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Visa Fundamental Analysis — Three-Statement Financial Model & Investment Framework

A production-grade equity research and valuation project on Visa Inc. (NYSE: V) built entirely in Python with a modular financial modeling architecture.

The project integrates historical financial data (2022–2025), driver-based forecasting (2026–2030), fully linked three-statement modeling, ratio analysis, multi-method valuation, quality/risk/growth scoring, and Tableau-based visualization into a complete investment framework.

  • Recommendation: BUY
  • Market Price: $339.30
  • Target Price: $460
  • Implied Upside: +35%
  • Conviction: MEDIUM CONVICTION (68.93%)

Live Dashboard

Tableau Dashboard: https://public.tableau.com/views/Visa_Fundamental_Analysis/VisaFundamentalAnalysis?:language=en-US&:sid=&:redirect=auth&:display_count=n&:origin=viz_share_link


Project Structure

├── README.md                          # This file
│
├── Visa_Fundamental_Analysis.ipynb    # (Google Colab compatible)                                
│
├── data/
│   ├── data_loader.py                 # Load & Parse Financial Data (Historical Data From Yfinance)
│   ├── data_processing.py             # Historical Financial Dataframe Construction
│   └── export_tableau.py              # Exports Clean Csvs For Tableau 
│
├── models/
│   ├── forecast.py                # Revenue & Driver Forecasting
│   ├── schedules/
│   │   ├── debt.py                # Debt schedule builder
│   │   ├── equity.py              # Equity schedule builder
│   │   ├── ppe.py                 # PPE depreciation schedule
│   │   └── working_capital.py     # Working capital schedule
│   │
│   └── statements/
│       ├── income_statement.py    # P&L construction
│       ├── balance_sheet.py       # Balance sheet + reconciliation
│       ├── cashflow_operating.py  # Operating cash flow
│       ├── cashflow_investing.py  # Investing cash flow
│       ├── cashflow_financing.py  # Financing cash flow
│       └── cash_balance.py        # Cash reconciliation
│   
├── analysis/
│   ├── eps.py                     # EPS Calculations
│   ├── driver_scenarios.py        # Driver Scenarios
│   ├── ratios/
│   │   ├── growth_ratios.py
│   │   ├── profitability_ratios.py
│   │   ├── liquidity_ratios.py
│   │   ├── leverage_ratios.py
│   │   ├── efficiency_ratios.py
│   │   ├── cashflow_ratios.py
│   │   ├── capital_ratios.py
│   │   └── risk_industry_ratios.py
│   │
│   ├── valuation/
│   │   ├── dcf_valuation.py       # DCF intrinsic value
│   │   ├── dcf_summary.py         # DCF Summary
│   │   ├── sensitivity.py         # Sensitivity analysis
│   │   ├── core.py                # Valuation function
│   │   ├── equity.py              # P/E, P/S, P/B multiples
│   │   ├── enterprise.py          # EV/EBITDA, EV/Revenue, EV/EBIT
│   │   ├── fcf_yield.py           # FCF yield approach
│   │   ├── dividend_yield.py      # Dividend yield approach
│   │   ├── diagnostics.py         # Multiples Diagnosis
│   │   └── aggregator.py          # Blended valuation
│   │
│   ├── scoring/
│   │   ├── utils.py               # Normalization function
│   │   ├── quality.py             # Quality scoring system
│   │   ├── risk.py                # Risk scoring system
│   │   ├── growth.py              # Growth scoring system
│   │   └── composite.py           # Composite scoring
│   │
│   └── decision/
│       ├── investment.py          # Investment decision logic
│       └── narrative.py           # Thesis generation
│
└── dashboard/                     # CSVs and Tableau Workbook

Data Flow

yfinance (2022-2025 Actuals)
        ↓
Data Loader & Processor
        ↓
Historical DataFrame 
        ↓
Revenue Forecast (Payment Volume × Take Rate)
        ↓
Income Statement → Balance Sheet → Cash Flow Statements
        ↓
Supporting Schedules (Debt, Equity, PPE, WC)
        ↓
Ratio Analysis (Growth, Profitability, Liquidity, Leverage, Efficiency, Cash Flow, Capital, Risk/Industry)
        ↓
DCF Valuation + Multiples + Yield Approaches
        ↓
Quality, Risk, Growth Scoring
        ↓
Blended Price Target & Investment Recommendation
        ↓
Tableau Dashboard Visualization

