Upon his return from injury, Stevenson featured just once in 2017, in a first-class match against Loughborough MCCU.[2] Stevenson was mostly utilised in Twenty20 cricket for Hampshire, making ten appearances in the 2018 T20 Blast and nine in the 2019 T20 Blast.[5] He also made three further first-class appearances to 2020.[2] He played a leading role in Hampshire's Second XI Championship winning team in 2019, being named Hampshire's clubman of the year.[7] Stevenson announced his retirement from professional cricket on 8 October 2021, alongside teammate Brad Taylor.[8] In first-class cricket, he made eight appearances, scoring 124 runs at an average of 20.66; he made one half century, a score of 51.[9] With his right-arm fast-medium bowling, he took 9 wickets at a bowling average of 51.11, with best figures of 4 for 70.[10] In Twenty20 cricket, he took 14 wickets at an average of 44.35, with best figures of 2 for 28.[11] In 2019, he began studying for an online diploma in farm management.[12]