"Grotle defeated the wild Bidoof!" (gained 1 HP EV)
"Used Rare Candy on Grotle. Grew to Level 18!" (does that HP EV count to level up stats?)
EVs will not be lost unless you use an EV reducing berry on it. So, no.
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