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CategoryStandard/FrameworkOrganization/SourceOfficial WebsiteDescription
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Project Management
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PMBOK (Project Management Body of Knowledge)Project Management Institute (PMI)https://www.pmi.org/pmbok-guide-standardsComprehensive guide to project management processes, knowledge areas, and best practices
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PRINCE2 (PRojects IN Controlled Environments)AXELOShttps://www.axelos.com/certifications/propath/prince2-project-managementProcess-based project management methodology widely used in UK and Europe
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APM Body of KnowledgeAssociation for Project Managementhttps://www.apm.org.uk/resources/find-a-resource/apm-body-of-knowledge/UK-based project management framework and competency standard
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Business Analysis
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BABOK (Business Analysis Body of Knowledge)International Institute of Business Analysis (IIBA)https://www.iiba.org/business-analysis-certifications/babok/Comprehensive guide to business analysis practices, techniques, and competencies
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PMI-PBA (Professional in Business Analysis)Project Management Institute (PMI)https://www.pmi.org/certifications/business-analysis-pbaBusiness analysis certification and practice standard from PMI
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Data Management
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DMBOK (Data Management Body of Knowledge)DAMA Internationalhttps://www.dama.org/cpages/body-of-knowledgeComprehensive framework for data management functions and best practices
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DCAM (Data Management Capability Assessment Model)EDM Councilhttps://edmcouncil.org/frameworks/dcam/Maturity assessment framework for data management capabilities
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AI/ML Methodologies
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CRISP-DM (Cross-Industry Standard Process for Data Mining)CRISP-DM Consortiumhttps://www.datascience-pm.com/crisp-dm-2/Industry-standard process model for data mining and analytics projects
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TDSP (Team Data Science Process)Microsofthttps://learn.microsoft.com/en-us/azure/architecture/data-science-process/overviewAgile, iterative data science methodology from Microsoft
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KDD (Knowledge Discovery in Databases)ACM SIGKDDhttps://www.kdd.org/Academic framework for knowledge discovery and data mining
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SEMMA (Sample, Explore, Modify, Model, Assess)SAS Institutehttps://documentation.sas.com/doc/en/emref/14.3/n1x1o2bevxpvfun14yquwiu2s4vc.htmData mining methodology developed by SAS
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Software Engineering
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IEEE Software Engineering StandardsInstitute of Electrical and Electronics Engineershttps://www.computer.org/education/bodies-of-knowledge/software-engineeringCollection of software engineering standards and best practices
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ISO/IEC 12207 (Software Lifecycle Processes)International Organization for Standardizationhttps://www.iso.org/standard/63712.htmlInternational standard for software lifecycle processes
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ADRs (Architecture Decision Records)Michael Nygard / Open Sourcehttps://adr.github.io/Lightweight documentation of architecture decisions and rationale
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Quality Management
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ISO 9001 (Quality Management Systems)International Organization for Standardizationhttps://www.iso.org/iso-9001-quality-management.htmlInternational standard for quality management systems
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Six SigmaAmerican Society for Quality (ASQ)https://asq.org/quality-resources/six-sigmaData-driven methodology for eliminating defects and improving quality
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CMMI (Capability Maturity Model Integration)ISACA (formerly CMMI Institute)https://www.isaca.org/resources/cmmiProcess improvement and capability maturity framework
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Information Security
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ISO/IEC 27001 (Information Security Management)International Organization for Standardizationhttps://www.iso.org/standard/27001International standard for information security management systems
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NIST Cybersecurity Framework (CSF)National Institute of Standards and Technologyhttps://www.nist.gov/cyberframeworkFramework for managing cybersecurity risk
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NIST AI Risk Management Framework (AI RMF)National Institute of Standards and Technologyhttps://www.nist.gov/itl/ai-risk-management-frameworkFramework for managing AI-specific risks
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OWASP (Open Web Application Security Project)OWASP Foundationhttps://owasp.org/Open-source application security standards and tools
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Privacy & Regulatory
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GDPR (General Data Protection Regulation)European Unionhttps://gdpr.eu/EU regulation on data protection and privacy
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CCPA (California Consumer Privacy Act)State of Californiahttps://oag.ca.gov/privacy/ccpaCalifornia privacy law for consumer data protection
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HIPAA (Health Insurance Portability and Accountability Act)U.S. Department of Health and Human Serviceshttps://www.hhs.gov/hipaa/index.htmlU.S. healthcare data privacy and security regulations
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COPPA (Children's Online Privacy Protection Act)U.S. Federal Trade Commissionhttps://www.ftc.gov/legal-library/browse/rules/childrens-online-privacy-protection-rule-coppaU.S. law protecting children's online privacy
