Of the 2,309 responses received, 63% of pupils and 79% of parents in the local area voted in favour of the move.
The new secondary school would replace both Kirkland and Buckhaven High Schools.
Following a meeting of the Council's Executive Committee, Joe Fitzpatrick, Head of Education (East) said: "This is a very encouraging result which shows that the majority of those with an interest are behind the Council’s plan to invest in education in Levenmouth. This is the first, but very significant, step in the process of getting a new secondary school for the current and future generations of young people in the area.
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"We will now move on to the next stage of getting planning permission for the new school."
The project will now move on to the planning stage, with planning permission for the facility being sought. Assurances have been given for a full consultation and engagement with key staff within the two schools during the planning phase, with parents and young people also involved.
Mr Fitzpatrick added: "A number of concerns were raised during the consultation and these will be taken on board as we move through this process. We will continue to engage and consult with parents, young people and staff in addressing their concerns, including access to playing fields at the new school. We will also produce regular updates on progress as we move forward.
"It is clear from the consultation that there is a will to now move at pace to deliver a new school which will support learners and the wider community for generations to come.
The new school will complement other initiatives in Levenmouth which help to improve life chances for our young people and provide opportunities for learning and training in local communities."
(JP/CD)
