DFE-Digital/education-benchmarking-and-insights
Jun 2025 – Jun 2026
13 Months active
Languages Used
C#MarkdownPythonSQLShellDockerfileTOMLBash
Technical Skills
ArchitectureCI/CDData EngineeringData ProcessingDatabase ManagementDatabase Setup
murdo-hippo
PROFILE
Murdo-hippo
Worked on the DFE-Digital/education-benchmarking-and-insights repository, delivering robust data engineering solutions for financial and educational reporting. Developed and refactored data pipelines using Python, SQL, and Terraform, focusing on maintainability, performance, and data quality. Introduced features such as Python-based CFR transparency file generation, modularized ETL workflows, and enhanced schema management for SEN and financial datasets. Improved infrastructure with Azure and Docker, enabling scalable deployments and streamlined local development. Emphasized documentation and technical writing to support onboarding and governance. Addressed security, dependency management, and code organization, ensuring reliable data processing and reporting across evolving requirements and multiple academic years.
Overall Statistics
Feature vs Bugs
81%Features
Repository Contributions
77Total
Bugs
8
Commits
77
Features
35
Lines of code
26,759
Activity Months13
Your Network
26 peopleSame Organization
@hippodigital.co.uk17
Shared Repositories
9
Work History
June 2026
1 Commits • 1 Features
Jun 1, 2026June 2026 for DFE-Digital/education-benchmarking-and-insights: Delivered a Python-based CFR Transparency File Generator, replacing the prior SQL-based approach. Established a data processing pipeline and schemas to handle input data and generate transparency files for maintained schools. This work reduces maintenance burden, accelerates CFR reporting, and lays the groundwork for broader CFR automation and future enhancements.
1 Commits • 1 Features
Jun 1, 2026June 2026 for DFE-Digital/education-benchmarking-and-insights: Delivered a Python-based CFR Transparency File Generator, replacing the prior SQL-based approach. Established a data processing pipeline and schemas to handle input data and generate transparency files for maintained schools. This work reduces maintenance burden, accelerates CFR reporting, and lays the groundwork for broader CFR automation and future enhancements.
June 2026
May 2026
1 Commits • 1 Features
May 1, 2026May 2026 monthly summary for DFE-Digital/education-benchmarking-and-insights. Focused on delivering a tooling improvement to enable better code syntax highlighting and future feature development within the project. No major bugs fixed in this period; the primary delivery was a dependency-related enhancement that unlocks richer syntax highlighting.
May 2026
1 Commits • 1 Features
May 1, 2026May 2026 monthly summary for DFE-Digital/education-benchmarking-and-insights. Focused on delivering a tooling improvement to enable better code syntax highlighting and future feature development within the project. No major bugs fixed in this period; the primary delivery was a dependency-related enhancement that unlocks richer syntax highlighting.
April 2026
3 Commits • 2 Features
Apr 1, 2026For 2026-04, key contributions across DFE-Digital/education-benchmarking-and-insights focused on SEN reporting improvements and improved developer experience for the data pipeline. Key features delivered include: 1) SEN data model and financial tracking enhancements — added SENSupport field to LocalAuthorityFinancial and introduced five new High Needs budget/outturn items to improve SEN financial tracking. 2) Data pipeline local development tooling — Docker Compose setup enabling local development and debugging with Azurite, SQL Server, Redis, and a debug mode. No critical bugs logged this month. Overall impact: improved SEN reporting accuracy and financial visibility; faster, safer local development and debugging for the data pipeline. Technologies demonstrated: data modeling and schema evolution; containerized dev environments with Docker Compose, Azurite, SQL Server, and Redis; contribution through commit-driven development.
3 Commits • 2 Features
Apr 1, 2026For 2026-04, key contributions across DFE-Digital/education-benchmarking-and-insights focused on SEN reporting improvements and improved developer experience for the data pipeline. Key features delivered include: 1) SEN data model and financial tracking enhancements — added SENSupport field to LocalAuthorityFinancial and introduced five new High Needs budget/outturn items to improve SEN financial tracking. 2) Data pipeline local development tooling — Docker Compose setup enabling local development and debugging with Azurite, SQL Server, Redis, and a debug mode. No critical bugs logged this month. Overall impact: improved SEN reporting accuracy and financial visibility; faster, safer local development and debugging for the data pipeline. Technologies demonstrated: data modeling and schema evolution; containerized dev environments with Docker Compose, Azurite, SQL Server, and Redis; contribution through commit-driven development.
April 2026
March 2026
8 Commits • 2 Features
Mar 1, 2026March 2026 monthly summary: Delivered key business-value enhancements to the education benchmarking stack, focusing on DSG recoupment capabilities, multi-year outturn calculations, data model expansion, and infrastructure/documentation improvements. These changes improve forecast accuracy for DSG funding, enable historical year support, and enhance data quality, maintainability, and compliance across reporting pipelines.
