What qualifies a programming language to be called dynamic language? What sort of problems should I use a dynamic programming language to solve? What is the main difference between static programming languages and dynamic programming languages?
In computer science, a dynamic programming language is a class of high-level programming languages, which at runtime execute many common programming behaviours that static programming languages perform during compilation.
Dynamically-typed languages are those (like JavaScript) where the interpreter assigns variables a type at runtime based on the variable's value at the time.
A dynamic language (Lisp, Perl, Python, Ruby) is designed to optimize programmer efficiency, so you can implement functionality with less code. A static language (C, C++, etc) is designed to optimize hardware efficiency, so that the code you write executes as quickly as possible.
Java is considered to be more dynamic than C or C++ since it is designed to adapt to an evolving environment. Java programs can carry an extensive amount of run-time information that can be used to verify and resolve accesses to objects at run-time.
I don't think there is black and white here - there is a whole spectrum between dynamic and static.
Let's take two extreme examples for each side of the spectrum, and see where that takes us.
Haskell is an extreme in the static direction.
So for static languages I usually think: fairly lengthy compile-time analysis needed, type system will prevent me from making silly mistakes but also from doing some things that are actually valid, and if I want to do any manipulation of a program at runtime, it's going to be somewhat of a pain because the runtime representation of a program (i.e. its compiled form) is different from the actual language itself. Also it could be a pain to modify things later on if I have not foreseen it.
Clojure is an extreme in the dynamic direction.
For dynamic languages I usually think: short compilation step (basically just reading syntax), so fast and incremental development, practically no limits to what it will allow me to do, but won't prevent me from silly mistakes.
As other posts have indicated, other languages try to take more of a middle ground - e.g. static languages like F# and C# offer reflection capabilities through a separate API, and of course can offer incremental development by using clever tools like F#'s REPL. Dynamic languages sometimes offer optional typing (like Racket, Strongtalk), and generally, it seems, have more advanced testing frameworks to offset the lack of any sanity checking at compile time. Also type hints, while not checked at compile time, are useful hints to generate more efficient code (e.g. Clojure).
If you are looking to find the right tool for a given problem, then this is certainly one of the dimensions you can look at - but by itself is not likely to force a decision either way. Have a think about the other properties of the languages you are considering - is it a functional or OO or logic or ... language? Does it have a good framework for the things I need? Do I need stability and binary backwards compatibility, or can I live with some churn in the compiler? Do I need extensive tooling?Etc.
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