lunes, 8 de diciembre de 2025

S&P 500: A 15-YEAR ANALYSIS OF PERFORMANCE, RISK, AND LONG-TERM INVESTMENT STRATEGY

 

The S&P 500 (Standard & Poor's 500) is the most important stock market index in the United States. It is widely regarded as the best indicator of the country's economic health and stock market performance.

It comprises 500 of the largest publicly traded companies in the U.S., representing approximately 80% of U.S. market capitalization and a wide range of sectors (technology, healthcare, finance, etc.).

Its performance is used as a benchmark for economic health (a rising index suggests growth) and as a benchmark for fund management (many funds seek to replicate or outperform its performance).

It is weighted by market capitalization, meaning that larger companies (such as tech giants) have a greater influence on the index's movements.

According to the data in your table, the historical return of the S&P 500 over 15 years (approximately 180 months) has been 506.45%, a substantial return that translates to an average monthly compound growth rate of 1.13%.

Historically, the S&P 500 has posted a total annualized return (with reinvested dividends) of around 10% nominal over the long term. In recent periods (such as 2010 Since 2023, the annualized return has been higher, averaging around 13.0%. Your figure of 506.45% over 15 years implies an annualized return of approximately 12.3%, which is consistent with the exceptional bull market the index has experienced over the last decade and a half. Volatility measures the risk and magnitude of price swings. The table provides two key metrics related to volatility

Standard deviation is the most common indicator of volatility. A value of 1472.26 (for the price level) is high, reflecting the large price swings the index has experienced over the 4007 data points you analyzed. The range of 5868.29 (from 1022.6 to 6890.89) shows the enormous difference between the recorded low and high, confirming the index's high historical variability.

The volatility of the S&P 500 is often measured by the VIX (CBOE Volatility Index), which projects 30-day annualized volatility. The VIX is used as a fear gauge in the market.

From an economic and financial perspective, the S&P 500 is considered a fundamental component of a diversified portfolio, especially for a long-term investment horizon. Its historical growth of 506.45% and annualized return of approximately 12.3% demonstrate the index's ability to generate significant returns. The growth outlook remains positive, driven by strong corporate earnings and the influence of large technology companies and their innovations (such as Artificial Intelligence).

By investing in the S&P 500, you're investing in 80% of the U.S. stock market in a single transaction. This provides inherent diversification that reduces the risk of investing in individual stocks.

While the outlook is positive (with the market pricing in rate cuts and a strong economy), it's important to consider that the stock market may be trading at historical multiples, which could indicate high valuations. There's also the risk of higher inflation or a reversal in Fed monetary policy, which could trigger corrections.

Investment Recommendation (Not Advice): Given its history of resilience and its role as an engine of the global economy, the S&P 500 remains a benchmark investment vehicle. For an investor, the key question is not whether to invest, but when and how.

For the long term, investing regularly (through an ETF or mutual fund that tracks the index) is a proven strategy for mitigating volatility and capturing historical growth. In the short term, macroeconomic risks and current high valuations suggest the need for caution and avoiding large one-off investments.

For GDP and investors, the S&P 500 acts as a "thermometer" rather than a direct component of output. Sustained increases reflect improvements in corporate profits, sales expectations, and loose financial conditions, which are usually accompanied by economic expansion cycles, while sharp declines are associated with recessions or confidence shocks For households and institutional investors, the index's history shows that, despite episodes of sharp losses over 1–3 year horizons, maintaining diversified positions in the S&P 500 for more than 10–15 years has tended to generate significant positive real returns, outperforming, on average, low-risk liquid assets such as Treasury bonds.

