
Metasebia Y. engineered and maintained the OCHA-DAP/data-grid-recipes repository, delivering robust data grid configuration and governance for humanitarian datasets. Over 11 months, Metasebia implemented automated status management, metadata overrides, and dynamic dataset integration using YAML and configuration management best practices. Their work included integrating new data sources, refining data freshness logic, and standardizing display states to improve data quality and reduce manual intervention. Leveraging skills in data engineering, data modeling, and metadata management, Metasebia ensured reliable, up-to-date dashboards for field teams. The solutions demonstrated depth in configuration-driven automation, maintainability, and traceable governance, supporting decision-ready insights across humanitarian operations.

October 2025 performance summary for OCHA-DAP/data-grid-recipes, highlighting features delivered that improve data governance, data quality, and user clarity in the humanitarian data grid. This period focused on making status and metadata more transparent, integrating key datasets, and tightening data quality controls to support faster, more reliable decision making for field teams and partners. Deliverables strengthened governance with traceable changes and prepared the grid for dynamic data presentation across datasets.
October 2025 performance summary for OCHA-DAP/data-grid-recipes, highlighting features delivered that improve data governance, data quality, and user clarity in the humanitarian data grid. This period focused on making status and metadata more transparent, integrating key datasets, and tightening data quality controls to support faster, more reliable decision making for field teams and partners. Deliverables strengthened governance with traceable changes and prepared the grid for dynamic data presentation across datasets.
September 2025: Delivered enhancements to the OCHA-DAP/data-grid-recipes focusing on data accuracy, governance metadata, and UX improvements. Key fixes and features include updating the data grid's freshness display and IPC data status, introducing governance-focused metadata override sections, and standardizing status/comments wording across related datasets. These changes increase dashboard reliability, improve data governance traceability, and reduce ambiguity in data sharing notes. Technologies demonstrated include React-based data grid coordination, data state management, metadata modeling, and clear documentation practices.
September 2025: Delivered enhancements to the OCHA-DAP/data-grid-recipes focusing on data accuracy, governance metadata, and UX improvements. Key fixes and features include updating the data grid's freshness display and IPC data status, introducing governance-focused metadata override sections, and standardizing status/comments wording across related datasets. These changes increase dashboard reliability, improve data governance traceability, and reduce ambiguity in data sharing notes. Technologies demonstrated include React-based data grid coordination, data state management, metadata modeling, and clear documentation practices.
July 2025: Delivered targeted Data Grid enhancements for OCHA-DAP/data-grid-recipes focused on automation, dataset coverage, and identity provider governance. Key outcomes include automated dataset status management for Yemen, inclusion of the June 2025+ Yemen IDPs dataset, and up-to-date Identity Providers metadata/configuration. These changes reduce manual intervention, broaden data coverage for displacement tracking, and strengthen configuration governance across the data grid.
July 2025: Delivered targeted Data Grid enhancements for OCHA-DAP/data-grid-recipes focused on automation, dataset coverage, and identity provider governance. Key outcomes include automated dataset status management for Yemen, inclusion of the June 2025+ Yemen IDPs dataset, and up-to-date Identity Providers metadata/configuration. These changes reduce manual intervention, broaden data coverage for displacement tracking, and strengthen configuration governance across the data grid.
June 2025 monthly work summary focusing on key accomplishments and business value for OCHA-DAP/data-grid-recipes. Delivered a set of dataset governance updates, freshness reliability improvements, and status synchronization across subcategories and COD integrations. The work enhances data discoverability, consistency, and trust for downstream systems and end users.
June 2025 monthly work summary focusing on key accomplishments and business value for OCHA-DAP/data-grid-recipes. Delivered a set of dataset governance updates, freshness reliability improvements, and status synchronization across subcategories and COD integrations. The work enhances data discoverability, consistency, and trust for downstream systems and end users.
