This paper presents new sets of parameters (“tunes”) for the underlying-event model of the (HERWIG\phantom{\rule{0.166667em}{0ex}}7) event generator. These parameters control the description of multiple-parton interactions (MPI) and colour reconnection in (HERWIG\phantom{\rule{0.166667em}{0ex}}7), and are obtained from a fit to minimum-bias data collected by the CMS experiment at (\sqrt{s}=0.9), 7, and (13\phantom{\rule{0.166667em}{0ex}}\text{Te}\phantom{\rule{0.333333em}{0ex}}). The tunes are based on the NNPDF 3.1 next-to-next-to-leading-order parton distribution function (PDF) set for the parton shower, and either a leading-order or next-to-next-to-leading-order PDF set for the simulation of MPI and the beam remnants. Predictions utilizing the tunes are produced for event shape observables in electron-positron collisions, and for minimum-bias, inclusive jet, top quark pair, and Z and W boson events in proton-proton collisions, and are compared with data. Each of the new tunes describes the data at a reasonable level, and the tunes using a leading-order PDF for the simulation of MPI provide the best description of the data.