| Business Alignment & Metrics | Tracks basic task metrics and understands business context of implemented features, monitoring usage data to support learning validation. | Analyzes feature impact and reports on technical KPIs to validate hypotheses and drive data-informed iteration decisions. | Links technical decisions to business outcomes and ROI, applying innovation accounting principles to measure time-to-learn metrics. | Drives business strategy through technical innovation and market analysis. |
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| Core Development & Implementation | Implements defined features using established patterns and tools under supervision, writing testable and measurable code aligned with MVP guidelines. | Develops complex modules independently and ensures code quality standards while executing build-measure-learn cycles. | Owns service reliability, refactors legacy code, and mentors junior developers on product thinking and engineering practices. | Defines engineering standards, technical vision, and cross-system integration strategies. |
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| Data Management & Infrastructure | Writes basic queries and manages local data structures, ensuring data integrity for measurement instrumentation embedded in features. | Optimizes database performance and manages cloud resources to support feature data requirements and metrics collection. | Designs data models and ensures infrastructure reliability to support rapid experimentation and global stakeholder needs. | Defines data governance strategy and infrastructure evolution. |
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| Deployment & Release Management | Executes deployment scripts and monitors release status for feature launches, following established CI/CD procedures. | Configures CI/CD pipelines and handles rollback procedures to enable frequent, safe deployments for experimentation. | Optimizes release frequency and ensures zero-downtime deployments to support rapid experimentation cycles. | Defines release governance and deployment architecture. |
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| Product Discovery & Requirements | Gathers basic requirements and documents user stories with guidance, ensuring learning outcomes from experiments are captured for team knowledge sharing. | Analyzes feature feasibility and collaborates with product managers on scope to validate problem-solution fit. | Leads discovery sessions and defines technical constraints for product decisions, translating business needs into technical specifications. | Aligns long-term product strategy with technical roadmap and market opportunities. |
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| System Architecture & Design | Follows existing architectural patterns and design guidelines when implementing features, ensuring code consistency with team standards. | Designs subsystem components and evaluates trade-offs within feature scope to ensure scalability and maintainability. | Architects full services and ensures system cohesion across multiple teams, designing for scalability and reduced friction. | Sets organizational architecture standards and evolves system topology. |
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| Testing & Quality Assurance | Writes unit tests and executes manual test cases for implemented features, ensuring testable code with adequate coverage before release. | Develops integration tests and automates QA workflows to ensure feature reliability and enable rapid iteration. | Defines testing strategy and ensures coverage standards across services to maintain quality at scale. | Establishes quality culture and tooling ecosystem. |
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