From 追(お)い掛(か)け (oikake, “連(れん)用(よう)形(けい) (ren'yōkei, “stem or continuative form”) of the verb 追(お)い掛(か)ける (oikakeru).”) + っこ (-kko).
おいかけっこ • (oikakekko)