The numerical forecasts it reports (around 5,470 to 5,800 points over 90–360 days) imply a projection of trend continuation using linear or polynomial models with very high fit (R² values ​​above 95%), but they should be interpreted with caution because such high correlations with historical data do not guarantee real predictive power in financial markets. Over short horizons (3–12 months), the index's performance is dominated by macroeconomic surprises, corporate earnings, and Federal Reserve decisions, so the margin of error is wide. Over long horizons (10–20 years), theory and empirical evidence support the hypothesis that broad-based equities, such as the S&P 500, continue to offer positive risk premiums compared to fixed income, although with the possibility of decades of below-average returns.


Investing in the S&P 500 is generally considered suitable for investors who tolerate significant volatility and think long-term, using diversified vehicles such as low-cost ETFs, always balancing with bonds and cash according to age and objectives. However, no historical metric or statistical model can guarantee future returns: the table shows precisely that risk (high standard deviation and wide ranges) is the price paid for profitability, so before investing it is advisable to define the time horizon, tolerance for temporary dips, and liquidity needs, and, in In the case of major wealth decisions, supplement this analysis with professional financial advice.

The descriptive statistics table provides an in-depth view of the S&P 500 price distribution across 4,007 data points (Count), covering approximately 15 years.

The hierarchical relationship (Mean > Median > Mode) is statistical confirmation of a positive skew or right skewness of 0.76. This means that the S&P 500 price distribution is distorted from a Gaussian or normal distribution. The right tail of the distribution is longer, which, in terms of stock prices, indicates that the index spent more time at low values ​​(the mode) and that high values ​​(the bullish rally) pull the mean upward.

Kurtosis measures the degree of peakedness of a distribution. In this analysis, the kurtosis is negative (−0.36), classifying it as platykurtic, or flatter than normal.

Kurtosis in investment and risk is important to study because financial risk is associated with the probability of extreme events (black swans or large drops).

A leptokurtic distribution (positive and peaked kurtosis) has thick tails, implying a higher probability of extreme events (greater risk).




The platykurtic kurtosis analysis (K<0) suggests the opposite: the tails are thinner than normal. This would indicate a lower probability of large shocks or extreme movements, which, in theory, reduces the risk of a sudden investment compared to highly leptokurtic assets.

The charts and correlations confirm the strength of the bull market. The price chart shows a clear upward trend since 2010, with an initial value of 1133 and a final value of 6870.40, resulting in a total growth of 506.45% and an average monthly growth of 1.13%, which translates to an excellent annualized return of approximately 12.3% (consistently high).

The fact that polynomial models explain the variance (R² > 0.98) so accurately indicates that the historical movement of the S&P 500 has been highly predictable and persistent over the long term, following an exponential growth pattern.

The probability table is crucial for risk analysis, showing a run-in or cumulative probability of 99.45% and a value at risk (VaR) of 499.19. This indicates low risk for the associated confidence level, but its interpretation depends on whether the Z-scores assume a normal or t-distribution.

Forecasts (Prognostics)

The forecasts (based on econometric regression models) project the continuation of the upward trend. These values ​​suggest that, based on the historical trend, the index will continue its ascent, although the projected growth rate appears to slow slightly relative to the historical average when extrapolated to the current final value of 6870.40 (suggesting that the forecasting model is anchored in the regression rather than the latest data).

From a statistical and econometric perspective, based on the data provided, investment in the S&P 500 is favorable for the long term, but with a note of caution.

The high correlation (R² > 0.98) and positive skew confirm a strong, historically predictable upward trend.

The platykurtic kurtosis suggests a lower probability of extreme shocks compared to other distributions. The model's project sustained growth.

The level of risk should be considered due to historically high prices; the index is at record levels, and the high range/standard deviation indicates that, while the trend is strong, volatility is significant.

The large difference between the mean (2928.42) and the mode (1314.50) serves as a reminder that, despite the rally, the index spent much of the study period at much lower values.

Historical data support long-term investment. However, given the current high price level (6870.40) relative to the 360-day forecast (5796.82), a DCA (Dollar-Cost Averaging) or periodic investment strategy would be the most prudent to mitigate the risk of investing at a peak.

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