4.5 credits · Self-paced
Business Intelligence & Analytics Mastery
From data to decisions
Modelling, dashboards and storytelling with modern BI stacks.
Curriculum
01BI Foundations & Data Strategy45 min+
BI Foundations & Data Strategy
Module of "Business Intelligence & Analytics Mastery" — Phoenix Learning Cloud
Overview
This module gives you a rigorous, globally benchmarked treatment of BI Foundations & Data Strategy as it applies to Business Intelligence & Analytics Mastery. Content is aligned to leading international standards and current industry practice (ISO, IEEE, PMBOK, CFA Institute, FATF, NIST, OECD, WHO, IFRS, GDPR, ITIL 4, CEFR and equivalent frameworks where relevant), and structured around Bloom's taxonomy so that you move from understanding to application, analysis and evaluation.
Learning Outcomes
By the end of this module you will be able to:
- Explain the core concepts, terminology and history underpinning BI Foundations & Data Strategy in the context of Business Intelligence & Analytics Mastery.
- Apply recognised international frameworks, standards and best practices to real-world problems in this area.
- Analyse case studies drawn from Europe, North America, the Middle East, Africa and Asia-Pacific to identify what works, what fails, and why.
- Design a defensible plan, artefact or decision using the tools, templates and checklists introduced in the module.
- Evaluate your work against ethical, legal, security, sustainability and inclusion criteria.
Topics Covered
- Foundational concepts, vocabulary and historical evolution of BI Foundations & Data Strategy.
- Global frameworks, regulations and reference architectures relevant to Business Intelligence & Analytics Mastery.
- Key roles, responsibilities and stakeholder maps.
- Processes, workflows and decision points, illustrated with annotated diagrams.
- Tools, platforms and methods currently used by leading organisations.
- Metrics, KPIs and quality criteria used to measure success.
- Common failure modes, anti-patterns and mitigation strategies.
- Cross-cutting concerns: ethics, security, privacy, accessibility, DEI and sustainability.
- Emerging trends (AI, automation, regulation, geopolitics) and how they reshape practice.
Global Standards & References
- ISO / IEC standards relevant to the topic (e.g. ISO 9001, ISO 27001, ISO 31000, ISO 20000, ISO 14001 as applicable).
- Sector bodies: PMI (PMBOK 7), CFA Institute, ACCA, IIA, FATF, NIST, ENISA, WHO, IFRS Foundation, OECD, UN SDGs, ITIL 4, TOGAF, IEEE, W3C, CEFR.
- Landmark legislation and guidance: GDPR, UK Data Protection Act, HIPAA, SOX, Basel III/IV, MiFID II, EU AI Act, DORA.
- Recognised textbooks, whitepapers and peer-reviewed journals cited in each lesson video.
Activities & Practical Work
- Guided walkthrough of a real-world scenario using a downloadable template.
- Case study analysis with structured questions and a marking rubric.
- Hands-on lab or workshop task producing a portfolio artefact (plan, model, code, policy, or design).
- Peer discussion prompt in the Phoenix community for cross-industry perspectives.
- Reflection journal to convert new knowledge into personal action.
Assessment
- Knowledge check quiz (10 questions, 70% pass mark, unlimited retakes).
- Applied assignment graded against a competency rubric (submit for instructor or peer review).
- Contribution to the module discussion counts toward the participation grade.
- Successful completion contributes credits toward your Phoenix Learning Cloud certificate for Business Intelligence & Analytics Mastery, which is QR-verifiable and issued upon passing the end-of-course assessment.
Estimated Effort
Approximately 3–5 hours of study, plus 1–2 hours of practical work. All content is available in your chosen platform language and can be resumed at any time from My Learning.
Next Steps
Complete the quiz, submit the applied assignment, and continue to the next module. Struggling with a concept? Ask the built-in AI Tutor or post in the community — instructors respond within one business day.
