The misspelling "trumph" is commonly mistaken for "trump", referring to the former US President Donald Trump. To correct this error, one can suggest using the correct spelling or utilizing alternative phrases like "Trump administration" or even "former President Trump". Clarity and accuracy are vital in written communication.