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| Category | Description | Order | Rationale |
|---|---|---|---|
| Product Management | Defines product vision, creates requirements (e.g., Jira issues). | 100 | Initiates workflow by defining what needs to be built, driving Development. |
| Development | Builds software applications and systems. | 110 | Follows Product Management to implement defined requirements. |
| Architecture | Designs overall technical architecture and system structure. | 120 | Establishes technical framework for implementation by Development teams. |
| Data Engineering | Constructs data pipelines and infrastructure. | 130 | Provides data infrastructure post-Development for analysis and ML. |
| Data Quality & Governance | Ensures data accuracy, consistency, and compliance. | 140 | Ensures data reliability before use in analysis or ML. |
| Data Analysis & Reporting | Analyses data and creates reports for decision-making. | 150 | Uses processed data to generate insights and visualizations. |
| Data Science & Machine Learning | Develops models and extracts insights from data. | 160 | Relies on clean, processed data from Data Engineering and Governance. |
| AI & Machine Learning Architecture | Designs AI and ML system frameworks. | 170 | Architects scalable AI/ML solutions after models are developed. |
| Testing & Quality Assurance | Ensures software and data quality through testing. | 180 | Validates outputs from Development, Data Engineering, and ML before go-live. |
| DevOps | Automates and manages CI/CD pipelines, deploys systems. | 190 | Deploys systems after QA validation, enabling production go-live. |
| Research | Conducts scientific and technical research. | 200 | Exploratory, supports long-term innovation across domains. |
| Quantitative & Statistical Roles | Applies statistical and quantitative methods for analysis. | 210 | Uses data and insights for specialized financial or risk analysis. |
| Consulting & Strategy | Provides expert advice and develops strategies. | 220 | Leverages finished products and insights to advise stakeholders or clients. |
| Marketing & Sales | Promotes products and manages client relationships. | 230 | Markets and sells finished products or solutions post-deployment. |
| Security & Compliance | Ensures systems and data meet security requirements and regulations. | 240 | Maintains security throughout the software development lifecycle. |
| Other Technical Roles | Miscellaneous technical roles (e.g., systems engineering, technical writing). | 250 | Supports various stages, less tied to core workflow. |
| Miscellaneous | General or non-specialized roles (e.g., recruiting, management). | 260 | Administrative or support roles enabling overall operations. |
| Product Management | Description | Order |
|---|---|---|
| Director of Product | Leads overall product strategy and roadmap. | 1 |
| Product Manager | Oversees product development lifecycle. | 2 |
| Product Owner | Defines product vision and requirements. | 3 |
| AI Product Owner | Specializes in AI product management. | 3 |
| Data Product Owner | Manages data-related products. | 3 |
| Technical Product Manager | Focuses on technical aspects of product development. | 4 |
| Associate Product Manager | Entry-level product management role. | 5 |
| Product Specialist | Provides expertise on products. | 6 |
| Product Analyst | Analyses product performance and requirements. | 7 |
| Product Marketing Manager | Focuses on product promotion and positioning. | 8 |
| Program Manager | Coordinates multiple related product initiatives. | 9 |
| Architecture | Description | Order |
|---|---|---|
| Chief Technology Officer (CTO) | Highest technical position, sets technology direction. | 1 |
| Chief Architect | Leads overall technical architecture strategy. | 2 |
| Enterprise Architect | Designs organization-wide technology infrastructure. | 3 |
| Technical Architect | Oversees technical system designs. | 4 |
| Solution/Solutions Architect | Designs solutions for specific business problems. | 5 |
| Cloud Architect | Specializes in cloud-based system architecture. | 6 |
| Software Architect | Designs software application architectures. | 7 |
| Systems Architect | Focuses on complex systems architecture. | 8 |
| Application Architect | Designs specific application architectures. | 9 |
| Information Architect | Organizes and structures information systems. | 10 |
| Integration Architect | Specializes in system integration architecture. | 11 |
| Security Architect | Designs secure system architectures. | 12 |