02Data Modeling & Warehousing45 min+
Data Modeling & Warehousing
Module of "Business Intelligence & Analytics Mastery" — Phoenix Learning Cloud
Overview
This module gives you a rigorous, globally benchmarked treatment of Data Modeling & Warehousing as it applies to Business Intelligence & Analytics Mastery. Content is aligned to leading international standards and current industry practice (ISO, IEEE, PMBOK, CFA Institute, FATF, NIST, OECD, WHO, IFRS, GDPR, ITIL 4, CEFR and equivalent frameworks where relevant), and structured around Bloom's taxonomy so that you move from understanding to application, analysis and evaluation.
Learning Outcomes
By the end of this module you will be able to:
- Explain the core concepts, terminology and history underpinning Data Modeling & Warehousing in the context of Business Intelligence & Analytics Mastery.
- Apply recognised international frameworks, standards and best practices to real-world problems in this area.
- Analyse case studies drawn from Europe, North America, the Middle East, Africa and Asia-Pacific to identify what works, what fails, and why.
- Design a defensible plan, artefact or decision using the tools, templates and checklists introduced in the module.
- Evaluate your work against ethical, legal, security, sustainability and inclusion criteria.
Topics Covered
- Foundational concepts, vocabulary and historical evolution of Data Modeling & Warehousing.
- Global frameworks, regulations and reference architectures relevant to Business Intelligence & Analytics Mastery.
- Key roles, responsibilities and stakeholder maps.
- Processes, workflows and decision points, illustrated with annotated diagrams.
- Tools, platforms and methods currently used by leading organisations.
- Metrics, KPIs and quality criteria used to measure success.
- Common failure modes, anti-patterns and mitigation strategies.
- Cross-cutting concerns: ethics, security, privacy, accessibility, DEI and sustainability.
- Emerging trends (AI, automation, regulation, geopolitics) and how they reshape practice.
Global Standards & References
- ISO / IEC standards relevant to the topic (e.g. ISO 9001, ISO 27001, ISO 31000, ISO 20000, ISO 14001 as applicable).
- Sector bodies: PMI (PMBOK 7), CFA Institute, ACCA, IIA, FATF, NIST, ENISA, WHO, IFRS Foundation, OECD, UN SDGs, ITIL 4, TOGAF, IEEE, W3C, CEFR.
- Landmark legislation and guidance: GDPR, UK Data Protection Act, HIPAA, SOX, Basel III/IV, MiFID II, EU AI Act, DORA.
- Recognised textbooks, whitepapers and peer-reviewed journals cited in each lesson video.
Activities & Practical Work
- Guided walkthrough of a real-world scenario using a downloadable template.
- Case study analysis with structured questions and a marking rubric.
- Hands-on lab or workshop task producing a portfolio artefact (plan, model, code, policy, or design).
- Peer discussion prompt in the Phoenix community for cross-industry perspectives.
- Reflection journal to convert new knowledge into personal action.
Assessment
- Knowledge check quiz (10 questions, 70% pass mark, unlimited retakes).
- Applied assignment graded against a competency rubric (submit for instructor or peer review).
- Contribution to the module discussion counts toward the participation grade.
- Successful completion contributes credits toward your Phoenix Learning Cloud certificate for Business Intelligence & Analytics Mastery, which is QR-verifiable and issued upon passing the end-of-course assessment.
Estimated Effort
Approximately 3–5 hours of study, plus 1–2 hours of practical work. All content is available in your chosen platform language and can be resumed at any time from My Learning.
Next Steps
Complete the quiz, submit the applied assignment, and continue to the next module. Struggling with a concept? Ask the built-in AI Tutor or post in the community — instructors respond within one business day.
03ETL / ELT Pipelines45 min+
ETL / ELT Pipelines
Module of "Business Intelligence & Analytics Mastery" — Phoenix Learning Cloud
Overview
This module gives you a rigorous, globally benchmarked treatment of ETL / ELT Pipelines as it applies to Business Intelligence & Analytics Mastery. Content is aligned to leading international standards and current industry practice (ISO, IEEE, PMBOK, CFA Institute, FATF, NIST, OECD, WHO, IFRS, GDPR, ITIL 4, CEFR and equivalent frameworks where relevant), and structured around Bloom's taxonomy so that you move from understanding to application, analysis and evaluation.
Learning Outcomes
By the end of this module you will be able to:
- Explain the core concepts, terminology and history underpinning ETL / ELT Pipelines in the context of Business Intelligence & Analytics Mastery.
