Of 806 studies screened, 181 met inclusion criteria. Earlier work primarily used paper-and-pencil tasks; more recent studies increasingly employed digitizing tablets and instrumented pens. Free writing and repetitive character tasks were most common. PD demonstrated consistent micrographia, reduced velocity, increased jerk, and pressure variability, with task-dependent responsiveness to levodopa and deep brain stimulation. AD was characterized by central agraphia, spelling errors, and visuospatial disorganization. Motor-dominant conditions such as multiple sclerosis (MS) and Huntington’s disease (HD) showed timing instability and velocity variability, with HD metrics distinguishing premanifest carriers. Primary progressive aphasia (PPA) demonstrated language-driven dysgraphia, while progressive supranuclear palsy (PSP) showed mixed timing and size-scaling abnormalities. Amyotrophic lateral sclerosis (ALS), normal pressure hydrocephalus (NPH), spinocerebellar ataxia (SCA), and multiple system atrophy (MSA) showed handwriting disturbances, though features remain inconsistently characterized.