- Part of a 14-member committee elected through batch vote to nurture and maintain relations between the corporate and IIM Kozhikode through multiple avenues of campus engagements
- Campus-corporate liaison for companies across sectors 
- Organizing various campus engagement activities such as workshops, competitions and guest lectures for the students for gaining industry knowledge 
- Coordinating with students and companies for recruitment activities for summer internships and finals placements

- Fare fallback analysis and improvement of pricing accuracy 
- Analyzed the fare fallback problem across top 5 cities with a pilot solution for NCR covering 12 mn trips 
- Conceptualized a correction mechanism for Uber Maps to improve price prediction by reducing detours 
- Led to a 20% improvement in the pricing accuracy of the target group areas
- Expansion strategy for Uber Express Pool(walking pool) in India 
- Designed the strategy for launching Express Pool in top 5 cities of India through hot spot based analytics 
- Automated the Pickup & Dropoff point identification and activation process increasing efficiency by 98% 
- Eventually this automation model adopted for launching Walking Pool in 4 cities of India
- Earned a PrePlacement Offer

Global Insurance Pools – Global Financial Institutions Centre
- Developed Commercial Lines Pools, a market sizing tool with insights from insurance leaders.
- Forecasted APAC and Eastern Europe insurance markets, totalling EUR 1.6 tn.
- Remodeled the Global Insurers database for consistent information across 101 global players.
- Expanded the Commercial Lines Tool from a 2D to a 4D dynamic offering.
- Earned an onsite staffing opportunity for a Commercial Lines client engagement in Spain.
- Co-authored McKinsey Whitepaper - Global Insurance Insights 2017.

Asia-Pacific Banking & Insurance Research – Global Financial Institutions Centre
- Delivered market insights for Retail Banking and Insurance engagements in SEA.
- Contributed to client development efforts with partners in Financial Institutions.
- Built the General Insurance Analysis Tool for peer benchmarking and market analysis in India.
- Published a proprietary document with McKinsey partners on the General Insurance Industry in India.