Projects

🐍 Python for Finance – Projects

1. Monthly P&L Report Generator

   • Input: Excel dump

   • Output: Automated summary with variances and clean tables

2. Revenue Trend Analyzer (with charts)

   • Time series analysis using pandas and matplotlib

3. Excel-to-Dashboard App with Streamlit

   • Upload Excel → visualize KPIs and trends

4. KPI Calculator CLI Tool

   • Command line app that outputs Gross Margin, EBITDA, etc.

5. Automated Ratio Analysis Dashboard

   • Read financial statements → calculate 10+ ratios → visualize

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📈 Indian Stock Market + AI – Projects

1. NSE Stock Screener (Python + Filters)

   • Pull NSE data → filter by PE, volume, RSI, etc.

2. Stock Price Forecast App (ARIMA + Prophet)

   • Forecast stock price for next 30 days

   • Include confidence intervals

3. Sentiment Analysis on Indian News Headlines

   • Scrape from MoneyControl → VADER/TextBlob sentiment scoring

4. Backtesting Simple Strategy (SMA Crossover)

   • Pull stock data → generate signals → track returns

5. GPT-Powered Stock Explanation Tool

   • User enters ticker → gets price chart + GPT summary (“Why this stock?”)

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🧠 Machine Learning in Finance – Projects

1. Revenue Forecasting Model (Linear/XGBoost)

   • Input: historical revenue

   • Output: predicted next 6 months

2. Client Churn Predictor

   • Input: transaction/spend data

   • Output: churn probability + explanation

3. Anomaly Detection in Expense Reports

   • Find outliers in GL/expenses using Isolation Forest

4. Segmenting Customers (Clustering)

   • K-means on sales data → group by behavior

5. ML Model Dashboard (Streamlit + Visuals)

   • Upload data → train model → view ROC, accuracy, etc.

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🤖 GPT in Finance – Projects

1. Variance Commentary Generator (GPT + Excel)

   • Input: variance table

   • Output: GPT-generated explanation (“Sales increased due to…”)

2. Finance Chatbot for P&L

   • User asks questions like: “Why did COGS rise?”

   • GPT + pandas answer in plain English

3. Deck Automation Tool (GPT + PowerPoint)

   • Generate slides from finance data + GPT commentary

4. Scenario Impact Narrator

   • Enter assumption changes → GPT explains their financial impact

5. Email Summary Bot for CFOs

   • GPT writes monthly updates with financial KPIs

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📊 FP&A + Automation – Projects

1. Budget vs Forecast Report Engine

   • Consolidate data + calculate variances

   • Export Excel report with highlights

2. Rolling Forecast Builder (with ML)

   • Combine historical + predicted values

   • GPT adds scenario commentary

3. Streamlit FP&A Dashboard

   • Upload monthly actuals → dynamic filters + GPT commentary

4. Automated Board Pack Generator (PowerPoint)

   • Clean P&L + GPT text → generate slides per BU

5. Flash Report Generator (PDF + Email)

   • Daily/weekly report with KPIs auto-sent to team

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🏢 ERP + BI + Financial Reporting – Projects

1. ERP Dump Cleaner + Consolidator

   • Merge messy Oracle/SAP dumps → build clean financials

2. Trial Balance to Financial Statement Converter

   • Read TB → map to P&L/BS → output structured report

3. ERP Variance Tracker with GPT

   • GPT writes what changed in monthly close numbers

4. Power BI Ready Data Generator

   • Process Python output → push into BI tool pipeline

5. Email Automation for BI Dashboards

   • PDF dashboard + GPT summary emailed to stakeholders

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🧮 EPM Automation – Projects

1. EPM Report Pack Generator

   • Input: SmartView / BPC / NetSuite exports

   • Output: Clean report with commentary

2. Rolling Forecast from Planning Cube

   • Process forecast vs actuals → automate output and narrative

3. EPM GPT Insight App

   • Enter BU + Period → GPT explains what happened

4. Multi-Scenario Variance Analyzer

   • Compare Budget vs Forecast vs Actual across BUs

5. CFO Monthly Summary Generator

   • GPT + EPM data → 1-page summary for leadership

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💼 Resume / Capstone Projects (Pick 2–3 and make them portfolio-ready)

1. AI Financial Analyst App

   • Upload Excel → Get charts, commentary, insights

   • Built with Python + GPT + Streamlit

2. Indian Stock Market Screener with GPT Summary

   • Combine technical + fundamental filters + GPT explanations

3. FP&A Reporting Automation Tool

   • Data import → variance report → PPT export → commentary

   • End-to-end showcase of everything

4. Forecast Simulator (ML + GPT)

   • User changes assumptions → new forecast + GPT insight

5. Churn & Risk Analysis Suite

   • Train models, explain predictions, visualize