| Development | Description | Order |
|---|---|---|
| Engineering Manager | Manages software engineering teams. | 1 |
| Tech Lead | Provides technical leadership for development teams. | 2 |
| Senior Software Engineer | Experienced developer who leads complex development efforts. | 3 |
| Software Engineer | Designs and implements software solutions. | 4 |
| Backend Engineer | Develops server-side logic and databases. | 5 |
| Frontend Engineer | Develops user interfaces and client-side applications. | 6 |
| Full Stack Developer/Engineer | Works on both front-end and back-end development. | 7 |
| Developer | General role for software development. | 8 |
| Mobile Developer | Specializes in mobile application development. | 9 |
| iOS Developer | Develops applications for Apple mobile devices. | 9 |
| Android Developer | Develops applications for Android mobile devices. | 9 |
| Web Developer | Creates websites and web applications. | 10 |
| Game Developer | Creates video games and interactive applications. | 11 |
| Python Developer | Specializes in Python-based applications. | 12 |
| Java Developer | Specializes in Java-based applications. | 12 |
| JavaScript Developer | Specializes in JavaScript programming. | 12 |
| .NET Developer | Specializes in Microsoft .NET framework. | 12 |
| Rust Developer | Specializes in Rust programming language. | 12 |
| C++ Developer | Specializes in C++ programming language. | 12 |
| Cloud Developer | Develops applications for cloud platforms. | 13 |
| Algorithm Developer | Designs and implements algorithms. | 14 |
| ETL Developer | Builds pipelines for extracting, transforming, and loading data. | 15 |
| Data Visualization Developer | Creates visual representations of data. | 16 |
| BI Developer | Develops business intelligence tools and dashboards. | 17 |
| Power BI Developer | Specializes in Power BI for data visualization. | 17 |
| Tableau Developer | Specializes in Tableau for data visualization. | 17 |
| Blockchain Developer | Develops blockchain applications and smart contracts. | 18 |
| Embedded Systems Developer | Creates software for embedded systems. | 19 |
| Software Development Engineer | Combines development with engineering practices. | 20 |
| Data Engineering | Description | Order |
|---|---|---|
| Head of Data Engineering | Leads data engineering department. | 1 |
| Principal Data Engineer | Senior-level data engineer who sets standards. | 2 |
| Lead Data Engineer | Directs data engineering teams. | 3 |
| Senior Data Engineer | Experienced data engineer with advanced skills. | 4 |
| Data Engineer | Builds and maintains data pipelines and infrastructure. | 5 |
| Data Integration Engineer | Integrates data from multiple sources. | 6 |
| Data Platform Engineer | Develops platforms for data processing. | 7 |
| Data Infrastructure Engineer | Designs and maintains data storage systems. | 8 |
| Big Data Engineer | Specializes in large-scale data processing. | 9 |
| ETL Engineer | Focuses on Extract, Transform, Load processes. | 10 |
| Database Administrator | Administers and optimizes databases. | 11 |
| Cloud Database Administrator | Manages cloud-based databases. | 12 |
| Data Integrator | Focuses on data integration processes. | 13 |
| Hadoop Engineer | Specializes in Hadoop ecosystem technologies. | 14 |
| Kafka Engineer | Specializes in Kafka streaming platform. | 15 |
| Database Developer | Develops database structures and stored procedures. | 16 |
| Data Quality & Governance | Description | Order |
|---|---|---|
| Chief Data Officer | Oversees all data strategies and governance. | 1 |
| Data Governance Director | Directs data governance programs. | 2 |
| Data Governance Manager | Manages implementation of governance frameworks. | 3 |
| Data Governance Specialist | Specializes in governance processes. | 4 |
| Data Governance Engineer | Develops governance frameworks. | 5 |
| Data Governance Analyst | Implements data governance policies. | 6 |
| Data Quality Manager | Oversees data quality initiatives. | 7 |
| Data Quality Engineer | Builds systems to maintain data quality. | 8 |
| Data Quality Analyst | Ensures data accuracy and consistency. | 9 |
| Data Quality Specialist | Focuses on data quality standards. | 10 |
| Master Data Management Specialist | Manages core data assets. | 11 |
| Data Steward | Responsible for data assets within specific domain. | 12 |
| Data Management Analyst | Analyses data management processes. | 13 |
| Data Management Specialist | Specializes in data management practices. | 14 |
