Essay

Quantum Information Sounds Promising — Until You See What It Really Means

It is information about the quantum system, not in it

Everyone says a qubit is just a smarter bit, able to hold more information. But that isn’t true. Quantum information doesn’t mean what most people think; it’s not about storage at all, but about context.

by Frank Zickert
November 7, 2025
Quantum Information Sounds Promising — Until You See What It Really Means

You’ve probably heard that a A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
is like a A bit (short for “binary digit”) is the smallest unit of data in computing, representing a value of either 0 or 1. It’s the fundamental building block of all digital information. Multiple bits combine to form larger units like bytes (8 bits) and encode more complex data such as numbers, text, or images.
Learn more about Binary Digit
, only better, because it can be both and at the same time. (It cannot be both at the same time!) That’s the popular story: A quantum computer is typically a large, highly controlled system kept at near-absolute-zero temperatures to preserve quantum behavior. It contains a processor with qubits—often made from superconducting circuits, trapped ions, or photons—manipulated by microwaves, lasers, or magnetic fields. Surrounding systems handle cooling, error correction, and control electronics to maintain quantum coherence and read out results.
Learn more about Quantum Computer
process more information, A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
hold more data, and the future is quantum everything. It sounds reasonable. Until you actually look at what physicists mean when they talk about quantum information.

The Quantum Superposition Explained Conceptually

The Qubit Is Not Like A Classical Bit - Not Even Conceptually
5 min
Don't waste your time with incomprehensible descriptions of the quantum superposition. If you only use quantum systems as a tool, you can safely skip the math. All you need to learn is how to turn the quantum knobs and handles to produce a quantum state vector that represents the problem at hand we aim to solve.

Here’s the catch: physicists, the same people who build their careers on precision, quietly use information in a way that doesn’t match what the rest of us mean. And because of that, an entire field sounds more mysterious than it really is.

Information Isn’t What You Think It Is

In ordinary life, or in data science, we draw a clean line between data and information. Data is raw: numbers, signals, readings. Information is data that’s been given context. It is organized, contextualized, interpreted.

That’s the idea behind the DIKW pyramid depicted in ?. We call it information only once it’s about something.

Figure 1 The Data, Information, Knowledge and Wisdom (DIKW) Pyramid

In 1995, Ben Schumacher introduced the term A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
, short for A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
Schumacher, B., 1995, Physical Review A, Vol. 51, pp. 2738-2747. It was meant to mirror the classical A bit (short for “binary digit”) is the smallest unit of data in computing, representing a value of either 0 or 1. It’s the fundamental building block of all digital information. Multiple bits combine to form larger units like bytes (8 bits) and encode more complex data such as numbers, text, or images.
Learn more about Binary Digit
. That is the smallest unit of classical data. It was a clever idea for building a theory. But it also planted a trap.

Once you call something a A bit (short for “binary digit”) is the smallest unit of data in computing, representing a value of either 0 or 1. It’s the fundamental building block of all digital information. Multiple bits combine to form larger units like bytes (8 bits) and encode more complex data such as numbers, text, or images.
Learn more about Binary Digit
people assume it’s a container for data you can read. And once you put that into a context, you'll get information.

But the A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
only resembles a classical A bit (short for “binary digit”) is the smallest unit of data in computing, representing a value of either 0 or 1. It’s the fundamental building block of all digital information. Multiple bits combine to form larger units like bytes (8 bits) and encode more complex data such as numbers, text, or images.
Learn more about Binary Digit
in one single characteristic. That is: it is the smallest. The A bit (short for “binary digit”) is the smallest unit of data in computing, representing a value of either 0 or 1. It’s the fundamental building block of all digital information. Multiple bits combine to form larger units like bytes (8 bits) and encode more complex data such as numbers, text, or images.
Learn more about Binary Digit
is the smallest unit of classical data. The A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
is the smallest unit of quantum data.

That's it. That's all they have in common.

The Real Meaning: Information About, Not In

Physisicts are selfish (like the rest of us). They don't care about your problems. They care about theirs!

And what is their problem?

