
Over eight months, contributed to gip-inclusion/les-emplois by building and refining data dashboards, export features, and backend integrations to enhance data accessibility and reporting. Leveraged Python, Django, and HTML to implement raw data dashboards for prescribers and SIAE, configuration-driven tally popup integrations, and public dashboard exports using Matomo and Metabase. Addressed analytics reliability by correcting dashboard references and improving attribution through targeted schema changes. Focused on maintainable, configuration-based solutions and robust testing, ensuring accurate, traceable data flows. The work emphasized cross-functional collaboration, UI clarity, and scalable backend development, supporting data-driven decision making for stakeholders and improving reporting workflows.
Concise monthly summary for gip-inclusion/les-emplois (2026-03). Delivered data attribution enhancements and improved analytics reliability through targeted schema changes and bug fixes, enabling better business decisions and more trustworthy dashboards.
Concise monthly summary for gip-inclusion/les-emplois (2026-03). Delivered data attribution enhancements and improved analytics reliability through targeted schema changes and bug fixes, enabling better business decisions and more trustworthy dashboards.
Month: 2025-11 | Gip-inclusion/les-emplois: Key feature-focused delivery with emphasis on data accessibility and reporting enhancements for prescribers and SIAE.
Month: 2025-11 | Gip-inclusion/les-emplois: Key feature-focused delivery with emphasis on data accessibility and reporting enhancements for prescribers and SIAE.
October 2025 — Delivered the Employer Dashboard with Data Export for gip-inclusion/les-emplois. Implemented raw activity data access, data export capabilities, and UI updates to improve visibility and reporting workflows. Commit 0061da6ed7cf5cd6de87049a21a27d5504da9479 titled 'publish an employer dashboard with raw data'.
October 2025 — Delivered the Employer Dashboard with Data Export for gip-inclusion/les-emplois. Implemented raw activity data access, data export capabilities, and UI updates to improve visibility and reporting workflows. Commit 0061da6ed7cf5cd6de87049a21a27d5504da9479 titled 'publish an employer dashboard with raw data'.
In September 2025, delivered a critical reliability improvement for gip-inclusion/les-emplois by correcting Metabase dashboard ID references used for employment statistics. The changes ensure the application points to the correct ETP dashboards (ETP dashboards: stats_siae_etp, stats_cd_orga_etp, and related dashboards), consolidating fixes across two commits to improve accuracy and downstream analytics. This reduces risk of misreported metrics and enhances dashboard consistency across environments.
In September 2025, delivered a critical reliability improvement for gip-inclusion/les-emplois by correcting Metabase dashboard ID references used for employment statistics. The changes ensure the application points to the correct ETP dashboards (ETP dashboards: stats_siae_etp, stats_cd_orga_etp, and related dashboards), consolidating fixes across two commits to improve accuracy and downstream analytics. This reduces risk of misreported metrics and enhances dashboard consistency across environments.
July 2025 monthly summary for gip-inclusion/les-emplois. Key feature delivered: added public dashboard export: tb Analyse de l'offre d'insertion sur le territoire to Matomo's export list; updated test snapshots to reflect the new dashboard and increased row counts. No major bugs fixed this period. Overall impact: expanded public data access for stakeholders, contributing to data-driven decision making and transparency around insertion-offer metrics. Technologies/skills demonstrated: Matomo and Metabase export integration, test snapshot maintenance, commit-driven development, and repository gip-inclusion/les-emplois.
July 2025 monthly summary for gip-inclusion/les-emplois. Key feature delivered: added public dashboard export: tb Analyse de l'offre d'insertion sur le territoire to Matomo's export list; updated test snapshots to reflect the new dashboard and increased row counts. No major bugs fixed this period. Overall impact: expanded public data access for stakeholders, contributing to data-driven decision making and transparency around insertion-offer metrics. Technologies/skills demonstrated: Matomo and Metabase export integration, test snapshot maintenance, commit-driven development, and repository gip-inclusion/les-emplois.
June 2025 — Gip Inclusion Les Emplois: Delivered a concise label refinement for the statistics dashboard. Replaced the previous display name for siae_orga_etp with 'Suivi des effectifs annuels et mensuels (ETP)' across the employer stats dashboard and its corresponding view, providing a clearer, more direct label for users. Implemented via a targeted UI refactor with minimal risk and backward-compatible changes; commit 4de8fd58173ea6193a2b9ee0d582158c3259e297.
June 2025 — Gip Inclusion Les Emplois: Delivered a concise label refinement for the statistics dashboard. Replaced the previous display name for siae_orga_etp with 'Suivi des effectifs annuels et mensuels (ETP)' across the employer stats dashboard and its corresponding view, providing a clearer, more direct label for users. Implemented via a targeted UI refactor with minimal risk and backward-compatible changes; commit 4de8fd58173ea6193a2b9ee0d582158c3259e297.
February 2025: Delivered a configuration-driven tally popup integration for private dashboards in gip-inclusion/les-emplois. Added tally_popup_form_id and tally_embed_form_id configurations to the Metabase API utility to map tally pop-ups to specific dashboard IDs, enabling targeted engagement without code changes. Commit 69449fefdcfa90d009065308f63ca611af24a179 provides traceability and supports maintainable scaling. This work reduces deployment effort, enhances data capture, and sets the foundation to extend to additional private dashboards.
February 2025: Delivered a configuration-driven tally popup integration for private dashboards in gip-inclusion/les-emplois. Added tally_popup_form_id and tally_embed_form_id configurations to the Metabase API utility to map tally pop-ups to specific dashboard IDs, enabling targeted engagement without code changes. Commit 69449fefdcfa90d009065308f63ca611af24a179 provides traceability and supports maintainable scaling. This work reduces deployment effort, enhances data capture, and sets the foundation to extend to additional private dashboards.
December 2024 focused on delivering a business-facing data-visibility enhancement for gip-inclusion/les-emplois: a Public Metabase Dashboard TB 471 - Zoom sur les ESAT (2024) exported from Matomo. The work included updating the public dashboards dictionary and adjusting test snapshots to reflect the new inclusion, ensuring ESAT data is correctly processed and readily available for reporting and stakeholder review. Change is associated with commit 2c04ca249fe73d86bf3883a652c2a006ee156fe1 and strengthens data-driven decision making.
December 2024 focused on delivering a business-facing data-visibility enhancement for gip-inclusion/les-emplois: a Public Metabase Dashboard TB 471 - Zoom sur les ESAT (2024) exported from Matomo. The work included updating the public dashboards dictionary and adjusting test snapshots to reflect the new inclusion, ensuring ESAT data is correctly processed and readily available for reporting and stakeholder review. Change is associated with commit 2c04ca249fe73d86bf3883a652c2a006ee156fe1 and strengthens data-driven decision making.

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