| Data Catalog Manager | Maintains organization's data catalog. | 15 |
| Data Analysis & Reporting | Description | Order |
|---|---|---|
| Director of Analytics | Leads analytics teams and strategy. | 1 |
| Analytics Manager | Manages analytics teams and projects. | 2 |
| Senior Data Analyst | Experienced analyst who leads complex analyses. | 3 |
| Data Analyst | Analyses data to provide insights. | 4 |
| Business Analyst | Bridges business needs and technical solutions. | 5 |
| BI Analyst | Analyses data for business intelligence. | 6 |
| Data Reporting Analyst | Creates reports from data analysis. | 7 |
| Data and Reporting Analyst | Combines analysis and reporting tasks. | 8 |
| Marketing Analyst | Analyses marketing data and campaign performance. | 9 |
| Financial Analyst | Specializes in financial data analysis. | 10 |
| Product Analyst | Analyses product performance data. | 11 |
| Insight Analyst | Provides actionable insights from data. | 12 |
| Analytics Consultant | Advises on analytics strategies and solutions. | 13 |
| Data Visualization Analyst | Analyses data for visualization purposes. | 14 |
| Data Visualization Specialist | Specializes in data visualization techniques. | 15 |
| Business Intelligence Analyst | Focuses on BI-specific analysis. | 16 |
| Data and Reporting Professional | General role for reporting tasks. | 17 |
| Operations Analyst | Analyses operational data for efficiency. | 18 |
| Healthcare Analyst | Specializes in healthcare data analysis. | 19 |
| Data Science & Machine Learning (ML) | Description | Order |
|---|---|---|
| Chief Data Scientist | Leads data science strategy and teams. | 1 |
| Director of Data Science | Directs data science department. | 2 |
| Principal Data Scientist | Senior data scientist who sets standards. | 3 |
| Lead Data Scientist | Directs data science teams and projects. | 4 |
| Senior Data Scientist | Experienced data scientist with advanced skills. | 5 |
| Data Scientist | Applies statistical and ML techniques to data. | 6 |
| ML Engineer | Builds and deploys ML models. | 7 |
| AI Engineer | Develops AI systems and applications. | 8 |
| AI Developer | Codes AI-based solutions. | 9 |
| NLP Engineer | Specializes in natural language processing. | 10 |
| Computer Vision Engineer | Specializes in vision-based ML models. | 11 |
| Deep Learning Engineer | Focuses on deep neural network implementation. | 12 |
| Applied Scientist | Applies scientific methods to practical problems. | 13 |
| Decision Scientist | Uses data to optimize decisions. | 14 |
| ML Scientist | Researches and develops ML algorithms. | 15 |
| AI Scientist | Conducts AI-focused research. | 16 |
| ML Researcher | Researches new ML techniques. | 17 |
| AI Researcher | Explores advancements in AI. | 18 |
| Prompt Engineer | Designs prompts for AI models. | 19 |
| Reinforcement Learning Engineer | Specializes in reinforcement learning systems. | 20 |
| AI Ethics Researcher | Studies ethical implications of AI technologies. | 21 |
| Computational Linguist | Applies computational methods to language. | 22 |
| AI Product Specialist | Focuses on AI product development and deployment. | 23 |
| AI & Machine Learning (ML) Architecture | Description | Order |
|---|---|---|
| AI/ML Chief Architect | Leads AI/ML architecture strategy. | 1 |
| Principal AI Architect | Senior AI architect who sets standards. | 2 |
| AI Architect | Designs AI system architectures. | 3 |
| ML Architect | Designs ML system frameworks. | 4 |
| GenAI Architect | Specializes in generative AI architectures. | 5 |
| Data Architect | Designs data system architectures. | 6 |
| Machine Learning Operations Architect | Designs ML operations infrastructure. | 7 |
| Neural Network Architect | Designs neural network architectures. | 8 |
| AI Systems Architect | Architects complete AI solution ecosystems. | 9 |
| AI Infrastructure Architect | Focuses on AI infrastructure design. | 10 |
| Testing & Quality Assurance | Description | Order |
|---|---|---|
| QA Director | Leads overall quality assurance strategy. | 1 |
| QA Manager | Manages QA teams and processes. | 2 |
| Test Manager | Manages testing teams and processes. | 3 |
| QA Lead | Leads QA teams on specific projects. | 4 |
| Senior QA Engineer | Experienced QA professional with advanced skills. | 5 |
| QA Engineer | Ensures software quality through testing. | 6 |
| Test Engineer | Plans and executes software tests. | 7 |
| Software Test Engineer | Focuses on software-specific testing. | 8 |
| Automation Test Engineer | Specializes in test automation. | 9 |
