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Data Quality Management Specialist Exam Intermediate

The Data Quality Management Specialist Exam by DAMA validates expertise in ensuring accurate, consistent, and reliable data across organizations—critical for data stewards, quality analysts, and governance leads. With over 10,000 CDMP-certified professionals globally, this exam addresses the growing demand for skilled data quality practitioners who can reduce errors costing businesses an average of $15 million annually.

This course prepares you for the official DAMA Data Quality Management Specialist Exam with Guaranteed-to-Run live training and official vendor-authorized courseware. Gain the skills to advance to Practitioner or Master CDMP levels and boost your earning potential in high-impact data roles.

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Course Overview

The Data Quality Management Specialist Exam by DAMA is a specialized certification designed for data professionals seeking to validate their expertise in ensuring high-quality data across organizational systems. This exam is one of the seven specialty exams under the Certified Data Management Professional (CDMP®) program and is ideal for data quality analysts, data stewards, and data governance specialists. Candidates are expected to demonstrate applied knowledge in data quality principles, including data profiling, cleansing, monitoring, and root cause analysis, as outlined in the DAMA-DMBOK® framework. According to DAMA International, over 10,000 professionals worldwide have earned CDMP® credentials, reflecting strong industry adoption and recognition across finance, healthcare, and government sectors.

The exam preparation covers core data quality tools and methodologies used in real-world environments, including Informatica Data Quality, IBM InfoSphere, Talend, Microsoft Purview, and open-source platforms like Apache Griffin. While the certification itself is exam-based and not lab-intensive, training for the Data Quality Management Specialist Exam often includes hands-on exercises where candidates configure data quality rules, build data profiling reports, and implement data reconciliation workflows using simulated enterprise datasets. These practical components are typically delivered through virtual classroom environments with access to cloud-based data platforms, allowing learners to apply concepts such as data matching, standardization, and quality scorecard development. A key project involves designing and executing a comprehensive data quality assessment for a customer database, identifying anomalies, and recommending remediation strategies.

Passing the Data Quality Management Specialist Exam contributes to achieving the CDMP® Practitioner or Master level certification, widely recognized as the global standard in data management credentials. Certified professionals report an average salary increase of 15–20%, with data quality roles in North America averaging $95,000–$130,000 annually, according to DAMA’s 2023 salary survey. Koenig Solutions offers official DAMA-aligned training with certified instructors, providing 1-on-1 learning options and Guaranteed-to-Run batches to ensure timely preparation. With data quality now a top priority for 87% of enterprises investing in digital transformation, mastering this domain positions professionals to lead data trust initiatives and advance into senior data governance and stewardship roles.

What You'll Learn

Architect data quality dimensions according to DAMA-DMBOK2 principles to validate enterprise data integrity and accuracy.
Execute data profiling procedures to detect and analyze quality issues, generating actionable insights for the Data Quality Lifecycle.
Implement data cleansing techniques to remediate data accuracy and consistency, producing measurable improvements in decision-support systems.
Construct Data Quality Scorecards using DAMA-DMBOK2 frameworks to quantify and track data health against business-impact metrics.
Execute root cause analysis to isolate and resolve systemic data issues, integrating findings into the Metadata Repository to prevent recurring defects.
Validate data quality operations against DAMA-DMBOK2 guidelines to ensure compliance with enterprise data governance and maintain sustained information quality.

Skills You'll Gain

Data Quality Dimensions Data Profiling Data Quality Rules Root Cause Analysis DAMA DMBOK Framework Data Quality Metrics Data Quality Scorecards Data Cleansing Data Deduplication Data Standardization Data Quality Monitoring Data Governance Integration Metadata for Data Quality Master Data Quality Reference Data Quality Data Quality Lifecycle Data Quality Automation

Prerequisites

Recommended knowledge before taking this course
  • Familiarity with the DAMA Data Quality Management Specialist Exam framework based on DAMA-DMBOK® 2nd Edition and its data management domains
  • Understanding of essential data quality dimensions such as accuracy, completeness, consistency, validity, and timeliness, vital for passing the DAMA Data Quality Management Specialist Exam
  • Ability to define and implement data quality rules, metrics, and scoring methods aligned with DAMA standards
  • Experience with data profiling techniques like column analysis, frequency analysis, and duplication detection, crucial for the Data Quality Management Specialist certification
  • Knowledge of root cause analysis and data remediation processes necessary for addressing data quality issues in the DAMA Data Quality Management Specialist Exam
  • Understanding of how data governance, metadata management, and data quality controls interrelate, as emphasized in DAMA's certification requirements
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Certification Exam

Everything you need to know about the Data Quality Management Specialist Exam certification exam

