Method-first classification key that makes estimate typing explicit, traceable, and repeatable.
- Three-phase decision flow: enumeration method, estimation method, then documentation/accuracy checks.
- Decision-tree context and feedback loop built directly into the interface.
- Supports more reproducible estimate-type assignment across analysts and reporting cycles.
Fast exploration surface for CU-level metadata used in WSP assessment delivery workflows.
- Search and browse CU-level metadata in one place.
- Designed for speed with quick filtering and navigation.
- Built to support assessment delivery workflows (not just curiosity browsing).
Repository-oriented product work focused on discoverability, structure, and operational usability.
- Supports standardized data packaging and practical navigation for technical users.
- Improves consistency and traceability in summary-oriented workflows.
- Designed to reduce friction between stewardship and reporting use cases.
Quarto site publishing DSU resources including controlled vocabularies, training materials, and standards documentation.
- Public-facing documentation for salmon data stewardship practices.
- Hosts published vocabularies, standards, and training resources.
- Built and deployed as a Quarto site via GitHub Actions.
Technical lead work focused on portal delivery and cross-partner metadata and model alignment.
- Built the IYS data portal and catalogue as a practical discovery layer.
- Defined common data models and metadata profiles used across partners.
- Integrated diverse datasets into formats usable by scientists and managers.
Ontology work supporting cross-system alignment and shared meaning in salmon data assets.
- Defines reusable concept structure and term governance patterns.
- Supports interoperability across pipelines that depend on shared concepts.
- Improves long-term semantic consistency in production pipelines.
Public dataset catalogue supporting search, filtering, and discovery across mobilized salmon and ecosystem datasets.
- Supports dataset discovery by topic, format, and metadata.
- Enables browsing and filtering across published datasets.
- Designed as a practical entry point for technical users.
Focused ontology model used to represent salmon-domain concepts in a machine-readable form.
- Defines domain concept structure in a portable ontology asset.
- Supports cross-walks and term alignment across related repositories.
- Helps keep concept semantics stable across implementations.
Implementation patterns and utilities to make salmon data packaging more consistent and reusable.
- Provides structure for metadata-aware salmon data packaging.
- Improves reliability and portability of project data assets.
- Bridges analysis workflows with durable data product outputs.
Library enabling programmatic access to Hakai API endpoints for reproducible extraction and analysis workflows.
- Supports authenticated requests and consistent data access patterns.
- Designed for analysis pipelines and repeatable extraction workflows.
- Paired with docs for installation and usage.
Helper functions and templates supporting juvenile salmon program workflows, packaged for reuse.
- Reusable functions and helpers for program analyses.
- Templates and patterns for repeatable workflows.
- Packaged as an R library for consistent use across analyses.
Practical guide covering reproducible workflow patterns for analysis in R.
- Reproducible analysis patterns and practical statistical workflow guidance.
- Training-friendly structure aimed at applied science teams.
- Published as a web guide with supporting source material.
Public guide on standardizing marine biological data, including metadata and interoperability practices.
- Standards-oriented guidance for biological data stewardship.
- Focus on interoperability, metadata, and practical implementation.
- Published as a web book / guide.
Historical web application built for exploring annual juvenile salmon migration dynamics. Now deprecated or access restricted.
- Interactive exploration and communication surface for time series and migration dynamics.
- Designed for rapid exploration and stakeholder-friendly views.
- Public artifacts remain available via archived report repositories.