| Performance Test Engineer | Tests system performance under load. | 10 |
| Security Test Engineer | Tests system security vulnerabilities. | 11 |
| Data Quality Engineer | Tests data systems for quality. | 12 |
| SDET (Software Dev Engineer in Test) | Develops software to test software. | 13 |
| QA Analyst | Analyses quality assurance processes. | 14 |
| Manual Tester | Conducts manual software testing. | 15 |
| AI/ML Quality Engineer | Specializes in testing AI/ML systems. | 16 |
| DevOps | Description | Order |
|---|---|---|
| DevOps Director | Leads overall DevOps strategy. | 1 |
| DevOps Manager | Manages DevOps teams and initiatives. | 2 |
| DevOps Lead | Leads DevOps teams on specific projects. | 3 |
| Senior DevOps Engineer | Experienced DevOps professional with advanced skills. | 4 |
| DevOps Engineer | Automates and manages CI/CD pipelines. | 5 |
| Site Reliability Engineer | Ensures system reliability and performance. | 6 |
| Platform Engineer | Builds and maintains infrastructure platforms. | 7 |
| Release Engineer | Manages software release processes. | 8 |
| Deployment Engineer | Focuses on application deployment. | 9 |
| Cloud Engineer | Manages cloud infrastructure and services. | 10 |
| Infrastructure Engineer | Builds and maintains IT infrastructure. | 11 |
| DataOps Engineer | Applies DevOps principles to data pipelines. | 12 |
| MLOps Engineer | Manages ML model deployment and monitoring. | 13 |
| Configuration Manager | Manages system configurations. | 14 |
| Build Engineer | Manages software build processes. | 15 |
| Automation Engineer | Focuses on process and infrastructure automation. | 16 |
| DevSecOps Engineer | Integrates security into DevOps processes. | 17 |
| Research | Description | Order |
|---|---|---|
| Research Director | Leads research department and strategy. | 1 |
| Principal Research Scientist | Senior scientist who guides research direction. | 2 |
| Research Scientist | Conducts scientific research. | 3 |
| Principal Scientist | Leads advanced scientific research. | 4 |
| Computational Scientist | Uses computational methods for research. | 5 |
| Research Engineer | Implements research concepts into systems. | 6 |
| AI Research Scientist | Researches artificial intelligence. | 7 |
| Machine Learning Researcher | Researches machine learning methods. | 8 |
| Research Fellow | Conducts specialized research. | 9 |
| Bioinformatician | Applies informatics to biological data. | 10 |
| Bioinformatics Scientist | Researches biological data computationally. | 11 |
| Research Analyst | Analyses research data. | 12 |
| Research Associate | Supports research projects. | 13 |
| Postdoctoral Researcher | Conducts advanced research post-PhD. | 14 |
| Postdoctoral Fellow | Similar to Postdoctoral Researcher. | 15 |
| Principal Researcher | Leads research initiatives. | 16 |
| Innovation Researcher | Explores innovative technologies. | 17 |
| Quantitative & Statistical Roles | Description | Order |
|---|---|---|
| Chief Quantitative Officer | Leads quantitative strategy and teams. | 1 |
| Head of Quantitative Research | Directs quantitative research department. | 2 |
| Lead Quantitative Analyst | Directs quantitative analysis teams. | 3 |
| Senior Quantitative Analyst | Experienced analyst with advanced skills. | 4 |
| Quantitative Analyst | Analyses financial or risk data. | 5 |
| Quantitative Researcher | Researches quantitative models. | 6 |
| Quantitative Developer | Develops quantitative algorithms. | 7 |
| Statistician | Applies statistical methods to data. | 8 |
| Senior Statistician | Experienced statistician with advanced skills. | 9 |
| Biostatistician | Applies statistics to biological/medical data. | 10 |
| Actuarial Analyst | Assesses financial risks using math. | 11 |
| Risk Analyst | Analyses financial or operational risks. | 12 |
| Statistical Programmer | Programs statistical analyses. | 13 |
| Principal Statistical Programmer | Leads statistical programming. | 14 |
| Econometrician | Applies statistics to economic problems. | 15 |
| Security & Compliance | Description | Order |
|---|---|---|
| Chief Information Security Officer | Leads information security strategy. | 1 |
| Security Director | Directs cybersecurity department. | 2 |
| Security Manager | Manages security teams and initiatives. | 3 |
| Security Lead | Leads security teams on specific projects. | 4 |
| Information Security Analyst | Analyses security vulnerabilities and threats. | 5 |
| Security Engineer | Implements security solutions. | 6 |
| Cybersecurity Analyst | Analyses cybersecurity threats. | 7 |
