First effects vs first difference

Hello all,

I am running two models with exactly the same variables (a fixed effects and a first difference).

If a variable carries a similar coefficient throughout both a fixed effects and first difference model, but loses significance when moving from fixed effects to first difference, does that indicate that this variable is not robust?

Thanks