March 2026
8 Commits • 2 Features
Mar 1, 2026March 2026 monthly summary: Delivered key business-value enhancements to the education benchmarking stack, focusing on DSG recoupment capabilities, multi-year outturn calculations, data model expansion, and infrastructure/documentation improvements. These changes improve forecast accuracy for DSG funding, enable historical year support, and enhance data quality, maintainability, and compliance across reporting pipelines.
February 2026
5 Commits • 2 Features
Feb 1, 2026February 2026: Security and reliability enhancements for Databricks connectivity, plus developer experience improvements. Key features delivered include IAM configuration for Databricks connectors with lifecycle management for Azure storage, and Terraform variable updates across environments; a temporary disablement of the connector config was applied to mitigate observed issues. Major fixes include updating config references (Databricks variables added; storage account reference corrected) and documentation improvements for setup, dataset management, and local development. Local development was streamlined by adjusting Azurite startup to ignore API version checks. Overall impact: reduced risk of accidental data destruction, faster Databricks integration, and clearer guidance for engineers. Technologies demonstrated: Terraform/IaC, IAM, Databricks, Azure Storage, Azurite, and documentation practices.
5 Commits • 2 Features
Feb 1, 2026February 2026: Security and reliability enhancements for Databricks connectivity, plus developer experience improvements. Key features delivered include IAM configuration for Databricks connectors with lifecycle management for Azure storage, and Terraform variable updates across environments; a temporary disablement of the connector config was applied to mitigate observed issues. Major fixes include updating config references (Databricks variables added; storage account reference corrected) and documentation improvements for setup, dataset management, and local development. Local development was streamlined by adjusting Azurite startup to ignore API version checks. Overall impact: reduced risk of accidental data destruction, faster Databricks integration, and clearer guidance for engineers. Technologies demonstrated: Terraform/IaC, IAM, Databricks, Azure Storage, Azurite, and documentation practices.
February 2026
January 2026
7 Commits • 4 Features
Jan 1, 2026January 2026 performance summary highlighting business value from scalable data infrastructure, enhanced data models, and improved maintainability across the DFE Education Benchmarking project. Delivered concrete features, resolved critical issues, and reinforced data governance with documentation and dependency upgrades.
January 2026
7 Commits • 4 Features
Jan 1, 2026January 2026 performance summary highlighting business value from scalable data infrastructure, enhanced data models, and improved maintainability across the DFE Education Benchmarking project. Delivered concrete features, resolved critical issues, and reinforced data governance with documentation and dependency upgrades.
December 2025
6 Commits • 3 Features
Dec 1, 2025December 2025: Delivered core data platform enhancements for the education benchmarking and insights repository, focusing on data quality, reliability, and developer experience. Implemented schema and pipeline improvements to enable accurate 2025 S251 analysis, strengthened pupil data processing, and reduced duplication in pupil counts. Performed targeted infrastructure cleanup to secure the development environment and streamline future changes.
6 Commits • 3 Features
Dec 1, 2025December 2025: Delivered core data platform enhancements for the education benchmarking and insights repository, focusing on data quality, reliability, and developer experience. Implemented schema and pipeline improvements to enable accurate 2025 S251 analysis, strengthened pupil data processing, and reduced duplication in pupil counts. Performed targeted infrastructure cleanup to secure the development environment and streamline future changes.
December 2025
November 2025
1 Commits • 1 Features
Nov 1, 2025Month 2025-11 — DFE-Digital/education-benchmarking-and-insights: Delivered Databricks Development Process Documentation for FBIT data preprocessing pipelines using Databricks Asset Bundles (DABs) and Delta Live Tables (DLT). The documentation covers technology stack, environment setup, a step-by-step development workflow, and testing strategies, linking to the commit 66fb1daf86556794957ad0982869d826488bf6fd. This work improves onboarding, consistency, and governance across the data pipelines, enabling faster and safer feature delivery. No production bugs fixed this month; focus was on documentation and knowledge transfer.
November 2025
1 Commits • 1 Features
Nov 1, 2025Month 2025-11 — DFE-Digital/education-benchmarking-and-insights: Delivered Databricks Development Process Documentation for FBIT data preprocessing pipelines using Databricks Asset Bundles (DABs) and Delta Live Tables (DLT). The documentation covers technology stack, environment setup, a step-by-step development workflow, and testing strategies, linking to the commit 66fb1daf86556794957ad0982869d826488bf6fd. This work improves onboarding, consistency, and governance across the data pipelines, enabling faster and safer feature delivery. No production bugs fixed this month; focus was on documentation and knowledge transfer.
October 2025
8 Commits • 3 Features
Oct 1, 20252025-10 monthly summary for DFE-Digital/education-benchmarking-and-insights: Delivered key data-pipeline enhancements and persistence updates that strengthen data reliability and business value. Implemented KS4ProgressBanding persistence and mapping into the NonFinancial table, enabling more accurate Progress8 reporting. Persisted SEN and EHCP pupil counts with a schema change and data mapping scripts, expanding metrics coverage. Improved data quality and pipeline robustness through URN normalization (ensuring URNs are integers in comparator sets) and strengthened comparator-set persistence, including handling of missing target URNs and ensuring both prepared data files are written. Introduced RunId-based filtering in ExpenditureService to ensure a single school is returned, reducing data inconsistencies. Added LA Homepage metrics documentation to guide tracking of user interactions and component usage. These changes collectively improve dashboard reliability, enable richer KPI analysis, and support governance with more trustworthy data.
