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About

In today's data-driven world, the integrity, accuracy, and reliability of data are critical to effective decision-making, regulatory compliance, and maintaining stakeholder trust. Poor data quality can result in costly errors, inefficiencies, and reputational damage. 


This course provides a comprehensive exploration of data quality management, grounded in the DAMA-DMBOK2 framework and enhanced by alignment with internationally recognised quality and security standards.


The course draws on ISO 9001:2015, a globally accepted standard for quality management systems, which emphasises leadership, customer focus, and continual improvement. By applying ISO 9001 principles to data quality, organisations can embed consistent, efficient, and auditable practices into their data management operations.


Additionally, the course incorporates guidance from ISO 8000-1:2022, which defines the key principles of data quality across the full data lifecycle—including creation, collection, maintenance, usage, and sharing. This standard provides a common foundation for assessing and improving the quality of data assets, ensuring they are fit for purpose and meet organisational needs.


Crucially, the course also recognises the interdependence of data quality and information security. It introduces key aspects of ISO/IEC 27001, the international standard for information security management systems (ISMS). As data becomes an increasingly valuable and vulnerable asset, aligning data quality initiatives with ISO/IEC 27001 helps ensure that data is not only accurate and reliable, but also securely managed and protected against risk.


Together, these frameworks equip participants with the tools and insights needed to establish robust, standards-based data quality practices that support both operational excellence and long-term strategic goals.


Where is this course available?

This course is available In-Person in Doha, Qatar, Dubai, Abu Dhabi in UAE & Riyadh in Saudi Arabia, Muscat in Oman and Amman in Jordan as well as being available Online Worldwide.


Why Should You Take This DAMA Data Quality Course?

This specialist training is essential for professionals aiming to:


  • Implement data quality strategies aligned with international standards

  • Understand the intersection of data management and quality management systems

  • Prepare for the CDMP certification, focusing on data quality aspects

  • Enhance organizational decision-making through reliable data

  • Integrate data quality practices into existing quality management frameworks


Learning Objectives

Participants will gain the ability to:


  • Comprehend the fundamentals of data quality and its business implications

  • Apply the eight dimensions of data quality as defined by DAMA-DMBOK2

  • Develop and implement data quality strategies aligned with ISO 9001:2015

  • Utilize tools and techniques for data profiling, cleansing, and monitoring

  • Integrate data quality management into broader organizational processes


What is ISO 9001?

ISO 9001:2015 is a globally recognized standard for quality management. It helps organizations of all sizes and sectors to improve their performance, meet customer expectations and demonstrate their commitment to quality. Its requirements define how to establish, implement, maintain, and continually improve a quality management system (QMS).


What is ISO 8000-1?

ISO 8000-1:2022 is an international standard that defines the foundational principles of data quality. It outlines the key characteristics required for data to be considered high quality, such as accuracy, completeness, consistency, and relevance. The standard applies across the entire data lifecycle—from creation and collection to storage, maintenance, sharing, and use—and provides a common language and framework for managing data quality in a structured, measurable way. ISO 8000-1:2022 is used globally to help organisations ensure that their data is fit for purpose, supports decision-making, and meets regulatory and operational requirements.


What is ISO/IEC 27001?

In the data management field, ISO/IEC 27001 (Information Security Management Systems) is a widely recognised standard for ensuring information security. Organisations can achieve certification to demonstrate externally that their information security practices meet internationally accepted benchmarks.


Who Is This DQMS Training Course For?

This is a specialist course in Data Management Quality. 


It is ideal for professionals in:


  • Data Governance

  • Data Quality Management

  • Business Intelligence

  • Data Architecture

  • Data Warehousing

  • Information Management

  • Data Analytics

  • Regulatory Compliance

  • Data Stewardship


Prerequisites 


There are no formal prerequisites for enrolling in this course; however, it is designed as a specialist training programme. Participants will benefit from having a basic understanding of data management concepts and familiarity with ISO/IEC 27001, as the course builds on foundational knowledge in both areas to explore advanced data quality frameworks and standards.


Course Customisation


This course is fully customisable to suit the specific needs, priorities, and maturity level of your organisation. The modules listed below are provided as a sample structure and can be tailored to focus on particular sectors, regulatory environments, data challenges, or internal frameworks. 


