Inside this article
THUBAN / KNOWLEDGE LIBRARY
A cooling cup, a working refrigerator and a growing tree belong to the same physical world. Understanding entropy begins by drawing the boundary of the system.
Energy conservation is not the whole story
The first law of thermodynamics accounts for energy. It does not, by itself, explain why heat flows spontaneously from a hotter object to a colder one rather than the reverse. NASA’s introduction uses that contrast to motivate the second law. A process can respect energy conservation and still fail to occur spontaneously. The direction of change requires another part of the description. [1]
A measurable state variable
Entropy is a state function: its change between equilibrium states does not depend on the path used to calculate it. For reversible heat transfer at constant temperature, the change is ΔS = Qrev / T, with temperature in kelvin. When temperature varies, the corresponding reversible-path integral is needed. The reversible qualification matters; simply dividing any heat transfer by any convenient temperature is not a general calculation. [2]

Draw the boundary first
The entropy of an isolated system does not decrease in ordinary macroscopic thermodynamics. A part of a larger system can lose entropy while the total accounting includes an increase elsewhere. NASA’s Cosmicopia discussion stresses the distinction between isolated and non-isolated systems. Before deciding that something contradicts the law, identify what enters or leaves the region you have chosen. [3]
The refrigerator is not an exception
A refrigerator moves heat from its cold interior to a warmer environment while consuming work. Describing only the cooling compartment leaves out the machine and its surroundings. Likewise, the existence of local order does not by itself refute the second law. A growing organism exchanges energy and matter; it is not an isolated box. The relevant question is the full physical accounting, rather than whether something looks organized. [1] [3]
A small calculation
Consider an idealized reversible transfer of 600 joules of heat into a reservoir at 300 kelvin. Its entropy change is 2 joules per kelvin. This is a deliberately simple worked example using the relation above, not a model of every real heating process. It also shows why entropy and energy cannot be interchangeable: their units differ. A numerical calculation forces us to specify what a loose metaphor can leave vague. [2]
Use the metaphor carefully
People use entropy to describe untidy desks, declining institutions or a difficult week. Such metaphors can be evocative, but they do not become thermodynamic demonstrations merely by borrowing the word. Ask which physical system is meant, what quantities are measured and how its environment is included. If those questions have no answer, treat the statement as an analogy. The physics is more precise—and more useful—than a universal slogan about chaos.