Dependent sources are electrical components whose output current or voltage is controlled by another electrical quantity, usually from a different part of the circuit. They play a crucial role in circuit analysis as they allow for more complex relationships between variables, enabling engineers to model and analyze circuits more accurately. Dependent sources can be classified as voltage-controlled or current-controlled, which reflects how they relate their output to an input variable.