Publications
Human-in-the-Loop AI in …
How data engineering architecture enables human-AI collaboration in financial services — feature stores, explainability, and continuous learning pipelines.
Making Banking Platforms …
How effective AI deployment in banking depends on a robust data engineering framework — multi-zone architectures, feature versioning, governance, and real-time processing.
Composable Data …
The paradigm shift from monolithic enterprise data platforms to composable architectures with decoupled systems and standardized interfaces.
Data-Centric AI: …
The paradigm shift from model-centric to data-centric AI — how data quality and governance at the platform level determine AI system success.
The Invisible Hand of …
How data architecture choices, pipeline failures, and default values in automated decision-making create systemic barriers to financial inclusion.
Lakehouse Convergence: …
Analysis of format convergence between Delta Lake and Apache Iceberg — what it means for lakehouse architecture.
Delta Lake Transaction …
Deep dive into how Delta Lake implements ACID transactions on cloud object storage through its transaction log.
Understanding the …
From Hadoop to modern lakehouse — tracing the architectural evolution of enterprise data lakes.
Displacement Based …
A variant of Kendall-Tau distance metric for unsupervised evaluation of rank aggregation — Springer PReMI 2011.