While deriving new equations , how do theoretical physicists know whether the proportionality constant in their equation will be dimensional or dimensionless?
I mean, say for example, we consider Stokes' Force in hydro-statics. There the experimenter saw that $F$ varies as $\eta$,$r$ and $v$ where the symbols have the usual meanings. Hence he got the equation $F = k\eta^{x} r^{y} v^{z}$ where $k$ is the proportionality constant and it is strictly dimensionless. So he found $F = 6\pi r\eta v$ where $k=6\pi$ by statistical analysis. (He could have gone for other powers of the variables so that $k$ has a unit.) Same is for the expression for Reynold's Number.
Again if we consider Newton's Law of Gravitation, there the experimenter saw that $F$ varies as $m_1$, $m_2$ and $\frac{1}{r^2}$ and concluded the relation $F = \frac{Gm_1m_2}{r^2}$ where $G$ is the proportionality constant and it is strictly dimensional with proper units. (He could have gone for other powers of the variables so that $G$ has no unit.) Same is for the expression for Resistivity.
I don't know if I have been able to express my question through the examples. But if I have , please help.