VM

Selected projects

Better systems. Stronger teams. Measurable outcomes.

Eighteen initiatives demonstrating how I analyze problems, align stakeholders, improve operations, and deliver results.

The descriptions below are intentionally generalized to protect confidential customer, employer, system, and policy information.

01

Rework Reduction & Quality Transformation

A high volume of completed work was being returned for correction, creating avoidable workload and delaying completion.

Quality & Operational ExcellenceCoachingMeasurement

Approach

  • Built a consolidated manager-level rework measurement framework
  • Analyzed recurring quality gaps
  • Introduced refresher and SME-led sessions
  • Provided targeted coaching

Outcome

Reduced rework from 34.82% to 18% — a 48.3% relative reduction.
  • Reduced rework from 34.82% in October 2025 to 18% in April 2026
  • Delivered a 48.3% relative reduction in rework
  • Improved quality accuracy from 94.20% to 96.38%
  • Released team capacity by reducing avoidable corrective workload
02

Information Completeness & Workflow Efficiency

Incomplete information in submitted requests caused repeated clarification cycles and delayed completion.

Process ImprovementUpstream partnershipTurnaround

Approach

  • Partnered with upstream teams
  • Identified high-impact task categories
  • Enabled partners to identify missing information before submission

Outcome

Delivered a 42.5% relative reduction in incomplete submissions over three months.
  • Reduced incomplete submissions from 66.38% in May 2026 to 38.19% in August 2026
  • Delivered a 42.5% relative reduction over three months
  • Improved turnaround time and reduced downstream clarification cycles
03

Workflow Status Automation

Duplicate manual status updates across task and case records created discrepancies and added avoidable effort.

Automation & Data AccuracySalesforceBusiness Systems

Approach

  • Partnered with Business Systems to synchronize case-level status with task-level status changes
  • Built exception handling
  • Validated with stakeholders

Outcome

Removed approximately 200 hours of annual manual effort across ~1,000 tasks per month.
  • Eliminated a duplicate manual update across approximately 1,000 tasks per month
  • Removed approximately 12,000 minutes, or 200 hours, of annual manual effort
  • Improved consistency and reliability of case-level status information
04

Requirement Intake Optimization

Requests appeared on time in reporting but stakeholders experienced delays because incomplete information triggered timeline resets.

Process ImprovementStakeholder ExperienceSOP

Approach

  • Revised the SOP to strengthen first-24-hour requirement validation
  • Improved early clarification
  • Aligned operational reporting with the stakeholder experience

Outcome

Reduced average requirement-gathering time from 1.95 days to 0.98 days — a 49.7% reduction within two months.
  • Reduced average requirement-gathering time from 1.95 days to 0.98 days
  • Delivered a 49.7% reduction within two months
  • Improved predictability of delivery timelines and stakeholder experience
05

Innovation Program Leadership

The innovation program needed stronger participation, governance, and visibility.

People LeadershipContinuous ImprovementSharePoint

Approach

  • Led continuous-improvement initiatives as SPOC
  • Built a SharePoint-based rewards and tracking platform
  • Established a multi-tier review process

Outcome

Drove record-breaking participation with 110 monthly submissions and expanded adoption across multiple international locations.
  • Drove record-breaking participation with 110 monthly submissions
  • Received AIM Amplifier and AIM Champion leadership awards
  • Expanded adoption across multiple international locations
06

Transformational Team Turnaround

An underperforming customer account management team ranked last among 13 global locations while doubling in size and experiencing experienced-staff turnover.

People LeadershipTransformationCulture

Approach

  • Used benchmarking and best-practice sharing
  • Delivered targeted coaching and recognition
  • Built dashboards and structured performance reviews

Outcome

Progressed from last place to three Customer Obsession Award wins in five months.
  • Progressed from last place to winning the Customer Obsession Award
  • Achieved three Customer Obsession Award wins in five months
  • Improved team morale and established new performance benchmarks
07

Support operations optimization

Streamlined global customer support by identifying a policy-process misalignment and consolidating an outdated, high-volume support channel.

Process improvementCost optimizationPolicy

Approach

  • Analyzed support interactions and workflows
  • Built a data-led impact case
  • Aligned documentation and customer communication across departments

Outcome

Generated six-figure annual savings while achieving 100% policy compliance.
08

Chatbot enhancement initiative

Improved automated support for order-status inquiries by addressing shipping-timeline misunderstandings in chatbot conversations.

AutomationFCRCustomer experience

Approach

  • Analyzed customer-chatbot interactions
  • Partnered with an ML team on conversation flows
  • Tested controlled workflow improvements and impact metrics

Outcome

Improved automation by 4.35%, influencing 37K+ monthly customer contacts and improving FCR.
09

Remote operations security

Strengthened security protocols during rapid expansion of remote customer service operations.

