The teenage hotshot was a prolific marksman during the 2011-12 campaign with 14 goals in all competitions.
Robinson began the season in style with a brace in the U18 team's 7-3 win over Crewe in the Barclays Premier Academy League.
Another brace came in the 3-1 victory over MK Dons in December, while further league goals followed against Watford and Crystal Palace.
But it was during the NextGen Series and Villa's title-winning Reserve League South campaign that Robinson showed his true potential.
After appearing as a substitute in the first NextGen Series group game against Ajax in Amsterdam, he was handed a start against Fenerbahce at Villa Park and scored with a glancing header from Samir Carruthers' cross as Villa earned a 4-0 victory.
Robinson went on to start in Villa's home and away games against Rosenborg and the return fixture against Ajax at Villa Park.
The England youth international enjoyed a remarkable introduction to the reserves set-up by bagging the winner in a 1-0 success over Chelsea at Hinckley in October.
And the following week a pair of instinctive strikes at Molineux helped Villa defeat Wolves 2-1.
Robinson shone yet again against Swansea City in February with both goals in a 2-0 triumph at the home of Llanelli Scarlets RFC.
He ended the domestic campaign with his second Villa Park goal which came in the reserve team's 4-0 demolition of Newcastle United.
There was also success on the international stage for the goalscoring prodigy.
Robinson fired England U17s to the Algarve Tournament title with a last-gasp strike against France.
The Three Lions side - featuring Villa trio Robinson, Joshua Webb and Jordan Graham - won the four-team competition after drawing 2-2 against Holland and defeating Portugal and France 2-1.
In 2010-11, Robinson proved to be Villa's secret weapon in the FA Youth Cup despite still being a schoolboy.
He was the super sub in a fourth round extra-time victory over Peterborough United and again in round five against Leeds United with important strikes in both games.
Regular followers of Villa's U18 team got an early glimpse of the forward's ability when he struck two goals in a 6-0 victory over MK Dons in September 2010.
Robinson went on to bag further goals in league wins over Birmingham City and Crystal Palace to take his overall tally for 2010-11 to six.
He also made his first appearances for the reserves against Wigan Athletic and Everton.