8 Commits • 3 Features
Oct 1, 20252025-10 monthly summary for DFE-Digital/education-benchmarking-and-insights: Delivered key data-pipeline enhancements and persistence updates that strengthen data reliability and business value. Implemented KS4ProgressBanding persistence and mapping into the NonFinancial table, enabling more accurate Progress8 reporting. Persisted SEN and EHCP pupil counts with a schema change and data mapping scripts, expanding metrics coverage. Improved data quality and pipeline robustness through URN normalization (ensuring URNs are integers in comparator sets) and strengthened comparator-set persistence, including handling of missing target URNs and ensuring both prepared data files are written. Introduced RunId-based filtering in ExpenditureService to ensure a single school is returned, reducing data inconsistencies. Added LA Homepage metrics documentation to guide tracking of user interactions and component usage. These changes collectively improve dashboard reliability, enable richer KPI analysis, and support governance with more trustworthy data.
October 2025
September 2025
13 Commits • 7 Features
Sep 1, 2025September 2025 monthly summary for DFE-Digital/education-benchmarking-and-insights. Delivered targeted data pipeline enhancements and performance improvements that increase financial reporting accuracy, governance, and data-driven decision-making across academies, trusts, and federation. Notable work includes recalibration of academy total expenditure and total income, central expenditure apportionment refinements with tests and documentation, federation workforce metrics expansion, and major performance optimizations of RAG calculations. A BFR import path bug was fixed to ensure reliable module loading and ongoing data integrity.
September 2025
13 Commits • 7 Features
Sep 1, 2025September 2025 monthly summary for DFE-Digital/education-benchmarking-and-insights. Delivered targeted data pipeline enhancements and performance improvements that increase financial reporting accuracy, governance, and data-driven decision-making across academies, trusts, and federation. Notable work includes recalibration of academy total expenditure and total income, central expenditure apportionment refinements with tests and documentation, federation workforce metrics expansion, and major performance optimizations of RAG calculations. A BFR import path bug was fixed to ensure reliable module loading and ongoing data integrity.
August 2025
13 Commits • 2 Features
Aug 1, 2025Month: 2025-08 — Delivered structural improvements to the data pipeline, stabilized the RAG workflow, and enhanced documentation and PDF tooling. Key work includes modularizing the data pipeline, clarifying data flow, Dockerfile optimizations, RAG fixes and test cleanup, and comprehensive docs and PDF tooling enhancements. These changes improve data quality for CFR/AAR reporting, reduce pipeline fragility, and speed up build and deployment cycles.
13 Commits • 2 Features
Aug 1, 2025Month: 2025-08 — Delivered structural improvements to the data pipeline, stabilized the RAG workflow, and enhanced documentation and PDF tooling. Key work includes modularizing the data pipeline, clarifying data flow, Dockerfile optimizations, RAG fixes and test cleanup, and comprehensive docs and PDF tooling enhancements. These changes improve data quality for CFR/AAR reporting, reduce pipeline fragility, and speed up build and deployment cycles.
August 2025
July 2025
7 Commits • 4 Features
Jul 1, 2025July 2025 monthly summary for DFE-Digital/education-benchmarking-and-insights focused on observability enhancements, pipeline simplification, 2025 data-year readiness, and governance documentation. Delivered business value through improved traceability, reliability, and readiness for the 2025 data year across data ingestion, processing, and exports.
July 2025
7 Commits • 4 Features
Jul 1, 2025July 2025 monthly summary for DFE-Digital/education-benchmarking-and-insights focused on observability enhancements, pipeline simplification, 2025 data-year readiness, and governance documentation. Delivered business value through improved traceability, reliability, and readiness for the 2025 data year across data ingestion, processing, and exports.
June 2025
4 Commits • 3 Features
Jun 1, 2025June 2025 monthly summary focusing on key accomplishments, with emphasis on delivering tangible business value through improved documentation, data pipeline enhancements, and architectural planning for future migrations.
4 Commits • 3 Features
Jun 1, 2025June 2025 monthly summary focusing on key accomplishments, with emphasis on delivering tangible business value through improved documentation, data pipeline enhancements, and architectural planning for future migrations.
June 2025
Activity
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Quality Metrics
Correctness91.4%
Maintainability89.2%
Architecture88.0%
Performance85.0%
AI Usage21.6%
Skills & Technologies
Programming Languages
BashC#DockerfileHCLMarkdownPythonSQLShellTOMLTerraform
Technical Skills
API DevelopmentArchitectureArchitecture Decision RecordsAzureAzure Blob StorageBackend DevelopmentCI/CDCloud InfrastructureCloud Infrastructure ManagementCode OrganizationCode RefactoringConfiguration ManagementData AnalysisData EngineeringData Modeling
Repositories Contributed To
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