Summary
Overview
Work History
Education
Skills
Certification
Accomplishments
Timeline
Generic

Vaishnavi Muruganandam

Chennai

Summary

Results-driven professional with expertise in process optimization, data analysis, and performance management. Proven success in improving operational efficiency, driving business outcomes, and collaborating with cross-functional teams.Skilled in identifying process gaps, driving continuous improvements, and delivering measurable results.

Overview

2025
2025
years of professional experience
1
1
Certification

Work History

Program Details

Amazon
Chennai
04.2020 - Current
  • Developed project plans, identified risks, set objectives and monitored progress towards completion.
  • Collaborated with data scientists, program managers, and the SWOT team to integrate NER slotting components into FR annotation, creating a framework and implementing it in the Mercury tool. Added 97 slot labels to the annotation template, enabling 60K OPTIMA annotations for direct use in model training.
  • Established a DAH program to identify errors and fix bugs in the process, leading to a significant quality improvement from 87% to 94%. This initiative helped streamline operations and enhance overall process performance.
  • Developed the APS platform to improve DA performance by providing monthly visual updates on individual rankings versus team performance. This initiative increased transparency, bridging the gap for 46% of DAs who lacked performance insights, and achieved 100% satisfaction among DAs seeking to improve their performance.
  • Worked on the key launches, including Rufus, Blue, Show*, Shopping Ambiguity, CAEC-List, WSIRN-Book Recommendation, Playful Shopping Request, etc., driving impactful improvements across multiple programs.
  • Developed an automated dashboard to track DA performance, incorporating factors like leave, NPT, and OT, saving 26 hours of manual effort per week across the IND site and improving accuracy and efficiency.
  • Led the training program for the operations team where the program covers end-to-end onboarding plan with performance and quality monitoring mechanism. Through this initiative, we successfully onboarded 122 HCs across the SEA, BLR, MAA, DEL, and OTP teams.
  • Oversees the publication of the Rufus IND site scorecards (MAA, BLR, DEL), collaborating with internal and external stakeholders to ensure the timely delivery and accuracy of performance metrics. Streamlined the process, reducing turnaround time, and contributed to the stack review by aligning data with key parameters, and integrating sources for the successful completion of H1 2024.
  • Identified a gap in tracking TOT, and uncovered a 35% deviation from expected AHT for data analysts. Collaborated with the BA team to develop a T-PAM metric dashboard that improved time tracking and reduced annotation time discrepancies. Notably, the annotations completed with less AHT decreased from 11.13% to 3.13%, which has impacted the quality of the ops team from 89% to 94%, and the time bound of taking excess AHT has fallen from 31.02% to 10.67%, with significant improvements in utilization.
  • On-boarding AQ and TD programs in the UK and IN, adapting US workflows, and securing stakeholder approvals. Facilitated cross-regional alignment, managed the transition to the BLR team, and supported multiple markets, achieving over 90% process quality, and contributing to the successful launch of Rufus in the OTP and KIX sites through targeted training sessions.
  • Collaborated with the tooling and BI teams to launch a dashboard that enhances data privacy by limiting access to PII for Alexa's data analysts. The work resulted in a successful dashboard launch, driving improved data handling and compliance.
  • Led onboarding plan for BCN site, organizing 15 sessions for new team and operations managers across multiple sites. Facilitated cross-site collaboration, ensuring efficient knowledge sharing and standardization of practices, resulting in a successful and impactful onboarding program in BCN.
  • Analyzed overtime data over six months, identifying a 23% underutilization of recorded overtime hours. Collaborated with the HR team to develop SOPs and recommendations for improved tracking and compliance, leading to a significant reduction in unauthorized overtime, and an estimated savings of approximately 149 hours per month.
  • Led the implementation of the Annotator Quality report across Rufus IND sites (MAA, BLR, DEL), collaborating with TMs and audit teams to address dispute mechanisms and enhance quality tracking.

Program Contributions

Amazon
Chennai
  • Led the development of an SOP for annotators to assess routing decisions and customer objective success without audio data, in preparation for Alexa’s transition to a consent model for human review in the EU and BR. The pilot study was conducted in the UK and DE locales, using the Model + Context SOP approach for error identification, conducting experiments and training, improving ASR error detection by 82%, and goal category identification by 95%. Once the opt-in policy is implemented.
  • Played a key role during the ATLAS tool implementation in the Blue program, leading UAT efforts, and collaborating with tooling and operations teams to identify and address critical issues. Provided detailed bug analysis, proposed six new feature requests, and documented unique use cases for the unified Rufus-Blue inflow, enabling informed decisions, and improving the platform’s user experience.
  • Worked on the compliance program, identified 18% non-compliance in overtime tracking and worked with HR team and operations managers to address discrepancies. Based on the proactive monthly reporting and coordination led to a significant improvement, reducing non-compliance to 0%
  • Played a key role in improving the US/UK CPDR for Alexa Shopping by leading the weekly RCA program, identified 32 use cases which turned into SOP update, and collaborated with stakeholders to update templates and resolve the defects observed in RCA. These efforts helped reduce CPDR for EFD devices, surpassing targets by 60 bps (US) and 590 bps (UK). Additionally, my team identified 125 patterns, contributing to a ~370 bps improvement in scaling RCA through ACX Insights.

Education

Bachelor of Engineering - B.Tech Computer Science

SASTRA University
08-2011

Skills

  • Workflow Optimization
  • Performance monitoring
  • Production Planning
  • Cost-reduction strategies
  • Operations research
  • Project Management
  • Operations Management
  • Problem-solving abilities

Certification

  • Yellow Belt certified in Automation, with hands-on experience driving process improvements and implementing automation solutions to enhance efficiency and reduce manual effort.

Accomplishments

  • Recognized as the Lead Champion in the quarterly awards in 2023
  • Awarded the title of Leader of the Quarter in 2022
  • Honored with praise for the acknowledgment of the opt-in program's accomplishments.
  • Received commendation from leadership team for the efficient onboarding process established at the BCN site.

Timeline

Program Details

Amazon
04.2020 - Current

Program Contributions

Amazon

Bachelor of Engineering - B.Tech Computer Science

SASTRA University
Vaishnavi Muruganandam