May 2025 monthly summary for OCHA-DAP/data-grid-recipes focusing on reliability, timeliness, and business value. Key features delivered include switching IPC processing mode from complete to automatic to streamline workflows (commit f5d2a091ae4bff88add7b1821fbf371eb245bb62), adding the latest 3-week window data (commit 44070a78547c6cee70aed7b43d54b55a8ba30cd2), enabling metadata override and automatic malnutrition status updates leveraging new ML analysis for Gaza (commit facaecf4ee0c1bf60fa9967e1e5b53cd48cbd37c), and adding operational presence data (commit 593ef46364a7e54de4300a661d95a63c65bbd987). FAO DIEM dataset integration was completed across multiple commits, and the dataset was repushed to ensure consistency. These changes were complemented by a series of bug fixes to restore correct behavior and data integrity (removal of outdated market monitor overrides, dropping climate impact data deemed old, forcing poverty rate to complete with up-to-date 2023 OPHI data, freshness metadata override fixes for FS and MN, COD-AB MIMU status updated to up-to-date). Overall, the month delivered stronger data quality, faster data processing, and broader dataset coverage, enabling more accurate dashboards and policy-ready insights.
May 2025 monthly summary for OCHA-DAP/data-grid-recipes focusing on reliability, timeliness, and business value. Key features delivered include switching IPC processing mode from complete to automatic to streamline workflows (commit f5d2a091ae4bff88add7b1821fbf371eb245bb62), adding the latest 3-week window data (commit 44070a78547c6cee70aed7b43d54b55a8ba30cd2), enabling metadata override and automatic malnutrition status updates leveraging new ML analysis for Gaza (commit facaecf4ee0c1bf60fa9967e1e5b53cd48cbd37c), and adding operational presence data (commit 593ef46364a7e54de4300a661d95a63c65bbd987). FAO DIEM dataset integration was completed across multiple commits, and the dataset was repushed to ensure consistency. These changes were complemented by a series of bug fixes to restore correct behavior and data integrity (removal of outdated market monitor overrides, dropping climate impact data deemed old, forcing poverty rate to complete with up-to-date 2023 OPHI data, freshness metadata override fixes for FS and MN, COD-AB MIMU status updated to up-to-date). Overall, the month delivered stronger data quality, faster data processing, and broader dataset coverage, enabling more accurate dashboards and policy-ready insights.
April 2025 monthly summary for OCHA-DAP/data-grid-recipes: Implemented funding data source updates across data grid recipes, standardized display state for core datasets with freshness logic, and cleaned up metadata to reduce confusion. These changes improve data freshness, UI consistency, and maintainability, delivering business value by ensuring up-to-date funding information across Afghanistan, Ethiopia, Sudan, Myanmar, and Palestinian territories, and simplifying dataset presentation.
April 2025 monthly summary for OCHA-DAP/data-grid-recipes: Implemented funding data source updates across data grid recipes, standardized display state for core datasets with freshness logic, and cleaned up metadata to reduce confusion. These changes improve data freshness, UI consistency, and maintainability, delivering business value by ensuring up-to-date funding information across Afghanistan, Ethiopia, Sudan, Myanmar, and Palestinian territories, and simplifying dataset presentation.
March 2025 performance summary for OCHA-DAP/data-grid-recipes focused on stabilizing data presentation, expanding data coverage, and reducing maintenance risk in the data grid. Delivered concrete data-quality improvements, clearer dataset naming for efficient filtering, and expanded humanitarian data sources aligned with business needs for decision-ready insights.
March 2025 performance summary for OCHA-DAP/data-grid-recipes focused on stabilizing data presentation, expanding data coverage, and reducing maintenance risk in the data grid. Delivered concrete data-quality improvements, clearer dataset naming for efficient filtering, and expanded humanitarian data sources aligned with business needs for decision-ready insights.
February 2025 monthly summary for OCHA-DAP/data-grid-recipes: implemented a targeted bug fix to the data grid status display for cod-ps-mmr, aligning UI status with dataset freshness and applying metadata overrides to correctly mark the dataset as incomplete when not up-to-date. The change was committed as e3d4d42078d2b8460a723dea1e6a9af1489a5351 (updating baseline population).
