Burke attended Shattuck-Saint Mary's in Faribault, Minnesota where she played in 147 games for the hockey team, recording 66 goals and 164 assists.

In her sophomore season, Burke scored 5 goals and 21 assists in 38 games and was named to the All-WCHA Second team.

[3] Burke was selected fourth overall by the Buffalo Beauts in the 2015 NWHL Draft while still a junior in college.

After that tournament, Burke didn't compete internationally until 2015, where she played two games for the U.S. in the IIHF Under-22 Women's series.

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