Data Quality Management & Analysis:
This chapter covers the discipline and practice of Data Quality Management (DQM) in a multi-domain Master Data Management (MDM) framework. It discusses how to define and apply a DQM model consistently across a multi-domain environment, and how to expand the practice of DQM to an enterprise level. This chapter starts by presenting how DQM fits into a multi-domain MDM environment and how important it is to manage DQM strategies, decisions, and execution. It continues by introducing a DQM model that is critical to supporting and scaling the discipline beyond MDM. Finally, it covers a data-quality improvement life cycle, with the required steps and activities to analyze, plan, execute, and monitor data quality projects effectively and efficiently.
- Data Profiling
- Data Reporting
- Data Repair
- Defining data quality
Related Conference of Data Quality Management & Analysis:
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Data Quality Management & Analysis: Conference Speakers
Recommended Sessions
- Adverse Drug Reactions:
- Case Report Form in Clinical Trials:
- Data Quality Management & Analysis:
- Drug Safety:
- Evaluation & Prevalence of Pharmacovigilance:
- Pharmacology & Drug Development:
- Pharmacovigilance Risk Management:
- Prevalence of Potential Drug- Drug Interaction:
- Regulatory Affairs:
- Signal detection:
- Vaccines and biological medicines:
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- Personalized Medicine and Drug Delivery - Drug Delivery 2026 (UK)
- Personalized Medicine in Cardiovascular Care - Cardiovascular-2026 (France)
- Pharma and Biotech Financial Outlook - PHARMACEUTICAL SCIENCES 2026 (Italy)
- Pharma Companies - Pharma Europe 2026 (UK)
- Pharma Market Research - MedTech-2026 (Switzerland)
- Pharma-Biotech Collaboration & Open Innovation - Pharmaceuticalindustry-2026 (Netherlands)
- Pharmaceutical Analysis - PHARMACEUTICA 2026 (UK)
- Pharmaceutical Analysis - Formulations 2026 (UK)
- Pharmaceutical Analysis - Pharmatech 2026 (USA)
- Pharmaceutical Analysis & QA/QC - PHARAMACEUTICAL CONF 2026 (France)
- Pharmaceutical Biotechnology - Pharma Europe 2026 (UK)
- Pharmaceutical Biotechnology & Next-Gen Biologics - PHARMA BIOTECH 2026 (UK)
- Pharmaceutical Biotechnology and Biologics - Pharma Expo-2026 (Thailand)
- Pharmaceutical Chemistry - Pharmatech 2026 (USA)
- Pharmaceutical Chemistry - Pharma Europe 2026 (UK)
- Pharmaceutical Chemistry - PHARMACEUTICA 2026 (UK)
- Pharmaceutical Engineering - Pharma Europe 2026 (UK)
- Pharmaceutical Engineering - PHARMACEUTICAL SCIENCES 2026 (Italy)
- Pharmaceutical Excipients - Formulations 2026 (UK)
- Pharmaceutical Formulation - PHARMACEUTICA 2026 (UK)
- Pharmaceutical Formulation - Formulations 2026 (UK)
- Pharmaceutical Formulation & Drug Delivery Systems - Pharma Expo-2026 (Thailand)
- Pharmaceutical Formulations - Pharma Europe 2026 (UK)
- Pharmaceutical Industry - Pharmatech 2026 (USA)
- Pharmaceutical Industry - Pharmatech 2026 (USA)
- Pharmaceutical Manufacturing - PHARMACEUTICA 2026 (UK)
- Pharmaceutical Manufacturing 4.0 - Pharmaceuticalindustry-2026 (Netherlands)
