Data Science

Factors Influencing Student Performance

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Assessment Type

Research Report

Word Count

2500 words


Business Data Analysis


5 Days

Assignment Criteria


As a research officer you have been asked to summarise, analyse and interpret the data. Exam results are the focus (column A) and you will therefore need to consider the distribution of the exam results, as well as potential factors that may contribute to the level of a student's exam performance. Specific tasks include the following:

  • Consider the distribution of exam results
  • Also consider what influences exam results (Hint: using multiple regression and hypothesis testing)
  • Consider the following to determine which factors, if any, influence the exam result.
      • gender
      • quiz result
      • lecture attendance
      • SGT attendance

For each of the above components you should:

  1. Prepare a table and/or chart to summarise the data
  2. Analyse & interpret the data 

Please note that part of this task is for you to assess which is the most appropriate table/chart to use for each section of analysis and in some cases this will mean that you need to try various options before making your final decision. 

You are to prepare a report to summarise your findings.

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Assignment Solution


Universities play a dominant role in the provision of higher education in Australia. The objective is to deliver the best possible outcomes and experience related to education; universities always look for the best alternatives to make the learning understand better so as to facilitate students to acquire their full potential. Colleges, universities and school have no value without student. Students are the most important asset for any institute related to education. The economic and social development of a nation is directly connected with student performance. The performance of students has a dominant role in providing the best quality graduate students who will become manpower and leader for the nation. That’s why students are highly responsible for the development of social and economic factors of the country.  The focus of this report is to summarise, analyse and interpret the data. Exam results are the main focus of this research, and hence in this research, we will consider the distribution of exam outcomes as well as potential aspects that led to the level of the exam performance of students. In this research, gender, quiz result, lecture attendance and SGT attendance are the factors that affect the exam results. 

Aim and Objectives

The objective of this research is to identify the factors that influence the exam results.  


Descriptive statistics were performed to summarise the features of exam results, gender, quiz result, lecture attendance and SGT attendance present in the dataset. Data was presented in terms of mean, median, standard deviation, minimum and maximum of exam results, gender, quiz result, lecture attendance and SGT attendance.

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