| Security Researcher | Researches system vulnerabilities. | 8 |
| Penetration Tester | Tests systems for security vulnerabilities. | 9 |
| Ethical Hacker | Identifies security weaknesses. | 10 |
| Security Consultant | Advises on security strategies. | 11 |
| Compliance Analyst | Ensures regulatory compliance. | 12 |
| Security Operations Analyst | Monitors security operations. | 13 |
| Privacy Engineer | Implements privacy-focused solutions. | 14 |
| Application Security Engineer | Focuses on application security. | 15 |
| Cloud Security Engineer | Specializes in cloud security. | 16 |
| Consulting & Strategy | Description | Order |
|---|---|---|
| Management Consultant | Advises on business and management issues. | 1 |
| Strategy Consultant | Advises on strategic business decisions. | 2 |
| Technology Consultant | Advises on technology solutions. | 3 |
| Digital Transformation Consultant | Guides digital transformation initiatives. | 4 |
| Consultant | Provides expert advice in various domains. | 5 |
| Data and Analytics Consultant | Specializes in data consulting. | 6 |
| AI Consultant | Advises on AI implementation strategies. | 7 |
| Data Strategist | Develops data-driven strategies. | 8 |
| Digital Strategist | Develops digital business strategies. | 9 |
| Solution/Solutions Engineer | Designs technical solutions for clients. | 10 |
| Technology Integrator | Integrates technologies into systems. | 11 |
| Enterprise Consultant | Focuses on large enterprise solutions. | 12 |
| Marketing & Sales | Description | Order |
|---|---|---|
| Sales Director | Leads sales strategy and teams. | 1 |
| Marketing Director | Leads marketing strategy and teams. | 2 |
| Account Executive | Manages client accounts and sales. | 3 |
| Enterprise Account Executive | Focuses on large client accounts. | 4 |
| Sales Development Representative | Generates sales leads. | 5 |
| Technical Sales Manager | Manages technical product sales. | 6 |
| Solution Sales Specialist | Sells complex technical solutions. | 7 |
| Sales Engineer | Provides technical support for sales. | 8 |
| Digital Marketing Specialist | Manages digital marketing initiatives. | 9 |
| Growth Marketer | Focuses on business growth strategies. | 10 |
| Content Marketer | Creates marketing content. | 11 |
| Copywriter | Creates marketing content. | 12 |
| Technical Marketing Manager | Markets technical products. | 13 |
| Other Technical Roles | Description | Order |
|---|---|---|
| Systems/System Engineer | Designs and manages complex systems. | 1 |
| Network Engineer | Designs and manages computer networks. | 2 |
| Cloud Specialist | Provides expertise on cloud technologies. | 3 |
| Robotics Engineer | Develops robotic systems. | 4 |
| Embedded Systems Engineer | Works with embedded computer systems. | 5 |
| Hardware Engineer | Designs computer hardware components. | 6 |
| IoT Engineer | Specializes in Internet of Things systems. | 7 |
| Technical Support Engineer | Provides technical customer support. | 8 |
| Technical Writer | Creates technical documentation. | 9 |
| Developer Advocate | Promotes developer tools and platforms. | 10 |
| Technical Trainer | Provides technical training. | 11 |
| UI/UX Designer | Designs user interfaces and experiences. | 12 |
| Blockchain Engineer | Works with blockchain technologies. | 13 |
| Quantum Computing Engineer | Works with quantum computing systems. | 14 |
| Miscellaneous | Description | Order |
|---|---|---|
| Chief Executive Officer (CEO) | Top executive, leads entire organization. | 1 |
| Chief Operating Officer (COO) | Manages organization's day-to-day operations. | 2 |
| Chief Information Officer (CIO) | Oversees information technology strategy. | 3 |
| Director | Leadership role for specific department. | 4 |
| Executive | Leadership role. | 5 |
| Project Manager | Manages project execution and delivery. | 6 |
| Scrum Master | Facilitates agile development processes. | 7 |
| Product Owner | Represents stakeholders in agile development. | 8 |
| Technical Recruiter | Recruits technical talent. | 9 |
| Data Manager | Oversees data operations. | 10 |
| Data Specialist | General data-related role. | 11 |
| Analytics Specialist | Specializes in analytics tasks. | 12 |
| Business Intelligence Specialist | Focuses on BI processes. | 13 |
| Member of Technical Staff | General technical contributor. | 14 |
| Associate | Entry-level or general role. | 15 |
| Digital Transformation Manager | Manages digital transformation initiatives. | 16 |
| Innovation Manager | Manages innovation initiatives. | 17 |