Syafrudin, H.A. , Wardhani, A.A. and Shibghatalloh, A.H. 2026. Application of the LSE (longevity, scale, employee) framework for characterizing MSMEs with the k-means algorithm: a case study in semarang city. Jurnal Mantik. 9, 4 (Feb. 2026), 1512-1522. DOI:https://doi.org/10.35335/mantik.v9i4.7040.