BIO2010 Data science for biologists
Faculty of Science
BIO2010 Data science for biologists is a level 2, 6-credit-point, undergraduate unit from the Faculty of Science, offered in 2024 in Semester 2 at Clayton. It has no prerequisites and unlocks 2 units, leading on to 4 units in all.
- Credit points
- 6
- Offered in 2024
- Semester 2
- Clayton
- Assessment
- Exam 50%
- and 2 other tasks
This is the 2024 handbook entry. See the 2027 entry.
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Requisites
Before BIO2010
No prerequisites or corequisites besides the enrolment rules below.
After BIO2010
2 units list BIO2010 as a prerequisite or corequisite.
Overview
Professional biologists with the skills to design experiments and analyse data are essential for identifying and responding to society’s urgent environmental, biomedical, and social challenges. This unit provides the approaches and tools that enable curious and creative minds to collect, analyse, and understand complex biological data. Drawing on a variety of examples from biology, genetics, and the biomedical sciences, we focus first on constructing impactful and testable research questions and designing rigorous experiments to match. We then introduce modern data science methods, using the R statistical environment, that make exploring, visualising, and analysing complex biological data as fast and as fluent as possible. Throughout the unit we work in small groups to promote hands-on problem solving and peer-assisted debate. The combination of training in critical thinking, data science using R, communication, and team work, will provide you with a demonstrable skill set that is highly-valued in a variety of traditional and emerging scientific careers, or for further undergraduate and honours study.
Offerings in 2024
| Teaching period | Campus | Mode |
|---|---|---|
| Second semester | Clayton | On campus |
Assessment
- Laboratory and workshop engagementOther10%
- In-semester tests and assignmentsOther40%
- Examination - Theory (2 hours and 10 minutes)Exam50%
Learning outcomes
When you finish this unit, you should be able to:
- 1
Construct, test, and evaluate scientific hypotheses in biology.
- 2
Design and optimise sampling programs and experiments for answering biological questions.
- 3
Select and justify the most appropriate analysis for a biological dataset and research question.
- 4
Summarise, visualise and analyse datasets using the programming tools of R.
- 5
Critically evaluate biological data and make inferences from analyses.
Workload and teaching
- Workshops12 hours
- Laboratories36 hours
- Teaching approachProblem-based learning
- Teaching approachCase-based teaching
- Teaching approachPeer assisted learning
- Teaching approachEnquiry-based learning
- One 1-hour interactive workshop
- One 3-hour laboratory
- 3 hours of pre-class and post-class activities and
- 5 hours of independent study or group work per week
Both workshops and practical classes make use of problem-based learning approaches, whereby students work to solve a set of problems unfamiliar to them.
This unit makes use of examples and topics come from the ecology and evolution literature, as well medical and human health research. The examples and sample studies are useful teaching tools, but also interesting, relevant, and thought provoking.
Throughout the unit we work in small groups to promote hands-on problem solving and peer-assisted debate.
This unit will pose questions, problems or scenarios to student students on the topics of data science, experimental design and statistical models. Students will identify and research issues and questions to develop knowledge or solutions.
Learning resources
Required resources
Bring your own device
Where it fits
BIO2010 is part of 7 areas of study in the 2024 handbook.
- ECOLOGY05Level 2 and 3 unitsEcology and conservation biologyNo reviews yet
- ECOLOGY06Biology elective unitsEcology and conservation biologyNo reviews yet
- ECOLOGY07Level 2 and 3 unitsEcology and conservation biologyNo reviews yet
- GENEGENO01Level 1 and level 2 unitsGenetics and genomicsNo reviews yet
- GENEGENO03Core unitsGenetics and genomicsNo reviews yet
- PLNTSCI05Level 2 and 3 unitsPlant sciencesNo reviews yet
- ZOOLOGY07Level 2 and 3 unitsZoologyNo reviews yet
Contacts
- Unit Coordinators
- Associate Professor Matthew Hall
- Chief Examiners
- Associate Professor Matthew Hall
Common questions
What are the prerequisites for BIO2010?
BIO2010 has no prerequisites, but enrolment rules apply.
What can I take after BIO2010?
BIO2010 is a prerequisite or corequisite for 2 units, including BIO3020 and GEN3010. Those lead on to 4 units in all.
When is BIO2010 offered?
In 2024, BIO2010 runs in Semester 2 at Clayton.
Does BIO2010 have an exam?
Yes. The exam is worth 50% of the final mark, alongside 2 other tasks.
Which majors and minors include BIO2010?
BIO2010 is part of Ecology and conservation biology; Genetics and genomics; Plant sciences; and Zoology.