- Pharmaceutical Manufacturing and Pharmacoeconomics - MedTech-2026 (Switzerland)
- Pharmaceutical Manufacturing, Scale Up and Tech transfer - MedTech-2026 (Switzerland)
- Pharmaceutical Microbiology - Pharma Europe 2026 (UK)
- Pharmaceutical Nanotechnology - Pharma Europe 2026 (UK)
- Pharmaceutical Nanotechnology - PHARMACEUTICAL SCIENCES 2026 (Italy)
- Pharmaceutical Nanotechnology - PHARMACEUTICA 2026 (UK)
- Pharmaceutical Packaging & Smart Labeling - Pharmaceuticalindustry-2026 (Netherlands)
- Pharmaceutical Packaging and Logistics - MedTech-2026 (Switzerland)
- Pharmaceutical Preformulation Studies - Drug-Delivery-2026 (France)
- Pharmaceutical Process Chemistry - PHARAMACEUTICAL CONF 2026 (France)
- Pharmaceutical Process Validation - PHARMACEUTICAL SCIENCES 2026 (Italy)
- Pharmaceutical Quality Assurance and GMP - Pharma Expo-2026 (Thailand)
- Pharmaceutical Research and Development - Pharmatech 2026 (USA)
- Pharmaceutical Sciences - Pharma Europe 2026 (UK)
- Pharmaceutical sciences - PHARMACEUTICAL SCIENCES 2026 (Italy)
- Pharmaceutical Sciences - MedTech-2026 (Switzerland)
- Pharmaceutical Supply Chain & Logistics - Pharma Expo-2026 (Thailand)
- Pharmaceutical Supply Chain Optimization - PHARMACEUTICAL SCIENCES 2026 (Italy)
- Pharmaceutical Supply Chain Resilience & Risk Management - Pharmaceuticalindustry-2026 (Netherlands)
- Pharmaceutics - Pharma Europe 2026 (UK)
- Pharmaceutics and Pharmacotherapeutics - Pharmatech 2026 (USA)
- Pharmacists Role in Patient Safety - Pharmatech 2026 (USA)
- Pharmacists Role in Patient Safety - Formulations 2026 (UK)
- Pharmacoeconomics - MedTech-2026 (Switzerland)
- Pharmacoepidemiology & Real-World Evidence - Euro Pharmacology 2026 (France)
- Pharmacogenetics - Personalizedmedicine-2026 (Switzerland)
- Pharmacogenomics - Personalizedmedicine-2026 (Switzerland)
- Pharmacogenomics & Personalized Medicine - Biotech-2026 (France)
- Pharmacogenomics & Precision Medicine - Euro Pharmacology 2026 (France)
- Pharmacogenomics and Pharmacoepidemiology - MedTech-2026 (Switzerland)
- Pharmacogenomics in Cardiovascular Medicine - Cardiovascular-2026 (France)
- Pharmacognosy - Pharma Europe 2026 (UK)
- Pharmacokinetics & Pharmacodynamics (PK/PD) - Euro Pharmacology 2026 (France)
- Pharmacokinetics and Drug Absorption Optimization - Drug Devilvery 2026 (France)
- Pharmacokinetics and Pharmacodynamics - Drug-Delivery-2026 (France)
- Pharmacokinetics and Pharmacodynamics in Cardiology - Cardiovascular-2026 (France)
- Pharmacokinetics and Pharmacodynamics in Drugs - PHARMACEUTICA 2026 (UK)
- Pharmacokinetics and Pharmacodynamics of Antimicrobial Drugs - Antibiotics Resistance 2026 (UK)
- Pharmacological Approaches to Myocardial Ischemia - Cardiovascular-2026 (France)
- Pharmacological Management of Cardiovascular Risk Factors - Cardiovascular-2026 (France)
- Pharmacological Sciences - Pharma Europe 2026 (UK)
- Pharmacology - Pharmatech 2026 (USA)
- Pharmacology - Pharmacology 2026 (Italy)
- Pharmacology & Toxicology - Antibiotics Resistance 2026 (UK)
- Pharmacology and Toxicology - MedTech-2026 (Switzerland)
- Pharmacovigilance & Biologic Drug Safety - PHARMA BIOTECH 2026 (UK)