- Apply recognised international frameworks, standards and best practices to real-world problems in this area.
- Analyse case studies drawn from Europe, North America, the Middle East, Africa and Asia-Pacific to identify what works, what fails, and why.
- Design a defensible plan, artefact or decision using the tools, templates and checklists introduced in the module.
- Evaluate your work against ethical, legal, security, sustainability and inclusion criteria.
Topics Covered
- Foundational concepts, vocabulary and historical evolution of ETL / ELT Pipelines.
- Global frameworks, regulations and reference architectures relevant to Business Intelligence & Analytics Mastery.
- Key roles, responsibilities and stakeholder maps.
- Processes, workflows and decision points, illustrated with annotated diagrams.
- Tools, platforms and methods currently used by leading organisations.
- Metrics, KPIs and quality criteria used to measure success.
- Common failure modes, anti-patterns and mitigation strategies.
- Cross-cutting concerns: ethics, security, privacy, accessibility, DEI and sustainability.
- Emerging trends (AI, automation, regulation, geopolitics) and how they reshape practice.
Global Standards & References
- ISO / IEC standards relevant to the topic (e.g. ISO 9001, ISO 27001, ISO 31000, ISO 20000, ISO 14001 as applicable).
- Sector bodies: PMI (PMBOK 7), CFA Institute, ACCA, IIA, FATF, NIST, ENISA, WHO, IFRS Foundation, OECD, UN SDGs, ITIL 4, TOGAF, IEEE, W3C, CEFR.
- Landmark legislation and guidance: GDPR, UK Data Protection Act, HIPAA, SOX, Basel III/IV, MiFID II, EU AI Act, DORA.
- Recognised textbooks, whitepapers and peer-reviewed journals cited in each lesson video.
Activities & Practical Work
- Guided walkthrough of a real-world scenario using a downloadable template.
- Case study analysis with structured questions and a marking rubric.
- Hands-on lab or workshop task producing a portfolio artefact (plan, model, code, policy, or design).
- Peer discussion prompt in the Phoenix community for cross-industry perspectives.
- Reflection journal to convert new knowledge into personal action.
Assessment
- Knowledge check quiz (10 questions, 70% pass mark, unlimited retakes).
- Applied assignment graded against a competency rubric (submit for instructor or peer review).
- Contribution to the module discussion counts toward the participation grade.
- Successful completion contributes credits toward your Phoenix Learning Cloud certificate for Business Intelligence & Analytics Mastery, which is QR-verifiable and issued upon passing the end-of-course assessment.
Estimated Effort
Approximately 3–5 hours of study, plus 1–2 hours of practical work. All content is available in your chosen platform language and can be resumed at any time from My Learning.
Next Steps
Complete the quiz, submit the applied assignment, and continue to the next module. Struggling with a concept? Ask the built-in AI Tutor or post in the community — instructors respond within one business day.
04SQL for Analytics45 min+
SQL for Analytics
Module of "Business Intelligence & Analytics Mastery" — Phoenix Learning Cloud
Overview
This module gives you a rigorous, globally benchmarked treatment of SQL for Analytics as it applies to Business Intelligence & Analytics Mastery. Content is aligned to leading international standards and current industry practice (ISO, IEEE, PMBOK, CFA Institute, FATF, NIST, OECD, WHO, IFRS, GDPR, ITIL 4, CEFR and equivalent frameworks where relevant), and structured around Bloom's taxonomy so that you move from understanding to application, analysis and evaluation.
Learning Outcomes
By the end of this module you will be able to:
- Explain the core concepts, terminology and history underpinning SQL for Analytics in the context of Business Intelligence & Analytics Mastery.
- Apply recognised international frameworks, standards and best practices to real-world problems in this area.
- Analyse case studies drawn from Europe, North America, the Middle East, Africa and Asia-Pacific to identify what works, what fails, and why.
- Design a defensible plan, artefact or decision using the tools, templates and checklists introduced in the module.
- Evaluate your work against ethical, legal, security, sustainability and inclusion criteria.
Topics Covered
- Foundational concepts, vocabulary and historical evolution of SQL for Analytics.
