QQQ vs XLK — Quantitative Analysis
Key Findings
Empirical analysis of 25 annual return observations (2001–2025) reveals that QQQ and XLK exhibit a Pearson correlation coefficient of 0.977 — indicating near-identical return behavior across all observed market cycles. Despite material differences in constituent holdings, the two instruments are statistically interchangeable for portfolio construction purposes. CAGR differential of 4 basis points falls within normal tracking variance.
Compound Growth Analysis — $1 Invested (2001–2025)
Cumulative total return indices for QQQ, XLK, and the S&P 500 benchmark, rebased to $1.00 at January 2001. The two series track with a root-mean-square deviation of approximately $0.31 across the full study period, reflecting the high correlation coefficient.
Logarithmic growth representation. Total returns include dividend reinvestment. S&P 500 included as benchmark reference series.
Annual Return Distribution — QQQ vs XLK (2001–2025)
Bar chart of annual total returns for both instruments across all 25 observations. The two series exhibit near-identical distribution shape and magnitude, with the largest single-year divergence of 10.4 percentage points recorded in 2013 (QQQ +36.6% vs XLK +26.2%), attributable to Amazon and Google weight differential in that period.
Annual total returns including dividends. 25 observations, 2001–2025.
Sub-Period CAGR Analysis — Decade Segmentation
Segmenting the 25-year back-test into three sub-periods reveals that QQQ and XLK track almost identically in all three periods, confirming that the correlation holds across different market regimes. Gold is shown as a reference asset to contextualize the relative performance of technology-linked instruments across different macro environments.
CAGR computed for each sub-period independently. Gold shown as non-equity reference asset.
Full Statistical Summary — 25-Year Study Period
| Statistic | QQQ | XLK | S&P 500 | Advantage |
|---|---|---|---|---|
| CAGR (25-year) | 10.62% | 10.58% | 8.82% | QQQ +4bps |
| Terminal Value ($1 invested) | $12.47 | $12.35 | $8.28 | QQQ |
| Annualized Std. Deviation | 27.8% | 26.4% | 17.9% | XLK lower risk |
| Sharpe Ratio (rf=2.5%) | 0.292 | 0.306 | 0.353 | XLK |
| Positive Return Years | 19 / 25 | 18 / 25 | 19 / 25 | QQQ |
| Mean Annual Return (up years) | +28.4% | +25.3% | +20.1% | QQQ |
| Mean Annual Return (down years) | -22.8% | -22.0% | -14.1% | XLK shallower |
| Maximum Single-Year Return | +56.4% (2023) | +56.0% (2023) | +32.4% (2013) | QQQ |
| Minimum Single-Year Return | -41.7% (2008) | -41.4% (2008) | -37.0% (2008) | XLK |
| Pearson Correlation (vs S&P 500) | 0.957 | 0.944 | 1.000 | Comparable |
| QQQ vs XLK Correlation | 0.977 | — | Redundant pair | |
Constituent Holdings Analysis — Structural Differences
The 2018 GICS sector reclassification created a permanent structural divergence in constituent composition between QQQ and XLK. Alphabet (Google) and Meta were transferred from the Technology sector to the newly created Communication Services sector, removing them from XLK while retaining them in QQQ's Nasdaq 100 index methodology. This composition difference has not produced statistically significant return divergence at the portfolio level.
| Security | QQQ Weight | XLK Weight | GICS Classification | Inclusion basis |
|---|---|---|---|---|
| Apple (AAPL) | ~9% | ~12.9% | Information Technology | Both track Technology |
| Microsoft (MSFT) | ~8% | ~11.5% | Information Technology | Both track Technology |
| Nvidia (NVDA) | ~8% | ~15% | Information Technology | Both track Technology |
| Alphabet / Google | ~5% | Excluded | Communication Services | Reclassified Sept 2018 |
| Meta Platforms | ~5% | Excluded | Communication Services | Reclassified Sept 2018 |
| Amazon (AMZN) | ~6% | Excluded | Consumer Discretionary | Not Technology sector |
| Tesla (TSLA) | ~4% | Excluded | Consumer Discretionary | Not Technology sector |
| Broadcom (AVGO) | ~4% | ~4.5% | Information Technology | Both track Technology |
Despite constituent differences representing approximately 20-24% of QQQ's weight, the correlation coefficient of 0.977 confirms that these additional holdings do not produce materially differentiated return profiles at the annual observation level.
Annual Return Data — Full Observation Set (N=25)
| Year | QQQ Return | XLK Return | Absolute Diff. | Outperformer | S&P 500 |
|---|
Mean absolute annual difference: 4.8 percentage points. Median absolute difference: 3.1 percentage points.
Data Sources & References
- QQQ Historical Returns — Yahoo Finance
- XLK Historical Returns — Yahoo Finance
- QQQ Prospectus & Holdings — Invesco
- XLK Prospectus & Holdings — State Street SPDR
- S&P 500 Annual Returns — Slickcharts
- Sharpe Ratio Methodology — Investopedia
- GICS Classification Structure — MSCI
- Pearson Correlation Coefficient — Investopedia
This analysis is for informational and educational purposes only. It does not constitute financial advice. All statistics are computed from publicly available annual return data. Back-tested results do not guarantee future performance.