
About Giacomo
I'm a passionate investor and tech engineer. Italian-American, based in Frankfurt, and today building Awalyt as Founder and Product Owner.
My path didn't start in finance. Born in Naples in 1993, I studied Aerospace Engineering at Università Federico II and graduated with top honors (110/110 cum laude). I started my career on the technical side, where precision wasn't optional, and over time moved into management and business roles.
In parallel, investing became more than a hobby. I studied it on my own for years — academic papers on portfolio theory, fundamental analysis, the Bogleheads literature. The issue I kept running into wasn't a lack of information. It was the absence of one place where a serious investor could pull everything together. The tools I wanted were scattered across too many platforms, and most of them felt cold and technical, hard to approach unless you already knew exactly what you were looking for. I wanted something more human. A real platform, not a collection of disconnected tools.
Awalyt started as something I wanted for myself. It grew into a product I thought other serious investors would want too.
The goal is simple. Give you data you can access, understand, and actually use — even if you don't have years of investing experience but you want to learn, improve, and make decisions based on numbers rather than opinions. Investing is a long-term game, and the tools you use should reflect that.
Awalyt is built around a few ideas I genuinely believe in. It should be transparent. You get to see the data and the method behind it, not just the conclusion. It should help people understand what they're actually doing with their money, not hand them a number they have to trust on faith. Making mistakes is part of investing for everyone — what matters is being able to learn from them and do better the next time. And a normal investor, without years of experience, should still be able to read the results and make a real decision on their own.
Always open to talking with other founders, investors, and advisors.
What I write about
- Portfolio Backtesting
- ETF Analysis
- Fundamental Analysis
- Portfolio Risk Metrics
- Asset Allocation
- Daily-Precision Financial Data
Recent articles by Giacomo
![Does VTI Make SCHD Redundant? A Data-Driven Analysis [2026]](/_next/image?url=%2Fimages%2Finsights%2Fportfolio-comparison%2Fdoes-vti-make-schd-redundant%2Fcover.jpg&w=3840&q=75)
Does VTI Make SCHD Redundant? A Data-Driven Analysis [2026]
85.9% of SCHD sits inside VTI by weight, yet only 6.66% of your money overlaps. A 14-year data look at why total market doesn't make SCHD redundant.
![TQQQ vs QQQ: The Real Cost of 3x Leverage [2026]](/_next/image?url=%2Fimages%2Finsights%2Fportfolio-comparison%2Ftqqq-vs-qqq-3x-leverage-explained%2Fcover.jpg&w=3840&q=75)
TQQQ vs QQQ: The Real Cost of 3x Leverage [2026]
Over one stretch QQQ gained 7.8% while TQQQ lost 30.6%. We use daily data across three periods to show what 3x leverage does to your returns.

Best Lazy Portfolio? An 18-Year Backtest of 3 Strategies
We backtested three famous lazy portfolios over 18 years, through 2008, 2020 and 2022. The S&P 500 beat all three on return — but lost on every risk metric.
![QQQ vs QQQM: Same Index, Which One Should You Buy? [2026]](/_next/image?url=%2Fimages%2Finsights%2Fportfolio-comparison%2Fqqq-vs-qqqm%2Fcover.jpg&w=3840&q=75)
QQQ vs QQQM: Same Index, Which One Should You Buy? [2026]
QQQ and QQQM track the exact same Nasdaq-100 index. We backtested both over 5 years: QQQM won by a hair on fees. Here's when the difference matters.
![How to Check ETF Overlap for Free — And Why You Should Before Buying Two ETFs [2026]](/_next/image?url=%2Fimages%2Finsights%2Fbest-practices%2Fhow-to-check-etf-overlap-free-and-why%2Fcover.jpg&w=3840&q=75)
How to Check ETF Overlap for Free — And Why You Should Before Buying Two ETFs [2026]
A free way to check how much two ETFs actually share, and why investors who hold VOO and QQQ together end up more concentrated than they think.
![How to Run a Free DCA Backtest — And Why You Should Before Investing [2026]](/_next/image?url=%2Fimages%2Finsights%2Fbest-practices%2Fhow-to-backtest-dca-free-and-why%2Fcover.jpg&w=3840&q=75)
How to Run a Free DCA Backtest — And Why You Should Before Investing [2026]
A free way to backtest dollar-cost averaging on any ETF in under a minute, and why running it first beats picking based on forum advice and gut feel.
![10 Years of $300/Month DCA: What Happened on VOO, QQQ, AAPL, and 7 Other Popular Assets [2026]](/_next/image?url=%2Fimages%2Finsights%2Fbest-practices%2Fdca-backtest-10-popular-assets-10-years%2Fcover.jpg&w=3840&q=75)
10 Years of $300/Month DCA: What Happened on VOO, QQQ, AAPL, and 7 Other Popular Assets [2026]
I ran $300/month DCA from 2016 to 2026 on 10 popular ETFs and stocks. The dispersion is brutal, and gold beat the S&P 500. Here's the data.
![VT vs VTI: Is a World ETF Actually More Diversified? [2026]](/_next/image?url=%2Fimages%2Finsights%2Fportfolio-comparison%2Fvt-vs-vti%2Fcover.jpg&w=3840&q=75)
VT vs VTI: Is a World ETF Actually More Diversified? [2026]
Is a world ETF more diversified than a US one? 16 years of daily data on VT vs VTI: returns, risk, and the 50% overlap most investors never check.
![VOO vs SPMO: Should You Trade the S&P 500 for Its Momentum Version? [2026]](/_next/image?url=%2Fimages%2Finsights%2Fportfolio-comparison%2Fvoo-vs-spmo%2Fcover.jpg&w=3840&q=75)
VOO vs SPMO: Should You Trade the S&P 500 for Its Momentum Version? [2026]
10 years of daily data on VOO vs SPMO: 520% vs 315% return, alpha 4.61%, better Sharpe, better drawdown. The surprising truth about momentum.
Let's connect
Always open to talking with other founders, investors, and advisors.