- Global frameworks, regulations and reference architectures relevant to Business Intelligence & Analytics Mastery.
- Key roles, responsibilities and stakeholder maps.
- Processes, workflows and decision points, illustrated with annotated diagrams.
- Tools, platforms and methods currently used by leading organisations.
- Metrics, KPIs and quality criteria used to measure success.
- Common failure modes, anti-patterns and mitigation strategies.
- Cross-cutting concerns: ethics, security, privacy, accessibility, DEI and sustainability.
- Emerging trends (AI, automation, regulation, geopolitics) and how they reshape practice.
Global Standards & References
- ISO / IEC standards relevant to the topic (e.g. ISO 9001, ISO 27001, ISO 31000, ISO 20000, ISO 14001 as applicable).
- Sector bodies: PMI (PMBOK 7), CFA Institute, ACCA, IIA, FATF, NIST, ENISA, WHO, IFRS Foundation, OECD, UN SDGs, ITIL 4, TOGAF, IEEE, W3C, CEFR.
- Landmark legislation and guidance: GDPR, UK Data Protection Act, HIPAA, SOX, Basel III/IV, MiFID II, EU AI Act, DORA.
- Recognised textbooks, whitepapers and peer-reviewed journals cited in each lesson video.
Activities & Practical Work
- Guided walkthrough of a real-world scenario using a downloadable template.
- Case study analysis with structured questions and a marking rubric.
- Hands-on lab or workshop task producing a portfolio artefact (plan, model, code, policy, or design).
- Peer discussion prompt in the Phoenix community for cross-industry perspectives.
- Reflection journal to convert new knowledge into personal action.
Assessment
- Knowledge check quiz (10 questions, 70% pass mark, unlimited retakes).
- Applied assignment graded against a competency rubric (submit for instructor or peer review).
- Contribution to the module discussion counts toward the participation grade.
- Successful completion contributes credits toward your Phoenix Learning Cloud certificate for Business Intelligence & Analytics Mastery, which is QR-verifiable and issued upon passing the end-of-course assessment.
Estimated Effort
Approximately 3–5 hours of study, plus 1–2 hours of practical work. All content is available in your chosen platform language and can be resumed at any time from My Learning.
Next Steps
Complete the quiz, submit the applied assignment, and continue to the next module. Struggling with a concept? Ask the built-in AI Tutor or post in the community — instructors respond within one business day.
05Power BI & Tableau Essentials45 min+
Power BI & Tableau Essentials
Module of "Business Intelligence & Analytics Mastery" — Phoenix Learning Cloud
Overview
This module gives you a rigorous, globally benchmarked treatment of Power BI & Tableau Essentials as it applies to Business Intelligence & Analytics Mastery. Content is aligned to leading international standards and current industry practice (ISO, IEEE, PMBOK, CFA Institute, FATF, NIST, OECD, WHO, IFRS, GDPR, ITIL 4, CEFR and equivalent frameworks where relevant), and structured around Bloom's taxonomy so that you move from understanding to application, analysis and evaluation.
Learning Outcomes
By the end of this module you will be able to:
- Explain the core concepts, terminology and history underpinning Power BI & Tableau Essentials in the context of Business Intelligence & Analytics Mastery.
- Apply recognised international frameworks, standards and best practices to real-world problems in this area.
- Analyse case studies drawn from Europe, North America, the Middle East, Africa and Asia-Pacific to identify what works, what fails, and why.
- Design a defensible plan, artefact or decision using the tools, templates and checklists introduced in the module.
- Evaluate your work against ethical, legal, security, sustainability and inclusion criteria.
Topics Covered
- Foundational concepts, vocabulary and historical evolution of Power BI & Tableau Essentials.
- Global frameworks, regulations and reference architectures relevant to Business Intelligence & Analytics Mastery.
- Key roles, responsibilities and stakeholder maps.
- Processes, workflows and decision points, illustrated with annotated diagrams.
- Tools, platforms and methods currently used by leading organisations.
- Metrics, KPIs and quality criteria used to measure success.
- Common failure modes, anti-patterns and mitigation strategies.
- Cross-cutting concerns: ethics, security, privacy, accessibility, DEI and sustainability.
