Castor bean (Ricinus communis L.) is a commercial plant that widely uses in industry and manufacture. The aim of this study is to study the selection of seed size characteristics to increase yields and determine accessions that have a high yield. Twenty-two local castor accessions with two replications were conducted at Malang in 2017. Path analysis was done on 21 characters. The result showed that the seed diameter had a high positive direct effect on seed volume. The character that had a high direct effect on seed weight per plant is weight of inflorescence per plant. Seed diameter had a high positive direct effect on 100-seed weight. In order to identify the patterns of morphological variation, PCA was conducted. In this study, the three first components (PC1, PC2, and PC3) were contributed to 86.42% of the total variation. PC1 was strongly correlated with capsule length, capsule diameter, seed length, seed width, seed thickness, seed diameter, inflorescence length, and seed volume. PC2 varied as a measure of the days to flowering, days to harvesting, plant height, length of main stem, node number in main stem, cluster number. PC3 showed varied as inflorescence weight per plant, seed number per plant, inflorescence number per plant, capsule number per plant, seed weight per plant. The dendrograms obtained using the agglomerative hierarchical clustering generated three main clusters. The accessions that had higher sum of ranking in each cluster in each seed character contributed in first principal component were ASB60, ASB81, ASB22, LMG0216U1, SUKO0316, SUKO0216, LMG0516, TBN0316, TBN0816, LMG0216U2, and TBN1016.