Exam Details
Exam Name
Data Quality Management Specialist Exam
Format
Multiple Choice Questions (MCQs), Case Studies, Practical Exercises
Questions
60-80 questions
Duration
180 minutes
Passing Score
750 (out of 1000)
Validity
2 years (renewable through recertification or continuing education credits)
Retake Policy
Retake requires full re-registration and fee payment; no refunds provided for failed attempts; candidates must complete the exam within 12 months of enrollment
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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Data Quality Management Specialist Exam Fundamentals
Data quality purpose and business value Fitness for use concept application Data quality risks and impacts Key business drivers for quality Aligning quality with business priorities Quality vs management framework distinctions Information lifecycle relevance in DAMA Integrating core data management disciplines
2
Day 2– Data Quality Dimensions and Measurement
Accuracy dimension assessment techniques Completeness measurement and reporting Consistency across enterprise systems Validity and permissible value checks Timeliness and currency optimization Uniqueness and duplicate detection methods Integrity constraints and validation Conformity and standardization protocols
3
Day 3– Data Profiling and Assessment Techniques
Column-level profiling methodology Cross-column dependency analysis Cross-table relationship integrity checks Pattern and frequency analysis Advanced outlier detection techniques Duplication identification and analysis Relationship validation and verification Profiling unknown data source structures
4
Day 4– Data Quality Rules and Remediation
Defining effective business rules Critical data element identification Rule ownership and stewardship assignment Data cleansing process implementation Standardization and normalization techniques Data enrichment and enhancement methods Deduplication and consolidation strategies Survivorship and golden record creation
5
Day 5– Governance and Operational Controls
Data governance connection strategies Stewardship roles and accountability Data owner accountability frameworks Issue escalation and resolution procedures Metadata and lineage utilization Master and reference data controls Data integration quality verification Operational monitoring and alert systems

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

74%

of Data Quality Management Specialist Exam certified professionals report career advancement within 6 months

Salary Impact

+22%

Average salary increase reported after obtaining the Data Quality Management Specialist Exam certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Data Quality Analyst
  • Data Governance Specialist
  • Data Steward
  • Data Quality Manager
  • Master Data Management Specialist
  • Enterprise Data Quality Specialist

Companies Hiring

5,000+
Microsoft Deloitte Accenture Amgen Novartis Capgemini Infosys Wipro Goldman Sachs CMHC

and 5,000+ organizations worldwide seeking Data Quality Management Specialist Exam certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

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  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

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    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the Data Quality Management Specialist Exam training course

Is the Data Quality Management Specialist Exam included in the training, and what is the exam fee?
The Data Quality Management Specialist Exam by DAMA is not included in Koenig Solutions training. You must purchase it separately for USD $300 via the DAMA cdmp.info portal. This fee covers an online proctored exam delivered through Honorlock. Per DAMA policy effective August 1, 2024, candidates must schedule and complete their exam within 12 months of enrollment.
What training formats does Koenig offer for the Data Quality Management Specialist Exam preparation?
Koenig offers live online 1-on-1 instructor-led training and public virtual classes for the Data Quality Management Specialist Exam. All sessions are Guaranteed-to-Run regardless of enrollment size. The 40-hour course features flexible scheduling on weekdays or weekends. We also provide destination training and Fly-Me-A-Trainer (FMAT) options for convenient, on-site delivery tailored to your professional team requirements.
How long is lab access provided, and what type of lab environment is used?
You receive 90 days of lab access starting from your course date. We use cloud-hosted sandbox environments that simulate professional data quality tools and workflows. These hands-on labs are included in select Koenig training packages. They reinforce core concepts from the DAMA-DMBOK® 2nd Edition, specifically focusing on practical data profiling, cleansing techniques, and monitoring processes.
What is Koenig Solutions' rescheduling and cancellation policy for this training?
Koenig allows free rescheduling with at least 7 days' notice. Cancellations made 15 or more days before the start date incur no fee. Cancellations within 7–14 days are charged 15% of the fee. Cancellations within 6 days result in a 25% charge. Note that no refunds are issued once your Data Quality Management Specialist Exam training begins.
What is the format, duration, and passing score of the Data Quality Management Specialist Exam?
The Data Quality Management Specialist Exam consists of 60 multiple-choice questions to be completed in 90 minutes. You need a 70% score for Practitioner level or 80% for Master level. This is an open-book, online proctored exam via Honorlock. It is based on the DAMA-DMBOK® 2nd Edition, covering critical data quality dimensions, measurement, and improvement processes.
How long is the certification valid, and what is the renewal process?
Your CDMP certification, including the Data Quality Management Specialist designation, remains valid for three years. Renewal requires completing Continuing Professional Development (CPD) activities and paying a renewal fee. No recertification exam is necessary. You can earn CPD points through professional training, industry webinars, or relevant professional contributions as defined by DAMA International's official guidelines.
What post-training support does Koenig provide after completing the course?
Koenig provides 30 days of post-training mentor support via email or scheduled calls. You gain access to recorded sessions and community forums for peer interaction. Learners receive expert exam guidance and comprehensive study resources. Retake options are available at discounted rates for those who need additional preparation before attempting the official DAMA Data Quality Management Specialist Exam.
What are the prerequisites or recommended experience for taking the Data Quality Management Specialist Exam?
While no formal prerequisites exist, DAMA recommends 2–10 years of experience for the Practitioner level and 10+ years for the Master level. This includes hands-on work in data quality assessment, rule design, and remediation. Candidates should be familiar with the DAMA-DMBOK® framework and possess foundational knowledge of data governance and data stewardship practices.
What salary increase or career benefits can professionals expect after earning this certification?
Certified professionals report average salary increases of 15–25%. Data Quality Managers typically earn between $95,000 and $130,000 annually in the U.S. This certification boosts credibility for roles like Data Steward or Chief Data Officer. Notably, 78% of CDMP holders report improved promotion opportunities and global professional recognition across more than 60 countries.
How does Koenig's training compare to self-study for passing the Data Quality Management Specialist Exam?
Koenig's training provides structured 40-hour live instruction, hands-on labs, and expert mentorship, significantly increasing first-time pass rates. While self-study relies solely on the DAMA-DMBOK® guide, our program includes exam strategies, practice questions, and real-world case studies. This approach reduces your total preparation time by up to 50% and includes our signature Happiness Guarantee.
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