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Shreeyanshi MahendraSM
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Shreeyanshi Mahendra

@shreeyanshimahendra

Business analytics graduate from Warwick who improved an SME lending RAG system’s generation quality by 37%.

United Arab Emirates
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At the QS Responsible AI Consortium, I led a technical team designing a responsible AI architecture for an adaptive learning platform. Our work was adopted as the platform’s implementation roadmap, and I authored frameworks that addressed identified gaps and brought the platform to WCAG 2.1 AA.

In the Business in Practice Capstone Simulation, I served as Finance Director on a seven-person leadership team. I led a turnaround that lifted EBIT margin from 6.6% to 17.9% and cut total debt by $5.4B in the final year.

I upgraded an SME lending intelligence system by combining query rewriting, hybrid retrieval and reranking, improving mean generation quality by 37%. I also developed an AI-augmented sales analytics pipeline that cut reporting turnaround from two to three days to under two minutes.

I’m a Warwick Business School MSc Business Analytics graduate and a BBA Gold Medallist and Course Topper. My peer-reviewed research analysed cryptocurrency and CBDC adoption across 15+ countries, and I’ve worked with financial analysis, data analytics and AI applications across banking, FinTech and strategy.

Experience

Work history, roles, and key accomplishments

RS

SME Embedded Lending Intelligence

Retrieval-Augmented Generation System

Jun 2026 - Jun 2026 (0 months)

Consolidated UK SME lending guidance into a retrieval corpus and upgraded a dense-retrieval baseline with LLM query rewriting, hybrid retrieval, and cross-encoder reranking, improving generation quality by 37%.

GT

AI-Augmented Sales Analytics Pipeline

GDPval Business Task

May 2026 - May 2026 (0 months)

Replaced a manual reporting cycle with a six-stage pipeline producing an executive PDF, interactive dashboard, and embedded chatbot, cutting turnaround to under two minutes. Quantified hallucination risk through controlled ablation across grounding strategies.

CB

Peer-Reviewed Research

Cryptocurrency Integration in Banking

Aug 2025 - Aug 2025 (0 months)

Analysed cryptocurrency and CBDC adoption across 15+ countries and modelled cross-border payment flows on BIS and IMF data, identifying significant settlement cost reduction potential.

Education

Degrees, certifications, and relevant coursework

Warwick Business School logoWS

Warwick Business School

MSc, Business Analytics

2025 -

Pursuing an MSc in Business Analytics, covering advanced data analysis, AI applications, and business statistics.

Amity University Dubai logoAD

Amity University Dubai

BBA, Insurance & Banking

2022 - 2025

Grade: CGPA 9.56/10

Activities and societies: Dean's Honour List 2022–23

Completed BBA in Insurance & Banking with a CGPA of 9.56/10, earning Gold Medallist and Course Topper recognition.

LC

L.K. Singhania Education Centre

Class XII, Commerce with Mathematics

2018 - 2022

Grade: 96.4%

Completed Class XII in Commerce with Mathematics, achieving the position of Overall School Topper with 96.4%.

Tech stack

Software and tools used professionally

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