You are missing some bits of your SQL:
# setup SQL statement
$sql = " INSERT INTO " . $_POST['dropdownselection'] . " ";
$sql .= " (PART_NUMBER, MACHINE, NEED_DATE, NOTES)VALUES ";
$sql .= " '$PART_NUMBER','$MACHINE','$NEED_DATE','$NOTES') ";
should...