- Emerging trends (AI, automation, regulation, geopolitics) and how they reshape practice.
Global Standards & References
- ISO / IEC standards relevant to the topic (e.g. ISO 9001, ISO 27001, ISO 31000, ISO 20000, ISO 14001 as applicable).
- Sector bodies: PMI (PMBOK 7), CFA Institute, ACCA, IIA, FATF, NIST, ENISA, WHO, IFRS Foundation, OECD, UN SDGs, ITIL 4, TOGAF, IEEE, W3C, CEFR.
- Landmark legislation and guidance: GDPR, UK Data Protection Act, HIPAA, SOX, Basel III/IV, MiFID II, EU AI Act, DORA.
- Recognised textbooks, whitepapers and peer-reviewed journals cited in each lesson video.
Activities & Practical Work
- Guided walkthrough of a real-world scenario using a downloadable template.
- Case study analysis with structured questions and a marking rubric.
- Hands-on lab or workshop task producing a portfolio artefact (plan, model, code, policy, or design).
- Peer discussion prompt in the Phoenix community for cross-industry perspectives.
- Reflection journal to convert new knowledge into personal action.
Assessment
- Knowledge check quiz (10 questions, 70% pass mark, unlimited retakes).
- Applied assignment graded against a competency rubric (submit for instructor or peer review).
- Contribution to the module discussion counts toward the participation grade.
- Successful completion contributes credits toward your Phoenix Learning Cloud certificate for Business Intelligence & Analytics Mastery, which is QR-verifiable and issued upon passing the end-of-course assessment.
Estimated Effort
Approximately 3–5 hours of study, plus 1–2 hours of practical work. All content is available in your chosen platform language and can be resumed at any time from My Learning.
Next Steps
Complete the quiz, submit the applied assignment, and continue to the next module. Struggling with a concept? Ask the built-in AI Tutor or post in the community — instructors respond within one business day.
06DAX & Advanced Calculations45 min+
DAX & Advanced Calculations
Module of "Business Intelligence & Analytics Mastery" — Phoenix Learning Cloud
Overview
This module gives you a rigorous, globally benchmarked treatment of DAX & Advanced Calculations as it applies to Business Intelligence & Analytics Mastery. Content is aligned to leading international standards and current industry practice (ISO, IEEE, PMBOK, CFA Institute, FATF, NIST, OECD, WHO, IFRS, GDPR, ITIL 4, CEFR and equivalent frameworks where relevant), and structured around Bloom's taxonomy so that you move from understanding to application, analysis and evaluation.
Learning Outcomes
By the end of this module you will be able to:
- Explain the core concepts, terminology and history underpinning DAX & Advanced Calculations in the context of Business Intelligence & Analytics Mastery.
- Apply recognised international frameworks, standards and best practices to real-world problems in this area.
- Analyse case studies drawn from Europe, North America, the Middle East, Africa and Asia-Pacific to identify what works, what fails, and why.
- Design a defensible plan, artefact or decision using the tools, templates and checklists introduced in the module.
- Evaluate your work against ethical, legal, security, sustainability and inclusion criteria.
Topics Covered
- Foundational concepts, vocabulary and historical evolution of DAX & Advanced Calculations.
- Global frameworks, regulations and reference architectures relevant to Business Intelligence & Analytics Mastery.
- Key roles, responsibilities and stakeholder maps.
- Processes, workflows and decision points, illustrated with annotated diagrams.
- Tools, platforms and methods currently used by leading organisations.
- Metrics, KPIs and quality criteria used to measure success.
- Common failure modes, anti-patterns and mitigation strategies.
- Cross-cutting concerns: ethics, security, privacy, accessibility, DEI and sustainability.
- Emerging trends (AI, automation, regulation, geopolitics) and how they reshape practice.
Global Standards & References
- ISO / IEC standards relevant to the topic (e.g. ISO 9001, ISO 27001, ISO 31000, ISO 20000, ISO 14001 as applicable).
- Sector bodies: PMI (PMBOK 7), CFA Institute, ACCA, IIA, FATF, NIST, ENISA, WHO, IFRS Foundation, OECD, UN SDGs, ITIL 4, TOGAF, IEEE, W3C, CEFR.
