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Unit of study_

DATA4103: Data Science Honours Project A

Semester 2, 2023 [Normal day] - Camperdown/Darlington, Sydney

Independent research can be a life changing experience. In this unit you will complete a research project in the discipline of Data Science. Together with your supervisor, you will identify a suitable research problem and develop a strategy to address it. This may include synthesising and generalising results from the statistical literature, developing novel methodologies or attacking a problem in applied statistics in an innovative way. In terms of assessment, you will communicate the research plan and findings via an oral presentation and a 40 to 60 page honours thesis. Successful completion of your Honours will clearly demonstrate that you have mastered significant research and professional skills for either undertaking a PhD or any variety of future careers.

Unit details and rules

Unit code DATA4103
Academic unit Mathematics and Statistics Academic Operations
Credit points 6
Prohibitions
? 
None
Prerequisites
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None
Corequisites
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None
Assumed knowledge
? 

None

Available to study abroad and exchange students

No

Teaching staff

Coordinator Clara Grazian, clara.grazian@sydney.edu.au
Type Description Weight Due Length
Honours thesis Oral Presentation
Presentation of research from honours thesis.
10% Week 10
Due date: 13 Oct 2023 at 14:00
25 minutes (+5 minutes questions)
Outcomes assessed: LO1 LO2 LO3 LO4 LO5 LO6 LO7 LO8 LO9
Honours thesis Honours Thesis
Submission of an honours thesis supervised over two semesters.
90% Week 13
Due date: 30 Oct 2023 at 17:00
2 semesters ~60 pages
Outcomes assessed: LO1 LO2 LO3 LO4 LO5 LO6 LO7 LO8 LO9

Assessment summary

Preparation of an honours thesis. 

Assessment criteria

Result Name Mark Range Description
First class – Outstanding 95-100 Outstanding First-Class quality of clear Medal standard
First class – Very high standard 90-94 Very high standard of work similar to above but overall performance is borderline for
award of a Medal.
First class 80-89 Clear First Class quality, showing a command of the field both broad and deep, with the
presentation of some novel insights.
Second class, first division 75-79 Second class Honours, first division – student will have shown a command of the theory
and practice of the discipline.
Second class, second division 70-74 Second class Honours, second division – student is proficient in the theory and practice of
their discipline but has not developed complete independence of thought, practical
mastery or clarity of presentation.
Third class 65-69 Third class Honours – performance indicates that the student has successfully completed
the work, but at a standard barely meeting Honours criteria.
Not pass 0-64 The student's performance in fourth year is not such as to justify the award of Honours.

For more information see guide to grades.

Late submission

In accordance with University policy, these penalties apply when written work is submitted after 11:59pm on the due date:

  • Deduction of 5% of the maximum mark for each calendar day after the due date.
  • After ten calendar days late, a mark of zero will be awarded.

This unit has an exception to the standard University policy or supplementary information has been provided by the unit coordinator. This information is displayed below:

1 mark reduced per day.

Academic integrity

The Current Student website  provides information on academic integrity and the resources available to all students. The University expects students and staff to act ethically and honestly and will treat all allegations of academic integrity breaches seriously.  

We use similarity detection software to detect potential instances of plagiarism or other forms of academic integrity breach. If such matches indicate evidence of plagiarism or other forms of academic integrity breaches, your teacher is required to report your work for further investigation.

You may only use artificial intelligence and writing assistance tools in assessment tasks if you are permitted to by your unit coordinator, and if you do use them, you must also acknowledge this in your work, either in a footnote or an acknowledgement section.

Studiosity is permitted for postgraduate units unless otherwise indicated by the unit coordinator. The use of this service must be acknowledged in your submission.

Simple extensions

If you encounter a problem submitting your work on time, you may be able to apply for an extension of five calendar days through a simple extension.  The application process will be different depending on the type of assessment and extensions cannot be granted for some assessment types like exams.

Special consideration

If exceptional circumstances mean you can’t complete an assessment, you need consideration for a longer period of time, or if you have essential commitments which impact your performance in an assessment, you may be eligible for special consideration or special arrangements.

Special consideration applications will not be affected by a simple extension application.

Using AI responsibly

Co-created with students, AI in Education includes lots of helpful examples of how students use generative AI tools to support their learning. It explains how generative AI works, the different tools available and how to use them responsibly and productively.

WK Topic Learning activity Learning outcomes

Study commitment

Typically, there is a minimum expectation of 1.5-2 hours of student effort per week per credit point for units of study offered over a full semester. For a 6 credit point unit, this equates to roughly 120-150 hours of student effort in total.

Learning outcomes are what students know, understand and are able to do on completion of a unit of study. They are aligned with the University's graduate qualities and are assessed as part of the curriculum.

At the completion of this unit, you should be able to:

  • LO1. LO1. study and work independently and in teams
  • LO2. LO2. manage schedules and resources
  • LO3. LO3. propose research that will increase knowledge in the area of interest
  • LO4. LO4. know the ethical principles of research and adhere to them
  • LO5. LO5. understand quantitative and qualitative approaches to research
  • LO6. LO6. conduct a literature review and write it up
  • LO7. LO7. investigate a topic under supervision, including data collection and analysis
  • LO8. LO8. write a research article that compiles all aspects of the study
  • LO9. LO9. demonstrate the ability to orally present ideas and research findings and respond to questions.

Graduate qualities

The graduate qualities are the qualities and skills that all University of Sydney graduates must demonstrate on successful completion of an award course. As a future Sydney graduate, the set of qualities have been designed to equip you for the contemporary world.

GQ1 Depth of disciplinary expertise

Deep disciplinary expertise is the ability to integrate and rigorously apply knowledge, understanding and skills of a recognised discipline defined by scholarly activity, as well as familiarity with evolving practice of the discipline.

GQ2 Critical thinking and problem solving

Critical thinking and problem solving are the questioning of ideas, evidence and assumptions in order to propose and evaluate hypotheses or alternative arguments before formulating a conclusion or a solution to an identified problem.

GQ3 Oral and written communication

Effective communication, in both oral and written form, is the clear exchange of meaning in a manner that is appropriate to audience and context.

GQ4 Information and digital literacy

Information and digital literacy is the ability to locate, interpret, evaluate, manage, adapt, integrate, create and convey information using appropriate resources, tools and strategies.

GQ5 Inventiveness

Generating novel ideas and solutions.

GQ6 Cultural competence

Cultural Competence is the ability to actively, ethically, respectfully, and successfully engage across and between cultures. In the Australian context, this includes and celebrates Aboriginal and Torres Strait Islander cultures, knowledge systems, and a mature understanding of contemporary issues.

GQ7 Interdisciplinary effectiveness

Interdisciplinary effectiveness is the integration and synthesis of multiple viewpoints and practices, working effectively across disciplinary boundaries.

GQ8 Integrated professional, ethical, and personal identity

An integrated professional, ethical and personal identity is understanding the interaction between one’s personal and professional selves in an ethical context.

GQ9 Influence

Engaging others in a process, idea or vision.

Outcome map

Learning outcomes Graduate qualities
GQ1 GQ2 GQ3 GQ4 GQ5 GQ6 GQ7 GQ8 GQ9

This section outlines changes made to this unit following staff and student reviews.

No changes have been made since this unit was last offered

Disclaimer

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