Ashwini User
@ashwiniuser
Experienced ML data associate skilled in AI content refinement and team leadership.
IndiaWhat I'm looking for
I am an ML Data Associate with hands-on experience evaluating and refining AI-generated content, owning workflows, and improving model accuracy through structured processes and clear documentation.
I have led teams, served as a Learning Ambassador training 15+ batches, and managed a 12-member audio refinement workflow achieving 97% SLA quality compliance, earning Employee of the Year 2024 and multiple Star Performer recognitions.
I excel at stakeholder collaboration, reporting, process optimization, and training design to drive measurable quality gains and operational efficiency.
Experience
Work history, roles, and key accomplishments
ALML Data Associate II
Amazon Development Center India Pvt Ltd
Apr 2024 - Present (1 year 5 months)
Led a 12-member audio content refinement workflow, achieving 97% SLA quality compliance and delivering documentation and training that improved ramp-up efficiency across 15+ batches. Collaborated with internal clients to refine models and executed accurate data collection and reporting to drive measurable quality gains.
Junior Associate (Accounts Receivable)
Guidehouse
Sep 2022 - Jul 2023 (10 months)
Managed claim denials, rejections and escalations while producing structured reports and client communications that improved workflow transparency and process efficiency. Maintained consistent quality and punctuality in deliverables.
Business Development Executive
Bizconnect
Jul 2020 - Jan 2021 (6 months)
Prepared business proposals, marketing collateral and pitch decks for U.S. prospects and supported end-to-end sales activities while mentoring interns on client engagement and communication best practices.
Education
Degrees, certifications, and relevant coursework
SCStella Maris College
Bachelor of Commerce, Commerce
2019 - 2022
Completed a Bachelor of Commerce degree at Stella Maris College, Chennai from June 2019 to July 2022.
Tech stack
Software and tools used professionally
Availability
Location
IndiaAuthorized to work in
Job categories
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