Why ANN does not perform well on sequential data?
Because simple feed forward network assumes that data points are independent and treats each data point individually while sequential data is characterized by dependency, that is each data point is some how dependent on previous data point. Hence feed forward network fails to learn dependency information and consequently results in poor predictions. Here comes RNN for rescue yay.