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Top Subject Matter

Search engine query satisfaction evaluation and web search relevance

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

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Freelancer Overview

Search Engine Evaluator (Project Lightspeed / OneForma) – SBS query satisfaction readiness and relevance evaluation proj. Core strengths include Python. Education includes Bachelor of Technology in Computer Science and Engineering, CMR College of Engineering & Technology (2028). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

Search Engine Evaluator (Project Lightspeed / OneForma) – SBS query satisfaction readiness and relevance evaluation projects

Text

Prepared for search-side-by-side (SBS) query satisfaction evaluations for OneForma’s Project Lightspeed by learning to apply rigid, rule-based rating guidelines. Used web data and search query relevance analysis to mirror the underlying SBS principles of assessing whether results satisfy the user’s intent. Focused on distinguishing contextual colloquial queries from formal queries when determining satisfaction outcomes. • Evaluated query-to-result relevance using contextual keywords and intent patterns. • Analyzed automated search results for data quality issues such as misalignments and inconsistencies. • Interpreted satisfaction metrics and objective comparison criteria for SBS-style tasks. • Targeted Indian digital trends and regional language usage to support accurate rating.

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Education