning siren that the system was getting out of balance.

The paper also introduces a spooky idea called "cheap money." Imagine if you could build a house without paying for the wood because the forest was free. You'd build a lot of houses, and your bank account would look huge, but the wood is actually gone. The authors argue that our economy often acts like this: we don't pay enough for the damage we do to nature (like pollution or using up resources). This creates "fake" value—money that exists on paper but doesn't have a real physical thing behind it. This "cheap money" piles up and eventually forces prices up because the financial shadow is too big for the real object.

So, what's the takeaway? The authors suggest that inflation is a sign that our financial system is getting out of sync with the real world of making things. They didn't prove that this is the only way to understand inflation, but their simulations and data comparisons suggest it's a very strong way to look at it. They found that when the financial world grows faster than the real world, prices eventually have to rise to fix the gap. The study concludes that to keep prices stable, we need to make sure our money stays connected to real production and the limits of our planet, rather than just floating around in a bubble of its own. It's a reminder that you can't print your way to wealth if you don't actually have the stuff to back it up.

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