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soumyakantabera/README.md

๐ŸŒŠ Hey, I'm Soumya.

(pronounced: show-myo-kawn-toh โ€” don't worry, most people just say "Soumya")

Florence, Italy ยท MSc Finance & Risk Management ยท exp. July 2026

LinkedIn GitHub Email Location


๐Ÿ—บ๏ธ The origin story (bear with me)

Started in India, studying BBA. Spent three years learning how to read a balance sheet, argue about EBITDA margins in seminars, and pretend to understand macroeconomics confidently.

Then โ€” a plot twist โ€” moved to Florence, Italy for an MSc in Finance & Risk Management at the University of Florence. Surrounded by Renaissance art, excellent espresso, and an alarming number of regression models.

Along the way: one M&A internship in Tuscany screening luxury hospitality targets, 13 Forage simulations at firms like JPMorgan, Goldman Sachs, Citi, BCG, and EY, and 11 certifications spanning financial modelling, Power BI, SAP, Snowflake, and โ€” yes โ€” the Claude API.

Currently finishing a thesis on inventory buildup as an early warning signal for valuation resets โ€” 75 firms, 13 sectors, 48 formulas, and way too much FactSet time.

Targeting Finance Analyst / FP&A / Data Analyst / BI Analyst internship roles in the EU โ€” Netherlands and Ireland preferred.


๐Ÿงฐ The actual toolkit

๐Ÿ’ฐ Finance & Valuation

DCF 3SM Comps FPA PL MA Credit LBO

๐Ÿ“Š Data & Analytics

Python SQL R Power BI Tableau Snowflake dbt Excel AWS QuickSight

๐Ÿข SAP & ERP

SAP ERP

๐Ÿ› ๏ธ Tools & Platforms

Git GitHub Jira LSEG Claude API MS365


๐Ÿงช What I've actually built & done

๐Ÿ“ˆ M&A work @ Valdonica SRL, Tuscany (Octโ€“Dec 2024)

Screened Italian luxury hospitality M&A targets โ€” EV/EBITDA, revenue growth, EBIT margin scoring frameworks. Built Excel DCF models with sensitivity analysis and 5-year projections. Compiled KPI summaries, P&L reviews, competitor benchmarks, and due diligence docs. Real client context, under senior direction.

๐Ÿฆ 13 Forage simulations โ€” the highlights reel
Firm What I did
JPMorgan IB DCF model, M&A target screening, accretion/dilution analysis, auction process memo
Citi IB Comparable company analysis, 5-year revenue forecast, enterprise value summary
BofA IB SWOT + DCF for Webflix, 10-K analysis, ECM/DCM capital structure options
Goldman Sachs Risk Quantitative risk assessment, real estate portfolio due diligence
Standard Chartered Annual credit review, financial health + industry analysis, credit risk exposure
EY Forensic & Integrity Fraud investigation simulation, fraud triangle, financial crime indicators
JPMorgan QR Python + financial mathematics โ†’ quant models for valuation & portfolio optimisation
Citi Finance KPI dashboards, sales forecasting, annual budgeting, FP&A workflow
Goldman Sachs Controllers P&L reporting, ledger reconciliation, regulatory compliance
BCG Strategy Profitability analysis (Copier Co.), hypothesis-driven market synthesis
KPMG Advisory AI-driven risk advisory, internal controls assessment, compliance gap analysis
Goldman Sachs Operations Wealth management ops, settlement resolution, process improvement
Citi Services Credit product solution, Treasury & Trade Solutions, risk hedging strategy
๐Ÿ“œ 11 Certifications (the nerdy collection)

Primary:

  • ๐ŸŸก Google Data Analytics Professional Certificate โ€” SQL, Python, R, Tableau
  • ๐Ÿ”ต CFI Financial Analysis & Modelling Professional Certificate โ€” DCF, 3SM, FP&A, Excel
  • ๐ŸŸ  Microsoft Power BI Data Analyst Associate (PL-300) โ€” DAX, Power Query, dashboards
  • ๐ŸŸข Microsoft Excel Professional Certificate โ€” PivotTables, VBA, Macros, Copilot
  • ๐Ÿ”ท SAP Technology Consultant Professional Certificate โ€” S/4HANA, ERP, SAP Activate

Secondary:

  • ๐Ÿ“Š LSEG Finance Essentials โ€” Capital markets, FX, derivatives, ESG
  • โ˜๏ธ Amazon QuickSight Advanced BI (Parts 1 & 2) โ€” AWS, ML analytics
  • ๐Ÿ›๏ธ Private Equity & VC โ€” Bocconi โ€” LBO, fund structure, deal origination

Tertiary:

  • ๐ŸŽฏ Atlassian Agile Project Management โ€” Jira, Scrum, Kanban
  • โ„๏ธ Snowflake Data Engineering โ€” Snowpipe, Snowpark, Dynamic Tables, CI/CD
  • ๐Ÿ”ง dbt Fundamentals โ€” ELT pipelines, SQL modelling, Jinja, analytics engineering
  • ๐Ÿค– Building with Claude API โ€” Anthropic Academy โ€” RAG, tool use, agentic workflows

๐ŸŽ“ Thesis (the current obsession)

"Inventory Buildup as an Early Warning Signal: Working-Capital Overhang, Cash-Flow Squeeze, and Valuation Reset"

  • 75 firms ยท 13 sectors ยท 6 super-groups ยท 48 formulas
  • Data sources: FactSet Fundamentals + FactSet Excel Add-In + FRED
  • The theory: when inventory balloons relative to sales, it quietly telegraphs a coming cash-flow crunch โ€” and the market eventually reprices that risk. Testing whether the signal holds across sectors and what the lead-lag structure looks like.

(Expected completion: July 2026)


๐ŸŒ Languages

English Italian

Living in Florence has a way of forcing Italian on you. The espresso helps with the motivation.


๐Ÿ“ฌ Let's connect

If you're hiring Finance / FP&A / Data / BI Analyst interns in the EU (๐Ÿ‡ณ๐Ÿ‡ฑ Netherlands or ๐Ÿ‡ฎ๐Ÿ‡ช Ireland especially) โ€” or if you just want to talk about inventory cycles and valuation resets at uncomfortable length โ€” drop me a line.

LinkedIn Email


"Finance is the language of value. Data is the grammar. Building things at the intersection of both is the point."

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