Career Timeline & Frameworks
Applying rigorous business analyst methodologies to real-world corporate, digital, and operational challenges. Click each card to reveal full framework-driven details.
I.P. Pharma
Optimizing stock management and representative sales tracking pipelines for a regional, tier-2 city pharmaceutical distributor. Resolving field communication barriers and establishing automated spreadsheet workflows.
PAPAO Analysis Breakdown
- Sales representatives operating in highly rigid field environments with manual stock tracking.
- Invoicing procedures experiencing persistent lag times due to paper-based logs.
- Supply chain buffers failing to capture seasonal variations, causing frequent medicine stockouts.
Labour Law Advisor
Led end-to-end data and operational mapping for community-led products and digital brands. Handled audience acquisition, standardized media processing, and coordinated cross-functional product pipelines.
PAPAO Analysis Breakdown
Mad Influence
Assisted in influencer campaign operations, tracking data, and building Excel-based client reporting templates for corporate brand partners.
STAR Methodology Details
- Situation: The marketing agency managed diverse, multi-creator brand campaigns, but lacked standardized performance reports for corporate clients.
- Task: Aggregate data, calculate key reach/engagement metrics, and build professional dashboard reports to present campaign ROI.
- Action: Engineered robust Excel reporting templates, pulling cross-platform metrics (Instagram/YouTube) and utilizing automated lookup formulas to eliminate manual entry errors.
- Result: Successfully managed reporting structures for 5+ major corporate campaigns, **reducing client reporting delivery time by 40%** and improving metric accuracy.
MRM / McCann
Supported senior planners in ad spend tracking and budget allocation checks across diverse multi-channel campaigns.
STAR Methodology Details
- Situation: The media planning team required daily auditing of ad network logs to identify underperforming channel investments and budget leakage.
- Task: Standardize and clean massive weekly media spends, mapping efficiency metrics to detect channel cost variances.
- Action: Structuring ad logs using Excel Pivot Tables and conditional scripts to automatically flag cost-per-click (CPC) anomalies.
- Result: Assisted in monitoring budgets for 3+ major client portfolios, **reallocating underutilized funds to save approximately 8% in wasteful spend.**
Professional Certifications
Microsoft Business Analyst Specialization →
Coursera / Microsoft • March 2026
Rigorous training in Power BI, data warehousing, and enterprise data models.
Deloitte Australia Data Analytics Job Simulation
Forage / Deloitte • June 2025
Completed data validation, dashboard creation, and client communications simulation.