Whether your organisation is just beginning its data quality journey or looking to align with advanced international standards, the content, case studies, and tools will be adapted to ensure maximum relevance and practical value.


Please note that MENA Executive Training is an independent training provider and is not affiliated with or endorsed by DAMA International. This course is intended solely to help participants prepare for the DAMA International certification examination.

Modules

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Foundations of Data Quality and International Standards

  • Overview of DAMA (Data Management Association)

  • The business case for data quality: value, risk, compliance

  • Overview of DAMA-DMBOK2, ISO 9001, ISO 8000-1, and ISO/IEC 27001

  • How these frameworks align and reinforce one another

  • The lifecycle of data quality in modern data-driven organisations

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Data Quality in the Context of ISO 9001

  • Core principles of quality management systems (QMS)

  • Applying ISO 9001:2015 to data quality policies, roles, and processes

  • Quality objectives, leadership, and continual improvement in the data context

  • Designing and auditing a data-focused quality management system

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The Eight Dimensions of Data Quality (DAMA-DMBOK2)

  • Detailed exploration of: Accuracy, Completeness, Consistency, Timeliness, Uniqueness, Integrity, Conformance, Accessibility

  • Cross-mapping these dimensions to ISO 9001 clauses and ISO 8000 definitions

  • Practical examples and group diagnostics

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Embedding Information Security (ISO/IEC 27001) in Data Quality

  • Understanding the ISMS and its relationship to data integrity

  • Risk-based approach to data quality and protection

  • Data classification, confidentiality, and secure quality controls

  • Integrating data quality metrics into ISMS performance reviews

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Data Quality Assessment and Monitoring

  • Conducting audits, profiling, and root cause analysis

  • Defining KPIs and metrics for ongoing quality control

  • Using ISO-aligned templates and dashboards to report quality status

  • Planning quality reviews within a continuous improvement loop

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Data Quality Improvement Strategies

  • Designing improvement programmes using ISO 9001’s PDCA cycle

  • Standardisation, cleansing, and enrichment approaches

  • Governance structures for sustained quality change

  • Case scenarios and maturity assessments

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Tools and Technology for Data Quality

  • Overview of DQ tools: Informatica, Talend, Trillium, Collibra

  • AI-powered automation for profiling, monitoring, and validation

  • Integration with ISMS, data warehouses, and governance platforms

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Data Governance, Policy, and Stewardship

  • Role of data quality within a broader data governance framework

  • Stewardship roles and responsibilities

  • Policy development aligned with DAMA and ISO standards

  • Cross-functional alignment: data, IT, compliance, and business units

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Case Studies, Implementation, and Certification Readiness

  • Sector-specific case studies: finance, government, healthcare, energy

  • Successful implementation of ISO-aligned data quality programmes

  • Preparing for the CDMP Data Quality exam

  • Wrap-up: key takeaways, resources, and future trends

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Understanding ISO 8000-1:2022 – Principles of Data Quality

  • Scope and definitions of ISO 8000-1

  • The data lifecycle: creation, collection, maintenance, use, and sharing

  • Ensuring data is portable, exchangeable, and semantically clear

  • How ISO 8000 complements DAMA-DMBOK2 in practical settings

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Gain an Official Data Management Global Certificate

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Share your credential on LinkedIn

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Your certification.

Receive a verifiable certification from an accredited certifying body.

Showcase your achievement on LinkedIn and your CV.

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Exam Details

There is no exam for this course. 

Course Study Options

Self Study

Online Study at Your Own Pace

In-Person Training

12 locations across the Middle East

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Qatar: Doha & Lusail

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Saudi Arabia: Riyadh, Jeddah & Dammam

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UAE: Dubai & Abu Dhabi

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Bahrain: Manama ·

 

Oman: Muscat

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Jordan: Amman ·

 

Kuwait: Kuwait City

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Egypt: Cairo

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Live Online Training

Course Duration : Flexible

Ready to find out more?

Speak to our team to choose your course and plan your next step.

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Data Quality | Data Management

Official Training

Languages: English & Arabic

Duration: Flexible

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