Data EngProduction

Financial Modeling Automation

PE/VC financial modeling automation — VC cap tables + LP/GP fund economics with Python.

VC
Cap Tables
LP/GP
Fund Economics
Carry
Waterfall Calc
Python
Not Excel
Financial Modeling Automation — demo

Python automation for PE/VC financial modeling: VC cap table generation, LP/GP fund economics calculations, carried interest waterfalls, and scenario analysis. Replaces manual Excel modeling with reproducible, version-controlled Python that runs in seconds.

VC cap tables and fund economics in Python. Reproducible, version-controlled, and 100× faster than Excel.
PythonPandasNumPyopenpyxlPlotlyJupyterDuckDB

Cap Table Engine

Full VC cap table: pre/post-money, pro-rata, anti-dilution, option pool shuffle — all automated.

Fund Economics

LP/GP economics: management fees, carried interest, hurdle rates, preferred return calculations.

Waterfall Model

Carry distribution waterfall for multiple fund scenarios with European vs American waterfall options.

Scenario Analysis

Run 100+ exit scenarios in seconds. Plotly visualizations for LP reports and IC presentations.

01
Input
Fund terms + portfolio companies → structured Python dataclasses
02
Model
Cap table engine + economics calculator → scenario matrix
03
Waterfall
Carry distribution engine with configurable waterfall structure
04
Report
Plotly charts + openpyxl Excel export for LP/IC presentations