- Pharmacovigilance & Drug Safety - Pharma Expo-2026 (Thailand)
- Pharmacovigilance & Drug Safety - Euro Pharmacology 2026 (France)
- Pharmacovigilance & Drug Safety Innovation - Pharmaceuticalindustry-2026 (Netherlands)
- Pharmacovigilance & Post-Marketing Safety - Biologics Meet 2026 (UK)
- Pharmacovigilance and Drug Safety - Clinical Research 2026 (UK)
- Pharmacovigilance and Risk Management - PHARMACOVIGILANCE 2026 (Italy)
- Pharmacovigilance in Clinical Trials - Clinical Trials Congress-2026 (France)
- Pharmacovigilance in Personalized and Precision Medicine - Clinical Trials-2026 (UK)
- Pharmacovigilance in Rare and Orphan Drugs - Clinical Trials-2026 (UK)
- Pharmacovigilance in Vaccines and Biologics - Clinical Trials-2026 (UK)
- Pharmacovigilance Significance & Scope - PHARMACOVIGILANCE 2026 (Italy)
- Pharmacovigilance Significance and Scope - Pharmacology 2026 (Italy)
- Pharmacy Development Services - Pharma Europe 2026 (UK)
- Pharmacy Education and Practice - PHARMACEUTICAL SCIENCES 2026 (Italy)
- Pharmacy Practices and its Challenges - PHARMACOVIGILANCE 2026 (Italy)
- Phases of Clinical Trials - Clinical Trials Congress-2026 (France)
- Phytochemicals in Drug Discovery - PHARAMACEUTICAL CONF 2026 (France)
- Phytochemistry - Naturalproducts 2026 (UAE)
- Placebo-Controlled Studies - Clinical Trials Congress-2026 (France)
- Polymer & Material Chemistry - PHARAMACEUTICAL CONF 2026 (France)
- Population Health - Personalizedmedicine-2026 (Switzerland)
- Post-Marketing Surveillance and Phase IV Trials - Clinical Trials Congress-2026 (France)
- Post-Marketing Surveillance and Real-World Data - Clinical Trials-2026 (UK)
- Pre-clinical and Clinical Trails - Pharmacology 2026 (Italy)
- Pre-Clinical and Clinical Trials - PHARMACOVIGILANCE 2026 (Italy)
- Precision Medicine - Personalizedmedicine-2026 (Switzerland)
- Precision Medicine and Biomarker Discovery - Clinical Trials Congress-2026 (France)
- Precision-Driven Chemical Innovation in Drug Development - PHARAMACEUTICAL CONF 2026 (France)
- Psychological and Behavioural Pain Interventions - Pain Management 2026 (France)
- Psychopharmacology & Behavioral Science - Euro Pharmacology 2026 (France)
- Public Health Approaches to Pain Management - Pain Management 2026 (France)
- Purpose and Principles of GMP - PHARMACEUTICAL SCIENCES 2026 (Italy)
- QC & QA: Quality control and Quality assurance - MedTech-2026 (Switzerland)
- Quality Assurance (QA) in Clinical Trials - Clinical Trials Congress-2026 (France)
- Quality Assurance, GMP & Biotech Manufacturing Excellence - PHARMA BIOTECH 2026 (UK)
- Quality Assurance, GMP & Data Integrity - Pharmaceuticalindustry-2026 (Netherlands)
- Quality by design (QbD) approach - MedTech-2026 (Switzerland)
- Quantum Chemistry and Molecular Simulations - Euro MedChem and CADD 2026 (France)
- Quantum Chemistry in Drug Design - PHARAMACEUTICAL CONF 2026 (France)
- R&D Advancement: Road to New Medicines - PHARMACEUTICAL SCIENCES 2026 (Italy)
- Radiopharmaceutical Chemistry - PHARAMACEUTICAL CONF 2026 (France)
- Randomization in Trials - Clinical Trials Congress-2026 (France)
- Rare Diseases & Orphan Drug Development - Pharmaceuticalindustry-2026 (Netherlands)
