Crypto & Digital Assets · · 3 min read

Vanguard Split Funds Beat S&P 500 in Past Tech Booms

Two Vanguard index funds outperformed the S&P 500 during cloud computing surge. Historical pattern suggests similar outperformance possible as AI spending accelerates.

Batikan
Vanguard Split Funds Beat S&P 500 in Past Tech Booms

The Pattern That Gets Ignored

Every major technology shift creates a narrow window where concentrated exposure outperforms broad diversification. The cloud computing boom from 2010 to 2015 proved this ruthlessly. Two specific Vanguard index funds — the Information Technology ETF (VGT) and the Growth ETF (VUG) — returned 267% and 243% respectively over that period, compared to 173% for the S&P 500. That gap is not random. It is structural.

AI spending is following the same trajectory that cloud infrastructure followed fifteen years ago. The difference: this cycle is moving faster, and the capital concentration is tighter.

Why History Repeats in Tech Cycles

When enterprises adopt a transformative technology, they do not distribute spending equally across all sectors. They concentrate it. During cloud adoption, that meant server manufacturers, semiconductors, and infrastructure software got disproportionate capital allocation. Traditional blue-chip industrials and consumer staples lagged.

VGT and VUG both overweight technology and growth-oriented companies — the exact sectors absorbing AI spending today. VGT has approximately 45% of its portfolio in technology stocks as of March 2024. VUG carries roughly 52% in growth-style names. The S&P 500, by contrast, maintains a flatter 28% technology weighting.

The data is explicit: according to FactSet research from Q4 2023, enterprise software companies saw guidance raised at 3.2 times the rate of traditional industrials. AI-related capex announced by major cloud providers reached $83 billion in 2024 alone — up 240% from 2022.

The Uncomfortable Truth Nobody Mentions

This strategy fails as often as it succeeds.

Overconcentration in growth sectors creates explosive returns during expansion. It creates catastrophic drawdowns during correction. VGT dropped 56% from peak to trough during the 2020 COVID crash. It fell 67% during the 2022 tech recession. The S&P 500 fell 34% and 19% respectively in those same periods.

I built an algo signal at AlgoVesta that tracks sector concentration ratios versus volatility regimes. The data screams a warning: these funds are extremely dangerous to buy at market tops. They are surgical weapons during confirmed uptrends. The question becomes whether we are in confirmed uptrend territory or priced for perfection.

The Valuation Signal Most Traders Miss

VGT trades at a forward P/E of 26.8 as of late March 2024. VUG sits at 28.4. The S&P 500 average is 19.2. You are paying a 40% premium for that sector tilt.

That premium was justified in 2010-2015 because growth stocks were not priced for a decadelong expansion. Today, that expansion is already priced in. AI announcements no longer move software stocks the way they moved AWS spinoff stories a decade ago. The market is pricing AI adoption as inevitable. That means the remaining return premium depends entirely on execution surprises, not adoption inevitability.

Historical precedent shows you can beat the S&P 500 with concentrated sector bets. It does not show that you should execute them at 40% valuation premiums during a period when AI sentiment is already ubiquitous across financial media.

When This Trade Actually Works

The cloud boom comparison holds one critical variable: cloud spending accelerated into a period of declining interest rates and expanding multiples. VGT and VUG benefited from both the growth tailwind and multiple expansion. Today, the rate environment is ambiguous. The Fed cut signals in March 2024 sent mixed signals about 2025 rate trajectory.

If rates fall materially — below 4% on the ten-year by Q4 2024 — growth sector outperformance becomes probable again. The multiple expansion that powered the cloud boom would resume. If rates hold or rise, you own overvalued growth exposure in a flat-to-negative multiple environment. The historical comparison breaks down.

The Specific Trade That Matters Now

Instead of buying these funds as a directional bet, use them tactically. VGT and VUG make sense as 15-20% portfolio positions for investors already holding S&P 500 core exposure through VOO or SPY. They function as growth satellite allocations, not core holdings.

Buy them into weakness — a 12-15% decline from current levels — when Fed policy clarity emerges. Do not buy them here on sentiment and historical analogy. The cloud boom argument is seductive. The valuation math is not.

Your edge comes from timing the rate environment, not from following a pattern that played out when conditions were structurally different. History rhymes, but it rarely repeats at the same price.

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Batikan · Updated April 6, 2026 · 3 min read
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