Their problem is that a A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
isn’t a container for data in the classical sense. You can't directly read a stored value.

You interact with the A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
and learn something about its A quantum state is the complete mathematical description of a quantum system, containing all the information needed to predict measurement outcomes. It’s usually represented by a wavefunction or a state vector in a Hilbert space. The state defines probabilities, not certainties, for observable quantities like position, momentum, or spin.
Learn more about Quantum State
. This is its physical condition. It is the result of how you prepared the A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
. When you measure a A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
the A quantum state is the complete mathematical description of a quantum system, containing all the information needed to predict measurement outcomes. It’s usually represented by a wavefunction or a state vector in a Hilbert space. The state defines probabilities, not certainties, for observable quantities like position, momentum, or spin.
Learn more about Quantum State
collapses, and you get one classical A bit (short for “binary digit”) is the smallest unit of data in computing, representing a value of either 0 or 1. It’s the fundamental building block of all digital information. Multiple bits combine to form larger units like bytes (8 bits) and encode more complex data such as numbers, text, or images.
Learn more about Binary Digit
of outcome.

So physicists quietly apply their context when they talk about information. They don’t talk about the data in the context of the computational problem. They talk about the specification of a physical state. This is the set of probabilities for all possible In quantum computing, measurement is the process of extracting classical information from a quantum state. It collapses a qubit’s superposition into one of its basis states (usually or ), with probabilities determined by the amplitudes of those states. After measurement, the qubit’s state becomes definite, destroying the original superposition.
Learn more about Measurement
outcomes. As Nielsen and Chuang put it in their standard bookNielsen, M.A., 2010, Cambridge university press, , information is the complete description of all probabilities for the outcomes of all possible In quantum computing, measurement is the process of extracting classical information from a quantum state. It collapses a qubit’s superposition into one of its basis states (usually or ), with probabilities determined by the amplitudes of those states. After measurement, the qubit’s state becomes definite, destroying the original superposition.
Learn more about Measurement

Physicist John Preskill put it plainly in his widely used lecture notesPreskill, J., 2018, CreateSpace Independent Publishing Platform, : “Quantum information is the study of how information is represented, processed, and transmitted using quantum systems. Essentially, data is stored in quantum bits (qubits) that exist in superpositions of its basis states and . This allows to create fundamentally different algorithms than classical systems support.
Learn more about Quantum Information
is information about the A quantum state is the complete mathematical description of a quantum system, containing all the information needed to predict measurement outcomes. It’s usually represented by a wavefunction or a state vector in a Hilbert space. The state defines probabilities, not certainties, for observable quantities like position, momentum, or spin.
Learn more about Quantum State
not information encoded in ordinary symbols.”

In plain English: quantum information is data about the A quantum system is any physical system that is subject to the laws of quantum mechanics, whereby quantities such as energy or spin can only assume discrete (quantized) values. Its behavior is described by a wave function that encodes the probabilities of possible measurement results.
Learn more about Quantum System
, it is not information stored by the A quantum system is any physical system that is subject to the laws of quantum mechanics, whereby quantities such as energy or spin can only assume discrete (quantized) values. Its behavior is described by a wave function that encodes the probabilities of possible measurement results.
Learn more about Quantum System
. And that linguistic shift is where the confusion starts and the classical A bit (short for “binary digit”) is the smallest unit of data in computing, representing a value of either 0 or 1. It’s the fundamental building block of all digital information. Multiple bits combine to form larger units like bytes (8 bits) and encode more complex data such as numbers, text, or images.
Learn more about Binary Digit
analogy backfires.

When The Classical Bit Analogy Backfires

So, when physicists talk about quantum information, you inevitably think about the A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
holding information. You think about data put into context. And of course, you think about the context is your computational problem. Why else would you use a computational unit like the A qubit is the basic unit of quantum information, representing a superposition of 0 and 1 states.
Learn more about Quantum Bit
in the first place?

Join to continue

This part is available to PyQML practitioners and above. Log in or start a subscription to unlock member content.

Already a member? Use Log in. New here? Choose Subscribe.