- Landmark legislation and guidance: GDPR, UK Data Protection Act, HIPAA, SOX, Basel III/IV, MiFID II, EU AI Act, DORA.
- Recognised textbooks, whitepapers and peer-reviewed journals cited in each lesson video.
Activities & Practical Work
- Guided walkthrough of a real-world scenario using a downloadable template.
- Case study analysis with structured questions and a marking rubric.
- Hands-on lab or workshop task producing a portfolio artefact (plan, model, code, policy, or design).
- Peer discussion prompt in the Phoenix community for cross-industry perspectives.
- Reflection journal to convert new knowledge into personal action.
Assessment
- Knowledge check quiz (10 questions, 70% pass mark, unlimited retakes).
- Applied assignment graded against a competency rubric (submit for instructor or peer review).
- Contribution to the module discussion counts toward the participation grade.
- Successful completion contributes credits toward your Phoenix Learning Cloud certificate for Business Intelligence & Analytics Mastery, which is QR-verifiable and issued upon passing the end-of-course assessment.
Estimated Effort
Approximately 3–5 hours of study, plus 1–2 hours of practical work. All content is available in your chosen platform language and can be resumed at any time from My Learning.
Next Steps
Complete the quiz, submit the applied assignment, and continue to the next module. Struggling with a concept? Ask the built-in AI Tutor or post in the community — instructors respond within one business day.
07Data Storytelling & Dashboard Design45 min+
Data Storytelling & Dashboard Design
Module of "Business Intelligence & Analytics Mastery" — Phoenix Learning Cloud
Overview
This module gives you a rigorous, globally benchmarked treatment of Data Storytelling & Dashboard Design as it applies to Business Intelligence & Analytics Mastery. Content is aligned to leading international standards and current industry practice (ISO, IEEE, PMBOK, CFA Institute, FATF, NIST, OECD, WHO, IFRS, GDPR, ITIL 4, CEFR and equivalent frameworks where relevant), and structured around Bloom's taxonomy so that you move from understanding to application, analysis and evaluation.
Learning Outcomes
By the end of this module you will be able to:
- Explain the core concepts, terminology and history underpinning Data Storytelling & Dashboard Design in the context of Business Intelligence & Analytics Mastery.
- Apply recognised international frameworks, standards and best practices to real-world problems in this area.
- Analyse case studies drawn from Europe, North America, the Middle East, Africa and Asia-Pacific to identify what works, what fails, and why.
- Design a defensible plan, artefact or decision using the tools, templates and checklists introduced in the module.
- Evaluate your work against ethical, legal, security, sustainability and inclusion criteria.
Topics Covered
- Foundational concepts, vocabulary and historical evolution of Data Storytelling & Dashboard Design.
- Global frameworks, regulations and reference architectures relevant to Business Intelligence & Analytics Mastery.
- Key roles, responsibilities and stakeholder maps.
- Processes, workflows and decision points, illustrated with annotated diagrams.
- Tools, platforms and methods currently used by leading organisations.
- Metrics, KPIs and quality criteria used to measure success.
- Common failure modes, anti-patterns and mitigation strategies.
- Cross-cutting concerns: ethics, security, privacy, accessibility, DEI and sustainability.
- Emerging trends (AI, automation, regulation, geopolitics) and how they reshape practice.
Global Standards & References
- ISO / IEC standards relevant to the topic (e.g. ISO 9001, ISO 27001, ISO 31000, ISO 20000, ISO 14001 as applicable).
- Sector bodies: PMI (PMBOK 7), CFA Institute, ACCA, IIA, FATF, NIST, ENISA, WHO, IFRS Foundation, OECD, UN SDGs, ITIL 4, TOGAF, IEEE, W3C, CEFR.
- Landmark legislation and guidance: GDPR, UK Data Protection Act, HIPAA, SOX, Basel III/IV, MiFID II, EU AI Act, DORA.
- Recognised textbooks, whitepapers and peer-reviewed journals cited in each lesson video.
Activities & Practical Work
- Guided walkthrough of a real-world scenario using a downloadable template.
- Case study analysis with structured questions and a marking rubric.
