If analytical solvers fail in solving an ODE, does it mean that it is unlikely have an analytical solution?

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If analytical solvers (For example, Mathematica and Maple) fail to solve an ODE (Here, I have such situation with the ODE I have given in this question: second order ODE with time-dependent coefficients), does it mean that it is unlikely to have an analytical solution without any approximations to further simplify it?

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Maple and Mathematica both contain decision procedures for certain classes of ODEs. The decision procedures all have shape: If ODE $L$ belongs to class X (linear, for example) with coefficients from class Y (frequently, polynomial in the dependent variable), and one is looking for solutions in class Z (polynomial, rational, exp-log, hypergeometric, elementary, etc), then such algorithms will either return an answer or sufficient evidence to prove that there is none.

These algorithms are called by the default de solver routine -- but of course, the default one does not return that evidence of failure in that case. For that, you need to call the exposed in sub-packages decision procedures themselves.

Note that I never said analytical solution anywhere above, as that is ill-defined, as others have pointed out. Are Heun functions allowed in closed-form solutions? People disagree (for good reason) about that. Thus the need for more precision.

Having said that, if neither Maple nor Mathematica find a closed-form solution for you ODE, finding a generic closed-form solution is likely to require very significant work, if it exists at all. Neither are foolproof, but they sure are good.