In the Wayne study on a shelf sits a bust of William Shakespeare, the same kind used to activate the secret passageway to the bat cave in the 1960s Batman and Robin series.
Ben McKenzie stated that for inspiration for his character, he basically became the younger version of Gary Oldman's portrayal of Jim Gordon from the Dark Knight Trilogy.
Robin Lord Taylor is a fan of Danny DeVito's portrayal of the Penguin in Batman Returns (1992). Carol Kane, who plays Penguin's mother, co-starred with Danny Devito in the TV series Taxi (1978). They remained friends after the show ended. Robin Lord Taylor stated that Carol Kane came back to the set after having lunch with Danny Devito and relayed the message that "[De Vito] watches the show and likes [Taylor's] performance." This comment sent Robin Lord Taylor "over the moon."