Programming Languages – Object Oriented Performance Ranking

In which scenarios should I consider a functional programming languages better suited to do a given task? Besides the so recently popular multicore problem of parallel programming.

Anything that involves creating sequence of derived data elements using a number of transformation steps.

Essentially, the "spreadsheet problem". You have some initial data and set of row-by-row calculations to apply to that data.

Our production applications do a number of statistical summaries of data; this is all best approached functionally.

One common thing we do is a match-merge between three monstrous data sets. Similar to a SQL join, but not as generalized. This is followed by a number of calculations of derived data. This is all just functional transformations.

The application is written in Python, but is written in a functional style using generator functions and immutable named tuples. It's a composition of lower-level functions.

Here's a concrete example of a functional composition.

for line in ( l.split(":") for l in ( l.strip() for l in someFile ) ):
    print line[0], line[3]

This is one way that functional programming influences languages like Python.

Sometimes this kind of thing gets written as:

cleaned = ( l.strip() for l in someFile )
split = ( l.split(":") for l in cleaned )
for line in split:
     print line[0], line[3]

If I decided to switch to a functional programming language which do you consider are the biggest pitfalls that I will face? (Besides the paradigm change and the difficulty to evaluate performance due to lazy evaluation).

Immutable objects is the toughest hurdle.

Often you'll wind up calculating values that create new objects instead of updating existing objects. The idea that it's a mutable attribute of an object is a hard mental habit to break.

A derived property or method function is a better approach. Stateful objects are a hard habit to break.

With so many functional programming languages out there, how would you choose the one the better suit your needs?

It doesn't matter at first. Pick any language to learn. Once you know something, you're in a position consider picking another to better suit your needs.

I've read up on Haskell just to understand the things Python lacks.

There is no new paradigm. Object orientation is a pattern you use to write programs, which is not even clearly defined. Various languages provide various traits typical of object orientation (definition of new types, encapsulation, type hierarchies, polymorphism, message passing and more) but may fail to provide others. In those cases it is up to programmers to emulate them if the need arises.

Many of the languages that provide these features do not have an analogue of the class concept - for instance Javascript and Common Lisp. The implementation provided by Java-like languages (class-based, with single inheritance, interfaces, type-based dispatch) is just one of the possibilities, and not necessarily the best one.