- Real-Time Safety Data Monitoring Strategies - Clinical Trials-2026 (UK)
- Real-World Evidence (RWE) and Real-World Data (RWD) - Clinical Trials Congress-2026 (France)
- Real-World Evidence in Clinical Trials - Pharma Europe 2026 (UK)
- Real-World Evidence in Clinical Trials - Clinical Research 2026 (UK)
- Recent Advances in Nanotechnology for Drug Delivery - Drug Delivery 2026 (UK)
- Recent Advances in Pharmacology and Toxicology - Pharmacology 2026 (Italy)
- Recent Innovations in Pharmaceutical Technology - Clinical Trials Congress-2026 (France)
- Regenerative Medicine & Stem Cell Applications - Biotech-2026 (France)
- Regenerative Therapies and Stem Cells - Pain Management 2026 (France)
- Regulatory Affairs & Drug Approval Pathways - Euro Pharmacology 2026 (France)
- Regulatory Affairs & Global Approval - Biologics Meet 2026 (UK)
- Regulatory Affairs and Quality Assurance - Drug-Delivery-2026 (France)
- Regulatory Affairs in a Rapidly Evolving Global Market - Pharmaceuticalindustry-2026 (Netherlands)
- Regulatory Authority Compliance - MedTech-2026 (Switzerland)
- Regulatory Compliance and Ethics - Clinical Trials Congress-2026 (France)
- Regulatory Harmonization & Compliance - Biologics Meet 2026 (UK)
- Regulatory Pathways and Compliance in Drug Delivery - Drug Delivery 2026 (UK)
- Regulatory Requirements for Pharmaceuticals - PHARMACEUTICAL SCIENCES 2026 (Italy)
- Regulatory Strategies & Quality Control in Biopharma - Biotech-2026 (France)
- Regulatory updates on Biosimilars - Eurobiosimilars 2026 (Italy)
- Regulatory, Quality Control, and Translational Aspects - Drug Devilvery 2026 (France)
- Rehabilitation and Physical Therapy in Pain - Pain Management 2026 (France)
- Risk-Based Monitoring (RBM) - Clinical Trials Congress-2026 (France)
- Risk-Based Monitoring and Trial Optimization - Clinical Trials-2026 (UK)
- Role of Gut Microbiome in Cardiovascular Health - Cardiovascular-2026 (France)
- Role of Inflammation in Cardiovascular Diseases - Cardiovascular-2026 (France)
- Safety Pharmacology - Pharmacology 2026 (Italy)
- Safety Reporting in Early Phase Trials - Clinical Trials-2026 (UK)
- Semi-Solid Dosage Forms - Formulations 2026 (UK)
- Signal Prioritization and Management Techniques - Clinical Trials-2026 (UK)
- Single-Use Technologies in Production - Biologics Meet 2026 (UK)
- Site Management Innovation - Clinical Research 2026 (UK)
- Site Selection and Management - Clinical Trials Congress-2026 (France)
- Smart Drug Delivery Systems - Pharmatech 2026 (USA)
- Smart Drug Delivery Systems - PHARMACEUTICA 2026 (UK)
- Smart Drug Delivery Systems - Formulations 2026 (UK)
- Smart Polymers and Biomaterials - Drug-Delivery-2026 (France)
- Solid Dosage Forms - Formulations 2026 (UK)
- Start-ups, Scale-ups & Pharma Entrepreneurship - Pharmaceuticalindustry-2026 (Netherlands)
- Stem Cell and Genetic Clinical Research - Clinical Research 2026 (UK)
- Stereochemical Drug Design - PHARAMACEUTICAL CONF 2026 (France)
- Structure-Based Drug Design and Molecular Docking - Euro MedChem and CADD 2026 (France)
- Sustainable & Green Pharmaceutical Development - Pharmaceuticalindustry-2026 (Netherlands)