Data Sources

  • yfinance — Income Statement, Balance Sheet, Cash Flow Statement, Beta, Market Data
  • Coverage Period: FY2022–FY2025 historicals
  • Forecast Period: FY2026–FY2030

Financial Model Overview

Historical & Forecast Coverage

# Category Coverage
1 Historical Period 2022–2025
2 Forecast Period 2026–2030
3 Financial Metrics 75
4 Ratios & KPIs 70+
5 Statements Income Statement, Balance Sheet, Cash Flow
6 Schedules Debt, Equity, PPE, Working Capital
7 Valuation Equity Multiples, Enterprise Multiples, Yield Multiples, DCF
8 Reconciliation Fully linked and balanced

Revenue Forecast Framework

Visa's revenue model is driven through a simplified transaction-economics framework:

Revenue = Payment Volume × Take Rate
# Driver 2025 2030
1 Payment Volume Growth 5.64% 4.94%
2 Take Rate 0.28% 0.33%
3 Revenue CAGR 8.02%

Forecast Outputs

# Metric 2025 2030
1 Revenue $40B $60.79B
2 Net Income $20.06B $31.77B
3 Free Cash Flow $21.58B $37.89B
4 Operating Margin 66.39% 67.06%
5 Net Margin 50.14% 52.27%

Key Deliverables

Three-Statement Integrated Financial Model

Complete, reconciled financials for 9 years (2022–2030):

Income Statement (all years, all line items):

  • Revenue → COGS → Gross Profit → OpEx → Operating Income → Other Expense → Interest → EBT → Taxes → Net Income
  • 2030 Revenue: $60.79B | 2030 Net Income: $31.77B
  • Stable operating margin: 66.39% (2025) → 67.06% (2030)
  • Stable net margin: 50.14% (2025) → 52.27% (2030)

Cash Flow Statement (9 years, fully linked):

  • Operating Cash Flow: $23.06B (2025) → $39.99B (2030), +10% CAGR
  • Capex: $1.48B (2025) → $2.09B (2030), 3% of revenue
  • Free Cash Flow: $21.58B (2025) → $37.89B (2030), 62% margin by 2030
  • Financing: Dividends + Buybacks = $22.95B (2025) → $32.71B (2030)
  • Cash Balance: $24.99B (2025) → $40.98B (2030)

Balance Sheet (fully reconciled, Assets = Liabilities + Equity):

  • Total Assets: $99.63B (2025) → $132.61B (2030)
  • Goodwill & Intangibles: $47.53B (2025) → $47.10B (2030)
  • Total Liabilities: $61.72B (2025) → $86.91B (2030)
  • Total Equity: $37.91B (2025) → $45.60B (2030)
  • Balance Sheet Check: 0.0 across all 9 years

Supporting Schedules (modular, linked)

  • Debt Schedule: TotalDebt, LongTermDebt, ShortTermDebt, Interest, Debt Issued, Debt Repayment
  • Equity Schedule: NetIncome, Dividends, Buybacks, Share Issuance, SBC, Common Stock Equity, Preferred Stock Equity
  • PPE Schedule: Depreciation, Capex, Net PPE
  • Working Capital Schedule: Receivables, Payables, Current Assets/Liabilities, NWC changes

Comprehensive Ratio Analysis (70+ ratios)

Profitability:

  • Net Margin: 50.14% (2025) → 52.27% (2030)
  • Operating Margin: 66.39% (2025) → 67.06% (2030)
  • Gross Margin: 80.36% (2025) → 81.17% (2030)
  • ROE: 52.91% (2025) → 69.68% (2030)
  • ROA: 20.13% (2025) → 23.96% (2030)

Growth:

  • Revenue Growth: 11.34% (2025) → 8.02% (2030)
  • EPS Growth: 4.83% (2025) → 7.47% (2030)
  • FCF Growth: 15.43% (2025) → 10.01% (2030)
  • Earnings Growth: 1.59% (2025) → 7.99% (2030)

Liquidity & Leverage:

  • Current Ratio: 1.08x (2025) → 1.35x (2030)
  • Debt-to-EBITDA: 0.97x (2025) → 0.82x (2030)
  • Interest Coverage: 45.09x (2025) → 45.55x (2030)
  • Net Debt-to-EBITDA: 0.31x (2025) → 0.13x (2030)

Cash Quality:

  • FCF-to-Revenue: 54% (2025) → 62% (2030)
  • OCF-to-NetIncome: 1.15x (2025) → 1.26x (2030)
  • FCF Conversion: 1.08x (2025) → 1.19x (2030), >100% conversion
  • FCF per Share: $11.16 (2025) → $19.18 (2030)

