late 14c., "to scheme," from fore- "before" + casten in the sense of "contrive, plan, prepare" (late 14c.; see cast (v.)). Meaning "predict events" first attested late 15c. (cast (v.) "to perceive, notice" is from late 14c.). Related: Forecasting.
Whether we are to say forecast or forecasted in the past tense & participle depends on whether we regard the verb or the noun as the original from which the other is formed; ... The verb is in fact recorded 150 years earlier than the noun, & we may therefore thankfully rid ourselves of the ugly forecasted; it may be hoped that we should do so even if history were against us, but this time it is kind. [Fowler, 1926]
<a href="https://www.etymonline.com/word/forecaster">Etymology of forecaster by etymonline</a>
Harper, D. (n.d.). Etymology of forecaster. Online Etymology Dictionary. Retrieved $(datetime), from https://www.etymonline.com/word/forecaster