Lakshmi M K User
@lakshmimkuser
AI evaluator specializing in LLM Ops, RLHF feedback, and finance-domain rigor.
IndiaWhat I'm looking for
I’m an LLM evaluation specialist combining finance-domain expertise with hands-on AI evaluation and LLM Ops. I design rubrics, identify model failure modes, and deliver structured RLHF feedback across specialist domains—backed by rigorous quality checks.
In recent work, I conducted RLHF evaluation of 500+ finance prompts (financial statement preparation and analysis), including side-by-side multimodal comparisons to assess factual accuracy, reasoning quality, relevance, and domain correctness. Alongside AI evaluation, I build data-driven dashboard automation—creating Power BI dashboards tracking 15+ payroll KPIs and reducing reporting time by 40%—and I document evaluation best practices to reduce scoring ambiguity and support new evaluator onboarding.
Experience
Work history, roles, and key accomplishments
Conducted RLHF evaluations of 500+ finance prompts, scoring factual accuracy, reasoning quality, and domain correctness. Designed domain-specific rubrics, performed side-by-side model comparisons, and identified failure modes (e.g., hallucinated figures and incorrect ratio interpretation) to improve training feedback quality.
Solved 300+ accounting and finance problems with 99%+ accuracy across ratio analysis, journal entries, and financial statement interpretation. Applied deep finance subject-matter expertise to ensure correct, reliable solutions for learners and stakeholders.
Built automated Power BI dashboards tracking 15+ payroll KPIs, reducing reporting time by 40% and improving stakeholder visibility. Automated recurring reporting workflows using Advanced Excel and Make (Integromat).
Maintained 99%+ data accuracy across 500+ customer case records and achieved 95% first-call resolution through root-cause analysis and structured troubleshooting. Contributed to consistent service documentation and operational support practices.
Education
Degrees, certifications, and relevant coursework
Amrita Vishwa Vidyapeetham
Master of Business Administration (MBA), Finance & Marketing
2017 - 2019
Earned an MBA in Finance & Marketing from Amrita Vishwa Vidyapeetham (2017–2019).
Amrita Vishwa Vidyapeetham
Bachelor of Commerce (B.Com), Commerce
2014 - 2017
Earned a B.Com in Commerce from Amrita Vishwa Vidyapeetham (2014–2017).
Tech stack
Software and tools used professionally
Availability
Location
IndiaAuthorized to work in
Job categories
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