- Hands-on lab or workshop task producing a portfolio artefact (plan, model, code, policy, or design).
- Peer discussion prompt in the Phoenix community for cross-industry perspectives.
- Reflection journal to convert new knowledge into personal action.
Assessment
- Knowledge check quiz (10 questions, 70% pass mark, unlimited retakes).
- Applied assignment graded against a competency rubric (submit for instructor or peer review).
- Contribution to the module discussion counts toward the participation grade.
- Successful completion contributes credits toward your Phoenix Learning Cloud certificate for Business Intelligence & Analytics Mastery, which is QR-verifiable and issued upon passing the end-of-course assessment.
Estimated Effort
Approximately 3–5 hours of study, plus 1–2 hours of practical work. All content is available in your chosen platform language and can be resumed at any time from My Learning.
Next Steps
Complete the quiz, submit the applied assignment, and continue to the next module. Struggling with a concept? Ask the built-in AI Tutor or post in the community — instructors respond within one business day.
08Predictive Analytics & ML Basics45 min+
Predictive Analytics & ML Basics
Module of "Business Intelligence & Analytics Mastery" — Phoenix Learning Cloud
Overview
This module gives you a rigorous, globally benchmarked treatment of Predictive Analytics & ML Basics as it applies to Business Intelligence & Analytics Mastery. Content is aligned to leading international standards and current industry practice (ISO, IEEE, PMBOK, CFA Institute, FATF, NIST, OECD, WHO, IFRS, GDPR, ITIL 4, CEFR and equivalent frameworks where relevant), and structured around Bloom's taxonomy so that you move from understanding to application, analysis and evaluation.
Learning Outcomes
By the end of this module you will be able to:
- Explain the core concepts, terminology and history underpinning Predictive Analytics & ML Basics in the context of Business Intelligence & Analytics Mastery.
- Apply recognised international frameworks, standards and best practices to real-world problems in this area.
- Analyse case studies drawn from Europe, North America, the Middle East, Africa and Asia-Pacific to identify what works, what fails, and why.
- Design a defensible plan, artefact or decision using the tools, templates and checklists introduced in the module.
- Evaluate your work against ethical, legal, security, sustainability and inclusion criteria.
Topics Covered
- Foundational concepts, vocabulary and historical evolution of Predictive Analytics & ML Basics.
- Global frameworks, regulations and reference architectures relevant to Business Intelligence & Analytics Mastery.
- Key roles, responsibilities and stakeholder maps.
- Processes, workflows and decision points, illustrated with annotated diagrams.
- Tools, platforms and methods currently used by leading organisations.
- Metrics, KPIs and quality criteria used to measure success.
- Common failure modes, anti-patterns and mitigation strategies.
- Cross-cutting concerns: ethics, security, privacy, accessibility, DEI and sustainability.
- Emerging trends (AI, automation, regulation, geopolitics) and how they reshape practice.
Global Standards & References
- ISO / IEC standards relevant to the topic (e.g. ISO 9001, ISO 27001, ISO 31000, ISO 20000, ISO 14001 as applicable).
- Sector bodies: PMI (PMBOK 7), CFA Institute, ACCA, IIA, FATF, NIST, ENISA, WHO, IFRS Foundation, OECD, UN SDGs, ITIL 4, TOGAF, IEEE, W3C, CEFR.
- Landmark legislation and guidance: GDPR, UK Data Protection Act, HIPAA, SOX, Basel III/IV, MiFID II, EU AI Act, DORA.
- Recognised textbooks, whitepapers and peer-reviewed journals cited in each lesson video.
Activities & Practical Work
- Guided walkthrough of a real-world scenario using a downloadable template.
- Case study analysis with structured questions and a marking rubric.
- Hands-on lab or workshop task producing a portfolio artefact (plan, model, code, policy, or design).
- Peer discussion prompt in the Phoenix community for cross-industry perspectives.
- Reflection journal to convert new knowledge into personal action.
Assessment
- Knowledge check quiz (10 questions, 70% pass mark, unlimited retakes).
- Applied assignment graded against a competency rubric (submit for instructor or peer review).
- Contribution to the module discussion counts toward the participation grade.
