5starcooks Data Remediation A Complete Guide - 2020 Edition

Data Remediation is a critical barrier to reliable analytics and regulatory compliance, and most organizations lack a systematic way to identify gaps, prioritize fixes, and track progress. Without a clear view of where data quality fails, costly rework, audit penalties, and lost business opportunities multiply. The book delivers a step-by-step Self-Assessment based on the RDMAICS framework (Recognize, Define, Measure, Analyze, Improve, Control, Sustain). Each of the seven criteria contains dozens of targeted questions that the reader scores from 1 to 5. The scores are plotted on a radar chart Scorecard that instantly reveals the strongest and weakest Data Remediation areas, allowing even a novice to see how their organization measures up. Included Professional Toolkit (40-48 Practitioner Tools): The toolkit is generated fresh at the time of purchase and reflects the latest Data Remediation standards. It is organized into ten sections - Getting Started, Assessment and Planning, Models and Frameworks, Processes and Handoffs, Operations and Execution, Performance and KPIs, Quality and Compliance, Sustainment and Support, Advanced Topics, and Reference. The package contains more than 30 deliverables in Excel, PDF and markdown formats, all tailored to Data Remediation. Highlights include maturity assessments with improvement paths, gap analysis worksheets, decision-making frameworks with scoring criteria, implementation roadmaps, stakeholder maps, process runbooks, KPI dashboard templates, risk matrices, audit checklists, quick-reference cards, and best-practice guides. Each Excel file provides three sheets - Instructions, Template, and Pro Tips - while each PDF adds Pro Tips, Common Mistakes, and a Quick Reference section. The deliverables are ready to copy, paste, and customize, allowing teams to launch remediation projects within days rather than weeks. Every purchase includes Lifetime Updates. As Data Remediation practices evolve, the author delivers refreshed content and new toolkit assets, ensuring that buyers always have current guidance without additional cost. This guide is designed for Compliance Managers, Data Quality Analysts, and Business Process Architects who need a practical way to evaluate and improve data remediation initiatives. For example, a compliance manager preparing for an upcoming audit can use the assessment to quickly identify high-risk data sets, then apply the ready-to-use roadmaps and checklists to remediate issues before the audit deadline. A data quality analyst can leverage the KPI templates to monitor remediation progress and report results to senior leadership. A business process architect can integrate the process runbooks and stakeholder maps into existing governance frameworks to embed remediation into daily operations. Developed by The Art of Service, business process architects serving over 100,000 professionals across 160 countries since 2000. Every book and toolkit draws on 25 years of operational excellence research and a continuously updated knowledge base spanning hundreds of industry frameworks.