Advanced AI-selected investment and trading portfolios consistently deliver enhanced return performance across monthly to yearly investment horizons.
Sector-wise specialized AI-driven investment portfolios deliver significantly higher returns. Extensive performance analysis is conducted using more than 50 risk and return metrics, along with benchmarking against the S&P and Russell indices.
- Specialized hybrid AI models, tailored to each sector, and combining supervised and unsupervised machine-learning algorithms generate buy–sell signals for each stock, and more importantly, produce investment rankings for multiple investment horizons. For monthly to yearly holding horizons, buy stocks are ranked in descending order of expected return, while strong/sell stocks are ranked in ascending order of expected return.
- Sector-wide AI-selected investment portfolios are then constructed by the top 10, 20, or 30 ranked stocks within buy or sell categories. For example, for a monthly investment horizon, long portfolios are constructed each month by selecting the top N AI-ranked strong/buy stocks within each sector. Portfolio positions are refreshed monthly by replacing the existing holdings with newly top-ranked stocks, thereby replicating a synthetic, AI-driven monthly investment strategy based on leading AI-selected stocks in each sector.
The performance of sector-wise AI-driven investment portfolios is evaluated using more than 50 risk and return metrics, and is benchmarked against the sector’s corresponding S&P index and volume-weighted returns and various S&P and Russell indices. The AI-selected investment portfolios consistently outperform the volume-weighted returns of their respective sectors, demonstrating the effectiveness of the sector-specific AI stock selection models. However, AI portfolio returns within a given sector are not expected to necessarily outperform all S&P and Russell indices, as these benchmarks focus on specific market-cap segments and benefit from cross-sector diversification.
- The AI investment portfolios discussed here are designed solely to evaluate the performance of AI buy–sell signals at the sector level. To ensure sufficient liquidity, only stocks with a minimum average daily trading volume of 45,000 shares are included. Each AI portfolio is constructed from a basket of the top 10, 20, 30, or 40 AI-selected stocks and employs an equal-weight (one-to-one) allocation across all constituent stocks.
- Sophisticated optimal portfolios can be constructed using a range of advanced stock-allocation optimization algorithms, including (semi) mean–variance optimization, drawdown minimization, and downside risk optimization based on Value at Risk (VaR) and Conditional Value at Risk (CVaR), tailored to a specified initial investment capital. These advanced portfolio optimization capabilities are addressed separately within our AI Portfolio solutions. Explore more
Sector-wide yearly cumulative comparative return performance analysis of AI investment long portfolios against benchmark indices.
For each sector, AI investment long portfolios are constructed by selecting the top 10, 20, 30, 40, and 50 AI-ranked strong/buy stocks. Portfolio positions are rebalanced monthly based on the latest AI strong/buy rankings. The annual cumulative returns of these AI-driven portfolios per sector (AI Portfolio Return) are benchmarked against each sector’s corresponding S&P index and volume-weighted return (Sector Return), as well as the S&P 500 as the representative large-cap index, the S&P 400 for mid-cap, and the Russell 2000 for small-cap stock index.
| Sector | Return Sector | Return | Return S&P 500 | Return S&P 400 | Return Russell 2000 |
|---|---|---|---|---|---|
| Communication Services | -2.05 % |
78.44 %
|
10.44 % | 12.86 % | 17.18 % |
| Basic Materials | 10.90 % |
232.82 %
|
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| Consumer Cyclical | -5.11 % |
-4.39 %
|
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| Industrials | -6.93 % |
60.94 %
|
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| Real Estate | -3.12 % |
16.42 %
|
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| Consumer Defensive | 2.77 % |
151.40 %
|
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| Energy | 37.30 % |
2.73 %
|
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| Technology | 1.94 % |
72.49 %
|
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| Financial Services | 1.88 % |
9.48 %
|
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| Utilities | 2.96 % |
-9.55 %
|
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| Healthcare | -6.64 % |
18.77 %
|
Annual analysis of sector-wise comparative monthly return performance for AI investment long portfolios composed of the rolling top 10, 20, 30, 40, and 50 AI-selected stocks, against relevant market indices.
For each sector, AI investment long portfolios are constructed by selecting the top 10, 20, 30, 40, and 50 AI-ranked strong/buy stocks. Portfolio positions are rebalanced monthly based on the latest AI strong/buy rankings. The monthly returns of these AI-driven portfolios (AI Portfolio Return) are benchmarked against the sector’s corresponding S&P index and volume-weighted return (Sector Return), as well as the S&P 500 as the representative large-cap index, the S&P 400 for mid-cap, and the Russell 2000 as small-cap stock index.