  We prove weighted and vector-valued variational estimates for ergodic
averages on $\mathbb{R}^d$. The weighted square function estimate relating
ergodic averages to the dyadic martingale is obtained using an $\ell^r$ version
of a reverse H\"older inequality for variation seminorms.
