Professional Experience:
My professional experience is defined by over a decade of high-level research, systems auditing, and data quality governance across academic and industrial sectors. I specialize in the deconstruction of complex, decentralized workflows to identify cognitive bottlenecks and implement rigorous, evidence-driven frameworks. My career has moved consistently between the meticulous field documentation of industrial clusters and the high-level governance of large-scale data operations, always with a focus on translating "situated" practice into measurable strategic insights.
Currently, as a Senior Quality Lead at LXT, I oversee the integrity of large-scale human-behavioral datasets. My work here is centered on resolving systematic discrepancies through Expert Triangulation and the design of 3-tier validation frameworks. I successfully engineered a reconciliation methodology for complex 3-way data projects that increased accuracy rates from an initial 35% to a threshold of 93%. By establishing a structured Dispute Redressal System, I institutionalized transparency within the QA process, ensuring that technical assessments are verifiable and that contributors have a structured mechanism for professional accountability.
In the research domain, I serve as an Adjunct Professor at OCAD University at Laurentian University which requires a sophisticated approach to data integrity and the standardization of documentation protocols to ensure long-term utility for global stakeholders. My tenure as a researcher at the National Institute of Advanced Studies and the Homi Bhabha Centre for Science Education involved longitudinal fieldwork in resource-constrained environments, such as the artisanal clusters of Kashmir.
A cornerstone of my professional utility is the ability to achieve Knowledge Translation taking deep, field-level observations and turning them into operational improvements. In my study of MSME production systems, I deconstructed cryptic notation codes into structured data, identifying specific process inefficiencies that, once addressed, reduced repair costs and production waste by 10%. This ability to audit a system from the ground up has been validated by nine single-author publications in high-impact international journals, including Elsevier and Springer.
Ultimately, my experience bridges the gap between armchair analyst and the field-based practitioner. Whether I am drafting Root Cause Analysis reports for operational stakeholders or managing the peer-review protocols for a 12-language validation project, my focus remains on evidence-grounded rigor. I bring a unique capability to identify the limits of a system’s design and the reality of its function, ensuring that policy and strategy are informed by how people and systems actually operate in practice.