February 2025 monthly summary for OCHA-DAP/data-grid-recipes: implemented a targeted bug fix to the data grid status display for cod-ps-mmr, aligning UI status with dataset freshness and applying metadata overrides to correctly mark the dataset as incomplete when not up-to-date. The change was committed as e3d4d42078d2b8460a723dea1e6a9af1489a5351 (updating baseline population).
Month: 2025-01 – OCHA-DAP/data-grid-recipes, concise monthly summary focusing on business value and technical achievements. Key features delivered: - Malnutrition Data and Status: added malnutrition data and updated malnutrition status across the dataset. - Commits: f03cae5646f545b6e5346ce3f984ce1f5017c860; cb13ebc493892a96ffccbc3caba55dc6fcd45aa0; fb81d25520a6cf820c15f6053d44ab30bfbf8f65 - WFP Price Updates and WorldPop/FloodScan integrations: updated WFP food prices; integrated WorldPop data into populated places and enabled FloodScan to handle hazards with metadata support. - Commits: 3ff26654e4b29189ef186d8305930b21bc29ef65; e4194cc6e7581303b5eebf011cd953d8411d57d4 - Education Incidents and HOT Facilities: added PCBS education incidents data and HOT education facilities data. - Commits: 48b6d36138bfe090b9989e5a9fec260e331baca1; 44af8c16899c1f7ed967a479c1aadde00fab0669 - IPC Food Security Status and Dataset Status: updated IPC food security status and dataset status. - Commits: 37e7156c8f4a4dd54e60fa1f45377e8beb9fdc8a; e6e10210b1131f507c01b0b2d6a88699020947e8 - NDVI and ASAP Data Enrichment: added NDVI and ASAP indicators. - Commits: 452e00d1141d6bc81d7ade114895f444806ee187; 2be21c0791146d66d10e437012ea319de0d9877d - Metadata override enhancements: added and improved metadata override capabilities, including complimentary overrides. - Commits: dabcbe6dd76a3426f2a9891fcf598e0f030dd4f1; 5bb655979d157c59bfe653166ba1199d71dfa92c; 71ba020de464a2e1932b917ea8cff93119c8ba5b; b66a1d3a29813b9095c19d45065cf420fd6b2432; faa4c7436dd874b0ae8b45647a21ba1987346ff3; 13369eeb8cda549c8a1d69a0639b871e89048645; eae5f6d7746aad39b789f1541c8eda8d8f61d7eb - Bug fixes: COD AB Status fixes and COD PS Status update; forcing incomplete state; complementary typo fix. - Commits: 272a0c98ac0d98f056cb0c8905eafa366cbc2adf; 77619721e0cc0f4bfbbbbdccf4ef85d1e1cb5585; eff094cee60c3f964f1cdc6767ebb55936a42c76; df836089ecfa6f2f80f89f7714ec2452ec77874f; c8881d76fe58d7ae131f5e679185f85ff2e4487e Major bugs fixed: - COD AB Status: not up to date and forced out of date. - COD PS Status: updated status. - Miscellaneous updates and forcing incomplete state fixes. - Fix complementary typo. Overall impact and accomplishments: - Expanded data coverage across nutrition, education, market, and hazard domains, enabling more comprehensive humanitarian analytics. - Improved data quality, governance, and status tracking, reducing data latency and inconsistencies. - Strengthened trust and decision-making for program design, monitoring, and resource allocation. Technologies/skills demonstrated: - Data integration and ETL orchestration, dataset governance, and metadata management. - Hazard data modeling with FloodScan and WorldPop integrations. - Metadata override mechanisms and QA/testing scaffolding. - Cross-functional collaboration with data producers and analytics stakeholders.
