Jeremy Gonsalves
@jeremygonsalves
Customer-facing data and AI engineer building production PySpark ETL, agentic reporting, and automated executive reporting.
What I'm looking for
I’ve been building customer-facing data and automation systems across TD Bank, startups, and fintech—turning raw transactions into fund-flow signals, reconciliation workflows, and executive-ready reporting.
At TD Bank, I’ve deployed production PySpark ETL pipelines for chequing and savings performance and built modular Python feature pipelines that power attrition-risk models and retention campaigns against fintech competitors.
I also spend time on automation that ships: I’ve engineered Airflow-based and Databricks ETL/ELT workflows, delivered Power BI KPI reporting, and improved stakeholder reporting SLAs while reducing manual effort.
As the founder of Pipeline AI, I designed an end-to-end agentic reporting system for physiotherapy clients—extracting data from PDFs, integrating OpenAI, Slack, and Google Workspace APIs, and automating action-item tracking and report generation.
Experience
Work history, roles, and key accomplishments
Built a production PySpark ETL pipeline processing 18M+ customer records daily, improving reconciliation accuracy to 99.5% and validating $2.6B+ in promotional deposit payouts. Engineered modular Python feature pipelines for attrition-risk models and retention campaigns.
Founder & GTM Engineer
Pipeline AI
May 2025 - Present (1 year 2 months)
Designed an end-to-end agentic reporting system for physiotherapy clients using Python, PDF extraction, Supabase, OpenAI API, and AWS, generating $5K MRR. Built a document-ingestion pipeline and integrated APIs to automate report generation, reducing manual effort by 70%.
Deployed Python, SQL, and Databricks ETL/ELT pipelines for chequing and savings performance reporting, reducing manual reporting effort by 20%. Partnered with teams to automate analytics workflows, improving data delivery SLAs by 30%.
Founder
Jeremy's Tutoring Academy
Sep 2020 - Jun 2025 (4 years 9 months)
Founded and managed a tutoring business that generated over $20,000 in profit across North America. Promoted the academy and maintained continuous student engagement through online educational videos.
Business Intelligence Engineer
Credit Sesame
Jul 2024 - May 2025 (10 months)
Improved revenue reporting accuracy and efficiency by 20% by engineering Python, SQL, and Airflow ETL/ELT workflows from AWS Redshift. Reduced ETL processing time by 35% by deploying Airflow DAGs and production Python scripts for executive KPI reporting.
Teaching Assistant
Queen's University
Sep 2021 - Apr 2024 (2 years 7 months)
Directed interactive tutoring sessions for 100+ engineering students in Calculus to foster essential learning skills.
Software Developer Co-op
Ontario Teachers' Pension Plan
Jan 2023 - Aug 2023 (7 months)
Reduced data processing time by 30% by integrating SQL, Excel, APIs, JSON, Python, GitHub, and Power BI into executive dashboards. Improved data accuracy to 97% by validating Python scripts and delivering Power BI metric updates.
Education
Degrees, certifications, and relevant coursework
Queen's University
Bachelor of Applied Science, Applied Mathematics Engineering
Grade: First Class Honours
Bachelor of Applied Science in Applied Mathematics Engineering with First Class Honours, specializing in Mathematics and Mechanical Engineering.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Website
jeremygonsalves.comJob categories
Skills
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