Morgan Whittaker secured all three points after Blackburn’s Joe Rankin-Costello had cancelled out Michael Obafemi’s opener.
Shuttleworth said: “It was excellent from start to finish. To win a game like that is really exciting and the fans go home really pleased.
“The only slight disappointment is that we didn’t finish the game off earlier, because we had enough chances to be comfortable going into injury time and when you don’t do that you always allow a team to stay in the game a little bit and that’s exactly what happened.
“The pleasing thing after that (Blackburn levelling) was our mentality to go and win the game.
Plymouth manager Wayne Rooney was shown a red card following furious complaints about the Blackburn equaliser.
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