
Vikram Jacko
@vikramjacko
I improve U.S. healthcare revenue cycles and evaluate AI training data with clinical documentation precision.
What I'm looking for
I'm currently a Reimbursement Specialist at Total RCM, managing insurance AR, denials, corrected claims, appeals, EOBs/ERAs, payment posting, and reconciliation across multiple client accounts. I turn long-pending claims into payments through detailed payer follow-up, documentation review, and clear communication with clients and stakeholders.
Across Total RCM, Global Healthcare Billing Partners, and Fidelitas RCM, I've built end-to-end U.S. revenue cycle experience spanning eligibility, prior authorization, credentialing, claims filing, coding-based denial analysis, hospice and SNF billing, refunds, and payer compliance. My follow-up and process improvements reduced AR aging by 45% and improved collections efficiency by 40%.
As a freelance AI Language Evaluator and Annotator across Mercor, TELUS, OneForma/Centific, Outlier, and GoTranscript, I apply healthcare and compliance judgment to RLHF/SFT review, E-E-A-T response rating, medical terminology and NER tagging, translation QA, transcription, and structured evaluation feedback.
Experience
Work history, roles, and key accomplishments
AI Language Evaluator & Annotator
Mercor, TELUS International, OneForma/Centific, Outlier, GoT
Jan 2025 - Present (1 year 8 months)
Evaluate AI model outputs for factual, clinical, and contextual accuracy across healthcare-adjacent and general-knowledge prompts. Conduct RLHF/SFT data review and structured response rating using E-E-A-T methodology, perform medical terminology and NER tagging, and prepare structured summaries.
Education
Degrees, certifications, and relevant coursework
Loyola Institute of Technology
Bachelor of Engineering, Mechanical Engineering
2017 - 2021
Pursued a Bachelor of Engineering in Mechanical Engineering, gaining a strong foundation in engineering principles and analytical problem-solving.
Government Model Higher Secondary School
Higher Secondary Certificate, General Studies
2016 - 2017
Completed Higher Secondary Certificate (HSC) with a focus on core academic subjects.
Government Model Higher Secondary School
Secondary School Leaving Certificate, General Studies
2014 - 2015
Completed Secondary School Leaving Certificate (SSLC), establishing foundational knowledge across multiple disciplines.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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