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The Nature of Engineering (NOE) comprises the underlying epistemological beliefs about engineering. In order to advance the engineering literacy of students and teachers, it is necessary to provide them with a better understanding of NOE. Engineering has been a major objective of STEM education since the release of NGSS. There has been recent research examining related NOE aspects for K-12 students, in the hope of generating a more sophisticated understanding of NOE among youth. Currently, assessing NOE understanding is a challenge, due to the lack of reliable instruments. In order for pre-college engineering instruction to be successful, it is necessary to develop a NOE instrument. Throughout this paper, we have mainly focused on establishing the validity of the VNOE questionnaire.