Abstract State-space assessment models (SSMs) have garnered attention recently because of their ability to estimate time variation in biological and fisheries processes such as recruitment, natural mortality, catchability, selectivity. However, current SSMs cannot model time-varying growth internally nor accept length data, limiting use. Here, we expand the Woods Hole Assessment Model incorpora...