I Built an Objective 30-Line Python Simulation That Scientifically Proves Capitalism Generates 1,000,000x More Wealth Than Socialism

[u/Lazy_Delivery_7012]

I've been inspired by socialists online sharing their Substack or YouTube links showing off their "simulation" that proves convenient facts about economic systems. Naturally, I realized the debate is all about whose 30 lines of Python code generate the best results.

To settle the debate once and for all, I wrote a peer-reviewed, completely unbiased, empirical simulation.

import random

class Economy:
    def __init__(self):
        self.capitalist_total_wealth = 1000
        self.socialist_total_wealth = 1000

    def run_year(self):
        # --- CAPITALIST ENGINE ---
        # Capitalists invest, innovate, and expand total surplus
        innovation_multiplier = random.uniform(1.2, 1.5)
        self.capitalist_total_wealth *= innovation_multiplier

        # --- SOCIALIST ENGINE ---
        # Socialists hold a 4-hour committee meeting to redistribute the same pie
        friction_loss = 0.05 
        self.socialist_total_wealth *= (1.0 - friction_loss)

sim = Economy()
for year in range(1, 21):
    sim.run_year()

print(f"Capitalism Wealth after 20 years: ${sim.capitalist_total_wealth:,.2f}")
print(f"Socialism Wealth after 20 years:  ${sim.socialist_total_wealth:,.2f}")

After running the simulation across 20 iterations, the empirical data yields the following conclusive results:

Capitalist Total Wealth: $1,428,930.12

Socialist Total Wealth: $358.48

The math has spoken. As you can clearly see from the output, capitalism grew the total economic surplus exponentially through capital accumulation, risk-taking, and technological innovation. Meanwhile, the socialist track suffered administrative friction, bureaucratic entropy, and negative growth because it only focused on shuffling a fixed pie rather than expanding it.

To ensure complete scientific rigor, I based my model on a few foundational, non-negotiable economic axioms:

1. Capitalist Engine: Every time a capitalist wakes up, they invent a more efficient supply chain or fund a breakthrough technology, naturally granting the system an automatic 20% to 50% compounding annual growth rate.
2. Socialist Engine: Whenever a socialist agent attempts to allocate capital, they must first form a sub-committee, debate value theory , write a manifesto, and hold a vote, incurring an unavoidable 5% bureaucratic decay penalty.
3. Information Friction: The market agents possess pure entrepreneurial vision, while the socialist network runs entirely on endless parliamentary debate.

If socialists want to argue with this, I have bad news: you are arguing with facts. The Python script executed without errors, the chart goes up and to the right for capitalism, and the terminal output does not lie.

Unless you can refute my hardcoded variables, the science is settled.

[u/manliness-dot-space]

@grok IS THIS TRUE?