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IT Governance
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COBIT (Control Objectives for Information Technologies)ISACAhttps://www.isaca.org/resources/cobitFramework for IT governance and management
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ITIL (Information Technology Infrastructure Library)AXELOShttps://www.axelos.com/certifications/itil-service-managementBest practice framework for IT service management
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Agile & DevOps
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Scrum GuideScrum.org / Scrum Alliancehttps://scrumguides.org/Official guide to the Scrum framework for agile development
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SAFe (Scaled Agile Framework)Scaled Agile, Inc.https://scaledagileframework.com/Framework for scaling agile practices across enterprise
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KanbanKanban University / David Andersonhttps://kanban.university/Visual workflow management method for continuous delivery
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DevOpsDevOps Institute / DORAhttps://www.devopsinstitute.com/Cultural and technical practices for software delivery
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MLOpsCD Foundation / LF AI & Datahttps://cd.foundation/blog/2020/02/11/announcing-the-cd-foundation-mlops-sig/Practices for operationalizing machine learning systems
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Industry-Specific
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SOX (Sarbanes-Oxley Act)U.S. Securities and Exchange Commissionhttps://www.sec.gov/spotlight/sarbanes-oxley.htmU.S. law for financial reporting and corporate governance
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SR 11-7 (Supervisory Guidance on Model Risk Management)Federal Reservehttps://www.federalreserve.gov/supervisionreg/srletters/sr1107.htmBanking regulation for model risk management
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Basel III/IVBasel Committee on Banking Supervisionhttps://www.bis.org/bcbs/basel3.htmInternational banking regulations for capital adequacy
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FDA 21 CFR Part 11U.S. Food and Drug Administrationhttps://www.fda.gov/regulatory-information/search-fda-guidance-documents/part-11-electronic-records-electronic-signatures-scope-and-applicationRegulations for electronic records in pharmaceutical/medical
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PCI DSS (Payment Card Industry Data Security Standard)PCI Security Standards Councilhttps://www.pcisecuritystandards.org/Security standards for payment card data protection
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Responsible AI
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IEEE Ethically Aligned DesignInstitute of Electrical and Electronics Engineershttps://standards.ieee.org/industry-connections/ec/autonomous-systems/Framework for ethical considerations in autonomous systems
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Model Cards for Model ReportingGoogle Research / Margaret Mitchellhttps://modelcards.withgoogle.com/aboutTransparency framework for documenting ML model characteristics
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Microsoft Responsible AI StandardMicrosofthttps://www.microsoft.com/en-us/ai/responsible-aiMicrosoft's framework for responsible AI development
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Partnership on AIPartnership on AI (multi-stakeholder)https://partnershiponai.org/Multi-stakeholder consortium for responsible AI practices
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OECD AI PrinciplesOrganisation for Economic Co-operation and Developmenthttps://oecd.ai/en/ai-principlesInternational principles for trustworthy AI
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EU AI ActEuropean Unionhttps://artificialintelligenceact.eu/EU regulation establishing rules for AI systems
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Financial/Audit
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GAAP (Generally Accepted Accounting Principles)Financial Accounting Standards Board (FASB)https://www.fasb.org/U.S. accounting standards for financial reporting
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Capital Budgeting TechniquesCorporate Finance Institutehttps://corporatefinanceinstitute.com/resources/accounting/capital-budgeting/Methods for evaluating investment projects (NPV, IRR, ROI)
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TCO (Total Cost of Ownership)Gartner / General Practicehttps://www.gartner.com/en/information-technology/glossary/total-cost-of-ownership-tcoFramework for calculating complete cost of technology investments
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FinOpsFinOps Foundation (Linux Foundation)https://www.finops.org/Framework for cloud financial management and optimization
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HR & Organizational
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SHRM Competency ModelSociety for Human Resource Managementhttps://www.shrm.org/topics-tools/tools/hr-competenciesHR professional competency framework
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ADKAR Change Management ModelProscihttps://www.prosci.com/methodology/adkarIndividual change management model (Awareness, Desire, Knowledge, Ability, Reinforcement)
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Kotter's 8-Step Change ModelDr. John Kotter / Kotter Internationalhttps://www.kotterinc.com/methodology/8-steps/Eight-step process for leading organizational change
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Bridges' Transition ModelWilliam Bridges / Bridges Transitionhttps://wmbridges.com/about/what-is-transition/Model focusing on psychological transitions during change
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Project Aristotle (Team Effectiveness)Google / re:Workhttps://rework.withgoogle.com/print/guides/5721312655835136/Google's research on what makes teams effective
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Mendelow's Stakeholder Analysis MatrixAubrey Mendelow / Academichttps://www.stakeholdermap.com/mendelow-matrix.htmlFramework for analyzing and prioritizing stakeholders
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