- Successful completion contributes credits toward your Phoenix Learning Cloud certificate for Business Intelligence & Analytics Mastery, which is QR-verifiable and issued upon passing the end-of-course assessment.
Estimated Effort
Approximately 3–5 hours of study, plus 1–2 hours of practical work. All content is available in your chosen platform language and can be resumed at any time from My Learning.
Next Steps
Complete the quiz, submit the applied assignment, and continue to the next module. Struggling with a concept? Ask the built-in AI Tutor or post in the community — instructors respond within one business day.
09Governance, Quality & Deployment45 min+
Governance, Quality & Deployment
Module of "Business Intelligence & Analytics Mastery" — Phoenix Learning Cloud
Overview
This module gives you a rigorous, globally benchmarked treatment of Governance, Quality & Deployment as it applies to Business Intelligence & Analytics Mastery. Content is aligned to leading international standards and current industry practice (ISO, IEEE, PMBOK, CFA Institute, FATF, NIST, OECD, WHO, IFRS, GDPR, ITIL 4, CEFR and equivalent frameworks where relevant), and structured around Bloom's taxonomy so that you move from understanding to application, analysis and evaluation.
Learning Outcomes
By the end of this module you will be able to:
- Explain the core concepts, terminology and history underpinning Governance, Quality & Deployment in the context of Business Intelligence & Analytics Mastery.
- Apply recognised international frameworks, standards and best practices to real-world problems in this area.
- Analyse case studies drawn from Europe, North America, the Middle East, Africa and Asia-Pacific to identify what works, what fails, and why.
- Design a defensible plan, artefact or decision using the tools, templates and checklists introduced in the module.
- Evaluate your work against ethical, legal, security, sustainability and inclusion criteria.
Topics Covered
- Foundational concepts, vocabulary and historical evolution of Governance, Quality & Deployment.
- Global frameworks, regulations and reference architectures relevant to Business Intelligence & Analytics Mastery.
- Key roles, responsibilities and stakeholder maps.
- Processes, workflows and decision points, illustrated with annotated diagrams.
- Tools, platforms and methods currently used by leading organisations.
- Metrics, KPIs and quality criteria used to measure success.
- Common failure modes, anti-patterns and mitigation strategies.
- Cross-cutting concerns: ethics, security, privacy, accessibility, DEI and sustainability.
- Emerging trends (AI, automation, regulation, geopolitics) and how they reshape practice.
Global Standards & References
- ISO / IEC standards relevant to the topic (e.g. ISO 9001, ISO 27001, ISO 31000, ISO 20000, ISO 14001 as applicable).
- Sector bodies: PMI (PMBOK 7), CFA Institute, ACCA, IIA, FATF, NIST, ENISA, WHO, IFRS Foundation, OECD, UN SDGs, ITIL 4, TOGAF, IEEE, W3C, CEFR.
- Landmark legislation and guidance: GDPR, UK Data Protection Act, HIPAA, SOX, Basel III/IV, MiFID II, EU AI Act, DORA.
- Recognised textbooks, whitepapers and peer-reviewed journals cited in each lesson video.
Activities & Practical Work
- Guided walkthrough of a real-world scenario using a downloadable template.
- Case study analysis with structured questions and a marking rubric.
- Hands-on lab or workshop task producing a portfolio artefact (plan, model, code, policy, or design).
- Peer discussion prompt in the Phoenix community for cross-industry perspectives.
- Reflection journal to convert new knowledge into personal action.
Assessment
- Knowledge check quiz (10 questions, 70% pass mark, unlimited retakes).
- Applied assignment graded against a competency rubric (submit for instructor or peer review).
- Contribution to the module discussion counts toward the participation grade.
- Successful completion contributes credits toward your Phoenix Learning Cloud certificate for Business Intelligence & Analytics Mastery, which is QR-verifiable and issued upon passing the end-of-course assessment.
Estimated Effort
Approximately 3–5 hours of study, plus 1–2 hours of practical work. All content is available in your chosen platform language and can be resumed at any time from My Learning.
Next Steps
Complete the quiz, submit the applied assignment, and continue to the next module. Struggling with a concept? Ask the built-in AI Tutor or post in the community — instructors respond within one business day.