Nowadays, selecting the right career path is becoming progressively more critical for young students. There are some factors that influence students’ careers when choosing their career paths such as job satisfaction, career commitment, career planning, and career management. The main objective of this research study is to regulate what aspects influence more on students more when choosing their career paths. For this research study, to investigate the characteristics and interest areas that could have affected students' job choices, we created a questionnaire. To gather the data for this research, we concentrated on higher secondary science students. In our study there were 400 higher secondary science students of western Odisha they belong to different 10 districts. In total 250 were boys and 150 were girls. We evaluated that data and created the models. The target participant’s responses are measured using a 5-Likert scale.