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ADE Data Analyst Professional Path course
Career Pathways • Beginner to Intermediate

ADE Data Analyst Professional Path

Connect business questions, data preparation, analysis, BI and communication in one portfolio-ready pathway.

36 estimated hours6 modules12 lessonsGraded ADE certificate
ENROLLMENT
Start with one ADE identity

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CURRICULUM

Sequential learning structure

Each lesson unlocks only after the previous required step is completed. Module assessments are gates: a failed checkpoint or capstone keeps the following module locked until the pass mark is achieved.

01
Problem framing and metrics
Translate a vague business request into answerable analytical questions.
Clarify stakeholder decisionsDefine measurable KPIsSet scope and assumptions
Turn requests into analytical questions50 min
Define KPIs, scope and assumptions50 min
02
Data preparation across tools
Prepare analysis-ready data using spreadsheet and SQL thinking.
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Profile source data
Create cleaning rules
Extract only relevant data
Profile and clean source data55 min
Extract and shape only what analysis needs55 min
03
Exploratory analysis
Explore patterns, variation and segments before building a final story.
Describe distributionsInvestigate outliersCompare meaningful segments
Explore distributions and variation60 min
Segment, compare and investigate drivers60 min
04
BI modelling and KPI design
Turn prepared data into a model and dashboard aligned to the business question.
Design analytical modelsCreate KPI logicBuild decision-oriented views
Design the analytical model60 min
Build a decision-oriented dashboard60 min
05
Insight communication and portfolio evidence
Present findings with context, limitations and evidence that others can evaluate.
Structure an analytical narrativeDocument limitationsPackage work as portfolio evidence
Write an evidence-based analytical story55 min
Package work as portfolio evidence50 min
06
End-to-end analyst capstone
Complete an analyst project from problem statement to recommendations and portfolio-ready proof.
Integrate the full workflowDefend analytical choicesPresent a professional final project
Capstone brief: end-to-end analyst project55 min
Defend decisions and finalise the evidence package50 min
CERTIFICATE GRADING

Your result is not just “completed”.

Checkpoint scores and the reviewed capstone produce a weighted final result. The certificate displays both the grade and classification.

A+ · High Distinction95–100%
A · Distinction90–94%
B+ · High Merit85–89%
B · Merit80–84%
C+ · Credit75–79%
C · Pass70–74%
Below 70% is not eligible for the course certificate. A failed gated assessment must be passed before progression.
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How learning becomes evidence

Learning progress is attached to your ADE identity
Assessment attempts retain scored or reviewed outcomes
Applied work contributes to the course result
The certificate records final score, grade and classification
Professional ADE Skill Verification remains a separate, stronger process
INSTRUCTORS

Instructor assignments will appear here when academic operations connects the course to faculty records.