Month: 2025-01 – OCHA-DAP/data-grid-recipes, concise monthly summary focusing on business value and technical achievements. Key features delivered: - Malnutrition Data and Status: added malnutrition data and updated malnutrition status across the dataset. - Commits: f03cae5646f545b6e5346ce3f984ce1f5017c860; cb13ebc493892a96ffccbc3caba55dc6fcd45aa0; fb81d25520a6cf820c15f6053d44ab30bfbf8f65 - WFP Price Updates and WorldPop/FloodScan integrations: updated WFP food prices; integrated WorldPop data into populated places and enabled FloodScan to handle hazards with metadata support. - Commits: 3ff26654e4b29189ef186d8305930b21bc29ef65; e4194cc6e7581303b5eebf011cd953d8411d57d4 - Education Incidents and HOT Facilities: added PCBS education incidents data and HOT education facilities data. - Commits: 48b6d36138bfe090b9989e5a9fec260e331baca1; 44af8c16899c1f7ed967a479c1aadde00fab0669 - IPC Food Security Status and Dataset Status: updated IPC food security status and dataset status. - Commits: 37e7156c8f4a4dd54e60fa1f45377e8beb9fdc8a; e6e10210b1131f507c01b0b2d6a88699020947e8 - NDVI and ASAP Data Enrichment: added NDVI and ASAP indicators. - Commits: 452e00d1141d6bc81d7ade114895f444806ee187; 2be21c0791146d66d10e437012ea319de0d9877d - Metadata override enhancements: added and improved metadata override capabilities, including complimentary overrides. - Commits: dabcbe6dd76a3426f2a9891fcf598e0f030dd4f1; 5bb655979d157c59bfe653166ba1199d71dfa92c; 71ba020de464a2e1932b917ea8cff93119c8ba5b; b66a1d3a29813b9095c19d45065cf420fd6b2432; faa4c7436dd874b0ae8b45647a21ba1987346ff3; 13369eeb8cda549c8a1d69a0639b871e89048645; eae5f6d7746aad39b789f1541c8eda8d8f61d7eb - Bug fixes: COD AB Status fixes and COD PS Status update; forcing incomplete state; complementary typo fix. - Commits: 272a0c98ac0d98f056cb0c8905eafa366cbc2adf; 77619721e0cc0f4bfbbbbdccf4ef85d1e1cb5585; eff094cee60c3f964f1cdc6767ebb55936a42c76; df836089ecfa6f2f80f89f7714ec2452ec77874f; c8881d76fe58d7ae131f5e679185f85ff2e4487e Major bugs fixed: - COD AB Status: not up to date and forced out of date. - COD PS Status: updated status. - Miscellaneous updates and forcing incomplete state fixes. - Fix complementary typo. Overall impact and accomplishments: - Expanded data coverage across nutrition, education, market, and hazard domains, enabling more comprehensive humanitarian analytics. - Improved data quality, governance, and status tracking, reducing data latency and inconsistencies. - Strengthened trust and decision-making for program design, monitoring, and resource allocation. Technologies/skills demonstrated: - Data integration and ETL orchestration, dataset governance, and metadata management. - Hazard data modeling with FloodScan and WorldPop integrations. - Metadata override mechanisms and QA/testing scaffolding. - Cross-functional collaboration with data producers and analytics stakeholders.
December 2024 monthly delivery focused on integrating reliable HOT data, expanding datasets, and strengthening governance and data quality. Key progress includes HOT data integration for education/health facilities and roads, data grid and dataset recipe enhancements, and governance upgrades enabling DGs v2025. Several bug fixes improved link reliability and policy compliance, while metadata controls and market monitoring capabilities enhanced data quality and operational value for humanitarian decision making.
December 2024 monthly delivery focused on integrating reliable HOT data, expanding datasets, and strengthening governance and data quality. Key progress includes HOT data integration for education/health facilities and roads, data grid and dataset recipe enhancements, and governance upgrades enabling DGs v2025. Several bug fixes improved link reliability and policy compliance, while metadata controls and market monitoring capabilities enhanced data quality and operational value for humanitarian decision making.
November 2024 monthly summary for OCHA-DAP/data-grid-recipes: two core recipe updates delivered to align grids with current datasets and improve UI state handling. Changes are tracked via dedicated commits, with a focus on data accuracy, maintainability, and faster future updates.
November 2024 monthly summary for OCHA-DAP/data-grid-recipes: two core recipe updates delivered to align grids with current datasets and improve UI state handling. Changes are tracked via dedicated commits, with a focus on data accuracy, maintainability, and faster future updates.
Overview of all repositories you've contributed to across your timeline