Difficulties

Describe difficulties in retrieving data & munging data & generating features. e.g fiscal year endings are different for different companies. deciding on the right features, etc...

e.g aapl's fiscal year ends Sept 26 while adbe ends Nov 28 and googl's end Dec 31!. As a result, we have to do the aggregations on a per company basis to avoid errors.