- Sustainable Biologics Manufacturing - Biologics Meet 2026 (UK)
- Synthetic and Green Medicinal Chemistry - Euro MedChem and CADD 2026 (France)
- Synthetic Biology & Bioengineering Approaches - Biotech-2026 (France)
- Target Identification and Validation - Euro MedChem and CADD 2026 (France)
- Targeted Oral and Gastro-Resistant Formulations - Drug Devilvery 2026 (France)
- Targeted Therapies - Personalizedmedicine-2026 (Switzerland)
- Targeted Therapies in Cardiovascular Regeneration - Cardiovascular-2026 (France)
- Targeting the Renin-Angiotensin-Aldosterone System (RAAS) - Cardiovascular-2026 (France)
- Technology in Pharma Sciences - MedTech-2026 (Switzerland)
- Telemedicine - Personalizedmedicine-2026 (Switzerland)
- The Role of CROs in Clinical Trial Execution - Clinical Trials-2026 (UK)
- Theranostics and Personalized Medicine - Drug Devilvery 2026 (France)
- Think Tank: Solving Real-World Pharma Challenges - Pharmaceuticalindustry-2026 (Netherlands)
- Toxicology - Pharmacology 2026 (Italy)
- Toxicology & Safety Pharmacology - Euro Pharmacology 2026 (France)
- Track 01: Digital Marketing in Pharma Industry - Future Pharma 2026 (Netherlands)
- Track 02: The Future of Pharma R&D - Future Pharma 2026 (Netherlands)
- Track 03: Pharmaceutical Chemistry - Future Pharma 2026 (Netherlands)
- Track 04: Pharmaceutical Analysis - Future Pharma 2026 (Netherlands)
- Track 05: Pharmaceutics & Pharmacotherapeutics - Future Pharma 2026 (Netherlands)
- Track 06: Industrial Pharmacy and Physical pharmacy - Future Pharma 2026 (Netherlands)
- Track 07: Clinical and Hospital Pharmacy - Future Pharma 2026 (Netherlands)
- Track 08: Pharmaceutical and healthcare Industry - Future Pharma 2026 (Netherlands)
- Track 09: Regulatory Affairs and Intellectual Property Rights - Future Pharma 2026 (Netherlands)
- Track 10: Pharma and Biotech Financial Outlook - Future Pharma 2026 (Netherlands)
- Track 11: Novel Drug Delivery Systems - Future Pharma 2026 (Netherlands)
- Track 12: Drug Discovery and Development - Future Pharma 2026 (Netherlands)
- Track 13: Green and Community Pharmacy - Future Pharma 2026 (Netherlands)
- Track 14: Big data analytics and Pharma - Future Pharma 2026 (Netherlands)
- Training, Talent Development & Future Workforce - Pharmaceuticalindustry-2026 (Netherlands)
- Transdermal and Intradermal Delivery Systems - Drug-Delivery-2026 (France)
- Transdermal and Topical Drug Delivery - Drug Devilvery 2026 (France)
- Translational Research - Personalizedmedicine-2026 (Switzerland)
- Translational Research & Clinical Applications - Biotech-2026 (France)
- Types of Formulations - Formulations 2026 (UK)
- USFDA Approved Biosimilars - Eurobiosimilars 2026 (Italy)
- Vaccine Delivery Technologies - Drug-Delivery-2026 (France)
- Vaccine Drug Delivery Systems - PHARMACEUTICA 2026 (UK)
- Vaccine Technologies & Immunotherapeutics - PHARMA BIOTECH 2026 (UK)
- Vaccines & Immunotherapy - Pharma Expo-2026 (Thailand)
- Vascular Pharmacology: Focus on Endothelial Dysfunction - Cardiovascular-2026 (France)
- Veterinary & Comparative Pharmacology - Euro Pharmacology 2026 (France)
- Wearable and Implantable Drug Delivery Devices - Drug Devilvery 2026 (France)