Risk mitigationComplianceControls

Approach

  • Enhanced authentication and identity verification
  • Built asset-delivery and user-device controls
  • Established approval, monitoring, and audit frameworks

Outcome

Eliminated identified unauthorized-access vulnerabilities and strengthened compliance governance.
10

Service analytics & performance

Built comprehensive financial and operational monitoring for a large-scale customer service operation.

KPI reportingQuickSightDecision-making

Approach

  • Standardized KPI and reporting frameworks
  • Created interactive performance dashboards
  • Tracked efficiency, utilization, productivity, quality, and compliance

Outcome

Improved reporting, resource allocation, and proactive performance decisions.
11

Warranty claims optimization

Analyzed more than one million customer interactions to identify self-service gaps in warranty support.

Journey mappingSelf-serviceAnalysis

Approach

  • Identified a 35% self-service failure rate
  • Mapped customer journey pain points
  • Designed improved workflows, routing, and self-service capabilities

Outcome

Proposed a data-led path to higher FCR, lower manual effort, and reduced operating expense.
12

Global content management

Led a collaborative-platform implementation across APAC and European locations for HR, Operations, and Support teams.

Global deliveryChange managementKnowledge

Approach

  • Designed standardized site architecture and workflows
  • Coordinated cross-cultural distributed teams
  • Built documentation, training, and best-practice resources

Outcome

Reduced manual processing time by approximately 37% and achieved 100% stakeholder satisfaction.
13

Business intelligence migration

Led migration from a legacy BI system to a modern cloud analytics platform with self-service reporting.

Business intelligenceMigrationEnablement

Approach

  • Developed the migration and adoption strategy
  • Created custom dashboards and governance standards
  • Trained managers through workshops and self-service materials

Outcome

Maintained 100% operational continuity and reduced reporting development time by approximately 53%.
14

Warranty information improvement

Identified misleading customer-facing warranty information for consumable products and quantified its customer impact.

Customer advocacyPolicyCross-functional

Approach

  • Analyzed adverse customer interactions
  • Partnered with Customer Advocacy
  • Aligned help pages and internal resources to the 30-day policy

Outcome

Corrected information across customer and internal platforms; the work was recognized in an internal publication.
15

Photo delivery confirmation

Implemented an on-request package photo confirmation service across the US and Japan marketplaces.

ImplementationSLATraining

Approach

  • Built a structured request workflow
  • Created protocols for incomplete information and escalations
  • Trained junior employees to own the process

Outcome

Processed 250+ tickets with zero SLA breaches and maintained 100% SLA compliance.
16

Learning & development leadership

Led training completion for a customer service center of more than 1,200 employees, covering compliance, skills, onboarding, and peak readiness.

LearningReadinessAnalytics

Approach

  • Used BI dashboards to compare site performance
  • Built a macro-based reporting solution
  • Coordinated managers and network training teams

Outcome

Cut reporting from 1.2 hours to 25 minutes; achieved 97% peak-readiness and 100% critical-event training completion.
17

Innovation rewards platform

Created an immediate SharePoint solution when a rewards platform faced a six-month delay, keeping the innovation program running.

InnovationGovernanceSharePoint

Approach

  • Built automated notifications and contributor recognition
  • Established multi-tier review governance and SLAs
  • Created reporting dashboards, documentation, and FAQs

Outcome

Sustained 110+ monthly idea submissions and earned AIM Champion and AIM Amplifier awards.
18

Team recognition & performance culture

Lifted an underperforming customer account management team through recognition, rewards, and frequent performance reviews while doubling team size.

TransformationCultureLeadership

Approach

  • Benchmarked five metrics against leading sites
  • Ran focus groups, contact audits, and targeted coaching
  • Introduced recognition, rewards, and frequent performance reviews

Outcome

Won three Customer Obsession Awards in five months and established new performance benchmarks.

Confidentiality note. Employer and customer details have been kept at the level provided in the source portfolio.

Testimonials

What colleagues say

Feedback from team members, cross-functional partners, and leaders.

You have the knack to lead your team and get them to follow your vision without being dominating.
Team MemberAmazon
Your encouragement, support and guidance have helped me evolve into a better me.
Team MemberAmazon
Your ability to remove barriers has been truly exceptional, and I greatly appreciate the solutions you provide.
Cross-functional PartnerAmazon
Your bias for action, ownership and delivery result is superb.
Operations StakeholderAmazon
He was not even my TM, but helped us like it was his responsibility that everyone excels.
Team MemberAmazon

Selected from 40+ peer and leadership shout-outs.

Leadership recognition

Awards & credentials

3× Customer Obsession AwardAIM ChampionAIM AmplifierPeer Mentor Award3× Outstanding Leadership AwardLean Six Sigma Black Belt