Yeah models assume future data can be predicted with past data, which of course is not always true in real life due fundamental limitations of statistics, such as very fat tailed distributions in stock markets.
Competent data scientists must be able to spot those cases quickly.
Competent data scientists must be able to spot those cases quickly.