This is an active ETF that selects U.S. stocks with a quantitative model built on multiple indicators and adjusts position weights according to market conditions. It picks stocks through quantitative analysis and adjusts exposure in pursuit of excess returns.

It suits investors who want to beat the market through actively managed equity investing based on a quantitative model.

It is an ETF run with an active management approach by Counterpoint.

The fund selects U.S. stocks with a quantitative model built on multiple indicators and actively adjusts holdings and exposure according to market conditions. Rather than simply tracking an index, it adjusts weights using quantitative signals in pursuit of excess returns, and it carries the risk inherent in an active structure that the model's judgment may prove wrong.

• Stock selection based on a quantitative model
• Active weight adjustment according to market conditions

Assets under management (AUM) stand at $546.4M, and the expense ratio is 0.75% per year.

Compared with simple index ETFs, the main points of comparison are active selection and weight adjustment based on a quantitative model.

U.S. stocks respond to interest rates, earnings seasons and market risk appetite, and quantitative strategies tend to move differently from the market average depending on their model signals. When the quantitative model fits the market environment well, it can deliver excess returns, and when it does not, it can lag.

For quantitative equity products, fund flows diverge depending on market risk appetite and management results, and when interest in quantitative and systematic management rises, money sometimes shifts toward this group of products. It is also worth noting that performance varies with interest rates and the economic cycle.

Quantitative model-based management is its strength, while the limits of model judgment, stock-level volatility and reliance on management are considerations.

For simpler exposure to U.S. large caps, direct substitutes include SPY and VOO, and for those focusing on the quality factor, products such as QUAL are also worth comparing. The three products shown in the table, INFO, HELO and FHEQ, follow quant large-cap core and hedged equity strategies respectively, so their quantitative management and approach differ and they serve mainly as reference points. What sets this ETF apart is that it selects and adjusts U.S. stocks with a quantitative model.

Here are the points to review before investing in CPAI. Quantitative model-based management is appealing, but the limits of model judgment, stock volatility and reliance on management need to be checked in advance. It is also a good idea to compare it with simple index products.

Periods when the quantitative model is out of step with the market and the volatility of the stocks held are the main variables for long-term performance, and quantitative strategies can diverge from the market average at times. Losses can occur during broad market downturns.

It is a suitable candidate for investors who want actively managed equity investing based on a quantitative model. If cost and simple index tracking are the priority, products such as SPY and VOO fit better, and if you trust quantitative management, it makes sense to compare this product alongside them before choosing.