VIKAR ALI

Required information was fragmented across sources and individual records needed deeper business qualification.

Built a source map, qualification framework, sample validation method, SOP and QC logic.

Converted a scattered requirement into a structured, repeatable workflow the team could execute consistently.

Records were technically complete but inconsistent in actual relevance and accuracy.

Identified root causes, tightened qualification logic, improved QC checkpoints and retrained researchers using real error patterns.

Qualification became more consistent and repeated mistakes reduced.

Different researchers were using different methods for repetitive search, collection and validation tasks.

Standardized source priority, templates, spreadsheet logic, validation rules and repeatable search methods.

The process became easier to execute, easier to train and more consistent across the team.

Researchers could follow instructions but struggled with difficult and borderline decisions.

Used good, bad and borderline examples to teach reasoning, inclusion/exclusion logic and source validation.

Researchers became less dependent on repeated clarification and improved their own qualification judgement.

High-volume work had to move quickly without allowing speed to weaken quality.

Prioritized by complexity, allocated work by capability, monitored bottlenecks and protected QC checkpoints.

Created a more controlled execution process under deadline pressure.

There was no obvious source or proven methodology for the new requirement.

Mapped sources, built search logic, tested samples, defined qualification rules, trained the team and controlled production.

Converted an unfamiliar problem into a repeatable, team-executable workflow.