It comes sometimes from Laplace equation.  

But if such dependency,  there are options :

one could use exp(-r), which is much easier in calculations

1/sqrt(r), which is the solution in fracture mechanics, and then a potential is not singular.

That will imply a geometrical mean and splittin of variables and would be more easy to handle in Quantum field theories. 

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