Multi-Method Valuation Framework

# Valuation Method Fair Value Range Implied Upside Key Assumption
1 P/E Approach $351 – $451 +3% to +33% 28–32x earnings multiple
2 EV-Based Methods $336 – $468 Flat to +38% EBITDA / Revenue / EBIT comps
3 DCF Valuation $375 – $683 +10% to +101% WACC 7.32%, Terminal Growth 4%
4 FCF Yield Method $338 – $541 +0% to +59% 3% steady-state FCF yield
5 Blended Target Price $460 – $470 +35% to +38% Weighted valuation consensus

DCF Assumptions & Sensitivity

Core Assumptions

# Assumption Value
1 WACC 7.32%
2 Risk Free Rate 0.07
3 Market Premium 0.05
4 Terminal Growth Rate 4.00%

DCF Scenario Outputs

# Scenario Enterprise Value Equity Value Implied Price Terminal Value Weight
1 Low Case $747.4B $741.8B $375.42 83%
2 Base Case $960.0B $954.5B $483.04 87%
3 High Case $1.36T $1.35T $683.26 91%

Scoring Framework

Quality Score

Measures:

  • Profitability
  • Capital efficiency
  • Cash flow quality
  • Balance sheet strength
Year Score
2025 51.92
2030 90.20

Risk Score

Measures:

  • Leverage
  • Coverage
  • Liquidity
  • Cash flow stress
  • Operating risk
  • Volatility risk
Year Score
2025 54.39
2030 26.41

Growth Score

Measures:

  • Revenue growth
  • Earnings growth
  • Cash flow growth
  • Operating growth
  • Reinvestment growth
Year Score
2025 45.05
2030 31.43

Tableau Story — 6 Dashboards

# Dashboard Key Charts
1 Executive Summary KPIs, Recommendation card, Valuation Summary, Capital Return Metrics, Revenue & EPS Trends
2 Income Statement Analysis Income Statement Structure, Margin Trends, YoY growth
3 Balance Sheet Analysis Assets Composition, Liabilities Equity Structure, Debt Maturity, Balance Sheet Ratios
4 Cash Flow Analysis Cash Flow Structure, FCF Vs Cash Balance, Cash Flow ratios
5 Valuation & Multiples Multiples Heatmap, DCF Sensitivity, Price Targets, Expected Returns
6 Investment Framework Quality Components, Risk Intelligence Heatmap, Factor Score trends, Returns Trends, Operating Summary, Investment Thesis Summary

Key Findings

Financial Forecasts (2026–2030)

Metric 2030 CAGR (2025–2030)
Revenue $60.79B +8.02%
Operating Income $40.67B +8.01%
Net Income $31.77B +7.99%
EPS $15.83 +7.47%
Operating Cash Flow $39.99B +9.91%
Free Cash Flow $37.89B +10.01%
Operating Margin 67.06% Stable
Net Profit Margin 52.27% Stable
ROE 69.68% Expanding
ROIC ~25% Stable

Investment Thesis

Key Upside Catalysts

  • ▲ Strong valuation upside (~35.5% to target)
  • ▲ Improving business quality trajectory (51.9 → 90.2)
  • ▼ Declining risk profile over forecast period (54.4 → 26.4)
  • ■ Valuation multiple expansion potential (PE: 31.6x → 27x)

Key Downside Risks

  • ■ Moderate current business quality profile (51.9/100)
  • ▼ Suboptimal long-term growth trajectory (6–9% CAGR)
  • ▲ Elevated near-term risk levels (54/100)
  • ▲ High dependence on terminal value assumptions

Tools & Technologies

Tool Usage
Python (Pandas, NumPy) Financial modeling and forecasting
yfinance Historical financial statement retrieval
Modular Python scripts Forecasting, valuation, scoring
Tableau Public Interactive visualization

How to Run

# Clone repository
!git clone https://github.com/Adhishree22/Visa_Fundamental_Analysis.git
%cd Visa_Fundamental_Analysis

# Install dependencies
pip install pandas numpy yfinance

# Run the model
notebook main_model.ipynb

Known Assumptions & Limitations

  • Forecasts assume stable macroeconomic conditions
  • Terminal growth capped at 4%
  • DCF highly sensitive to WACC assumptions
  • Multiples valuation depends on market sentiment
  • Historical financial data sourced through yfinance
  • Forecasts rely partially on historical trend continuation