To investigate whether these heuristics were applicable to simulations run at a single value of λ, rather than the free energy change integrated over λ, we modelled synthetic data on a a single λ state simulation. Data were modelled on a particularly noisy bound vanish λ state, which generally produced higher ratios of total variance to the slow exponential prefactor.