Now-a-days the performance in higher education in India is a turning point in the academics for all students. This academic performance is influenced by many factors; therefore it is essential to analyze statistically each and every parameter of students that help us to identify the highly and lowery influenced parameters on student performance. This paper will discuss the statistical analysis of student’s demographic information, behavioral data, examination score of first semester and SPI (Student performance index). This paper shows the relationship between collected data on various parameters of student versus student performance index of students. Demographic information and behavioral data of students are used to get the result that which parameters are highly affected on student’s SPI result. The raw data was preprocessed in terms of filling up missing values, transforming values in one form into another and relevant attribute/ variable selection.