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Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md). --- # Operational Insights Analyst - **Company:** Believers - **Location:** Liverpool, UK - **Contract:** Permanent contract - **Skills:** .NET Framework, Artificial Intelligence, Amazon Web Services, Amazon S3, Data Analysis, C Sharp (Programming Language), Databases, Data Architecture, Data Integrity, Extract Transform Load (ETL), Data Structures, Relational Databases, Python (Programming Language), Power BI, SQL Databases, Tableau (Software), TypeScript, ReactJS, Snowflake, Looker Analytics, Data Pipelines - **Published:** September 23, 2026 - **Apply:** https://startup.jobs/operational-insights-analyst-believe-10150970 ## About the Role * Proven product engineering experience, ideally including C#, TypeScript, ReactJS, or similar * A solid understanding of relational databases and cloud platforms (AWS) * Hands-on experience with, or genuine curiosity about, AI-assisted development and agentic coding tools * Excellent communication and collaboration skills * A pragmatic, principled approach to quality and continuous improvement Bonus Points * Experience running .NET applications in AWS * Experience with the CWR standard * Familiarity with the music publishing industry * Experience establishing or contributing to team practices around AI-assisted engineering (tooling choices, review standards, responsible use) Requirements * Right to work in the UK * Ability to work on-site at the Liverpool office (hybrid role) ## Description * Support revenue assurance activities by tracing discrepancies back through both source data and transformation logic. * Partner with the Royalties, Rights and Insights teams to translate business and audit questions into robust, reusable data structures rather than one-off queries. * Assist in tracking and following up on audit outcomes and contribute to the development and refinement of revenue assurance frameworks and methodologies. * Working alongside senior team members, contribute to the build and maintenance of data models and transformation pipelines that convert raw rights, royalty and catalogue data into clean, analysis-ready tables in AWS and Snowflake. * Provide input on schema design for reporting layers, applying database normalisation principles, primary/foreign key relationships and referential integrity across datasets. * Build and maintain ETL/ELT pipelines that move data from source systems and royalty statement feeds into Snowflake, via AWS S3 and Athena. * Write and troubleshoot SQL and Python-based transformations to process royalty and usage datasets, developing a growing focus on performance and efficiency over time. * Build, maintain and iterate on dashboards and reports (e.g. Power BI, Tableau or Looker) on top of curated, well-modelled data. * Evaluate and pilot AI-assisted data tooling (e.g. AI-generated reports) to accelerate insight delivery where appropriate. * Support engineering/product teams on upstream schema or system changes, by helping to investigate and flag downstream impact on data models and reporting. * Present findings and recommendations clearly to both technical and non-technical stakeholders. ## Related Videos - [Beyond Dashboards: Fixing Text-to-SQL with Semantic RAG](https://www.wearedevelopers.com/videos/2036-beyond-dashboards-fixing-text-to-sql-with-semantic-rag) - [Shipping Faster with Less: Render on Cloud Hosting, AI Workloads, and the Future of DevOps](https://www.wearedevelopers.com/videos/1894-shipping-faster-with-less-render-on-cloud-hosting-ai-workloads-and-the-future-of-devops) - [Watch Tests Go Brrrr! 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