The mutational patterns of large tandem arrays of short sequence repeats remain largely unknown, despite observations of their high levels of variation in sequence and genomic abundance within and between species. Many factors can influence the dynamics of tandem repeat evolution; however, their evolution has only been examined over a limited phylogenetic sample of taxa. Here, we use publicly available whole-genome sequencing data of 85 haploid mutation accumulation lines derived from six geographically diverse Chlamydomonas reinhardtii isolates to investigate genome-wide mutation rates and patterns in tandem repeats in this species. We find that tandem repeat composition differs among ancestral strains, both in genome-wide abundance and presence/absence of individual repeats. Estimated mutation rates (repeat copy number expansion and contraction) were high, averaging 4.3×10-4 per generation per single unit copy. Although orders of magnitude higher than other types of mutation previously reported in C. reinhardtii, these tandem repeat mutation rates were one order of magnitude lower than what has recently been found in Daphnia pulex, even after correcting for lower overall genome-wide satellite abundance in C. reinhardtii. Most high-abundance repeats were related to others by a single mutational step. Correlations of repeat copy number changes within genomes revealed clusters of closely related repeats that were strongly correlated positively or negatively, and similar patterns of correlation arose independently in two different mutation accumulation experiments. Together, these results paint a dynamic picture of tandem repeat evolution in this unicellular alga.