Asmaa Imran

ML Data Specialist / Data Analyst

Infocareer India Pvt Ltd

Sep 2022 - Nov 2024

Performed comprehensive data cleaning and integrity assessments using Python (Pandas) on large-scale datasets to prepare ground-truth data for machine learning model training, improving model accuracy and consistency. Designed and deployed interactive Power BI dashboards visualizing production metrics vs. benchmarks, enabling stakeholders to identify performance gaps and drive operational improvements. Wrote and optimized complex SQL queries (Joins, CTEs, Subqueries, Window Functions) to extract large-scale datasets from relational databases, improving data retrieval efficiency by 30% and reducing reporting turnaround time. Partnered with data scientists to benchmark model accuracy against human predictions, applying statistical controls and validation techniques to ensure dataset reliability. Managed end-to-end annotation and labeling workflows for structured and unstructured data, maintaining high consistency standards across AI/ML model training pipelines. Delivered actionable business insights and data-driven reports that supported cross-functional decision-making and operational excellence.