Predictive Modelling Techniques
Master predictive modelling, from data cleansing to machine-learning deployment. This flexible online course teaches regression, decision trees, clustering and stakeholder-driven technical requirements, so you can turn raw data into actionable insights.
- ICTDAT603 Assess advanced data processes
- ICTSAD508 Develop technical requirements for business solutions
- ICTSAD610 Analyse stakeholder requirements
estimated duration
120-180 hours (Self-paced). Learners are given up to 12 months to complete the course.
learning mode
100% Online
modality
Start anytime
Assessments
This accredited course leads to a Statement of Attainment for Predictive Modelling Techniques, issued by South Sydney College (RTO Code: 45279).
Note: All assessments are aligned with the requirements of ICTDAT603, ICTSAD508, ICTSAD610 and reflect real contract performance management practices.
AUD $699.00 $990.00 29%
Discounted full fee until 31 July.
What You'll Learn?
-
Apply regression, decision trees and clustering to real-world data.
-
Evaluate model accuracy using industry metrics and validation techniques.
-
Document technical requirements that meet stakeholder needs.
-
Translate analytical findings into strategic business recommendations.
Additional Learning Benefits
-
Courses like this one can contribute to university credit and industry certifications.
-
Many ICT units align with CompTIA certification, offering clear pathways to global recognition.
Topics Covered
-
Data Hygiene & Advanced Processing
Data Cleansing Feature Engineering Handling Missing Values Dataset Preparation
-
Predictive Algorithms & Validation
Regression Decision Trees Clustering Model Performance Evaluation
-
Technical Requirements & Documentation
Functional Requirements Contraints Solution Scope System Documentation
-
Stakeholder Analysis & Risk Management
Stakeholder Needs Requirement Verification Risk Assessment Business Alignment
Learning Outcomes
By the end of this course, you'll be able to:
-
Design, build and validate robust predictive models.
-
Clean, normalise and prepare complex data sets.
-
Capture and prioritise stakeholder requirements for technical solutions.
-
Communicate clear, data-driven insights to guide business strategy.
Learning Pathway
SkillX provides a flexible learning journey designed to support your goals—whether you’re upskilling, pursuing formal qualifications, or preparing for university or industry certification.
Start Here
Essential / Premium Plan: Build your knowledge and skills with flexible, self-paced learning. Access up to 100 microlearnings across high-demand fields like business, IT, project management, and cyber security.
Complete the Learning Pathway
Microlearnings: Finish all microlearnings in this pathway to build practical skills and prepare for the accredited unit.
Go Further
Accredited Units (available via Professional Plan or pay-per-certification). Complete formal assessments to earn a Statement of Attainment for nationally recognized units of competency.
Unlock More
Full Qualifications: Stack your accredited units to progress toward a full nationally recognised qualification.
Your Future Pathways
After completing full qualifications or selected accredited units, you can::
- Gain credit transfer to Australian universities toward a bachelor's degree (selected units only).
- Sit for industry-recognised certification exams (e.g., CompTIA, Azure, AWS, and others) in selected ICT units only.
- Enhance your employability skills with industry-ready credentials.
*Credit transfer and certification opportunities are available for selected units only.
Certificates Included
Australian Accredited Certification (AQF Certificate)
(Available through formal qualification pathway - Professional Track)
Statement of Attainment for accredited unit
(Unlock when you add Accredited Certification or Professional Track)
SkillX Professional Certificate
(Essential & Premium)
AUD $699.00 $990.00 29%
Discounted full fee until 31 July.