The best predictor of stock price performance - New Academy of Finance (2024)

According to Barron’s, Morgan Stanley recently put together a team of quantitative strategies to work, determining which stock signals have tended to best predict stock price performance over time.

In this article, we highlight what this stock signal is and using a combination of screening criteria linked to this signal, we derived a list of 14 S&P 500 stocks and 9 SGX stocks that currently fit these criteria. Read on to find out more.

Is value investing dead?

The team looked at 4,000 stocks going back to 1997, becausethat’s about what high quality data first became available. They looked atfactors such as Price/Earnings ratios, revenue growth, leverage and share pricemomentum, a grand total of 81 screening criteria.

A key takeaway: Do not give up on value stocks. However, consider a different way you look at them. If a company has a decent dividend yield, that will be a welcome sign as investors are being paid to wait for a company’s “intrinsic value” to be realised by Mr Market. A better signal will be total capital return, which includes both dividends and stock buybacks.

Value investing, as a strategy has under-performed over the past few years. Look at Warren Buffett’s Berkshire Hathaway that has under-performed the S&P500 Index for quite a while now. That left many investors wondering if value investing as a strategy is dead.

However, according to the research, over a relatively longperiod of time, in this case 22 years, value factors still beat growthfactors.

More critically, an alternative measure of value based onfree cash flow rather than earnings has done much better, trouncing acomposite of growth factors and other value factors over the past 5 years and22 years.

Free Cash Flow is the money that a company collects after paying for big-ticket investments, typically termed as their capital expenditure or capex for short.

Free Cash Flow = Operating Cash Flow – Capex

Some believe this is a better measure of earnings, where earnings are more easily manipulated based on accounting rules and management’s assumptions. Free cash flow is generally more difficult to manipulate. It is the excess money a company generates which can be channelled towards dividend payments as well as share buy backs.

Best Stock Price Predictor

Worldwide, a portfolio that bought stocks with the lowestP/Es and bet against those with the highest ones beat the market by anannualised 4.4 percentage points (ppt) over the past 22 years but just 0.8 pptover the past 5 years.

The best stock price predictor was Free Cash Flow divided by Enterprise Value (where enterprise value is defined as a company’s market capitalisation adjusted for the company’s cash and debt)

This measure beat the market by 8.3 ppt over the past 22years and 3.7 ppt over the past 5. This compared much favourably to growthfactors which beat the market by barely anything over the past 22 years andless than 1 ppt over the past 5.

Separately, according to the report, a company’s yield which incorporates both dividend payments as well as share buy backs predicted better performance than one based on dividends alone.

US Stocks

So based on this article, we created our own screeningcriteria which incorporated these factors for the S&P 500 counters:

  1. Price/Free Cash Flow Multiple < 15x
  2. EV to EBITDA < 10x
  3. Dividend Yield > 2.9%
  4. 5 Year annualised share buy-back > 2%
  5. Exclude the Retail (Cyclical) Industry

Our screener churned out a list of 14 S&P 500 stocks that met these criteria at present

The best predictor of stock price performance - New Academy of Finance (2)

We did a little back-testing on our own for this strategy but with limited data availability. If you have bought names that fulfilled these criteria at the start of 2019, such a strategy would have beaten the S&P500 index by 4ppt in 2019.

The best predictor of stock price performance - New Academy of Finance (3)

However, it is definitely inconclusive to base a back-testing result just on a single year performance.

SGX Stocks

We also did a screening for the SGX market based on these criteria

  1. Price/Free Cash Flow Multiple < 15x
  2. EV to EBITDA < 10x
  3. Dividend Yield > 3.1%
  4. Return on Invested Capital > 15%

We excluded the share buyback criteria as companies in these countries do not have the culture of aggressive share buy-back. Instead more focus is on the payment of dividend. We included an additional Return on Invested Capital metric or ROIC for short, with a minimum base ratio of 15%. This is a ratio that measures the efficiency of a company at allocating the capital under its control to profitable investments.

The best predictor of stock price performance - New Academy of Finance (4)

The screener threw out a list of pretty interestingsmall-mid cap names such as Straco Corp, Valuetronics and in the big-cap spacefor SGX, we have Venture Corp.

If we are to expand our coverage beyond Singapore and into HK, we can find bigger cap names such as China Vanke, Country Garden etc that fits these criteria.

Conclusion

Many people are still out there searching for THE Holy Grail criteria when it comes to investing. There really isn’t a perfect screening criterion in my opinion and when it boils down to active stock selection, one will need to put in the necessary hard work and time to learn and understand the company in question.

Using a free cash flow type screener typically requires a longer time frame for the outperformance to materialise, in my opinion. In the meantime, one is paid a dividend to wait, which at > 3%/annum, is a decent return compared to most low-yielding “safer” investment products.

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Disclosure: The accuracy of material found in this article cannot be guaranteed. Past performance is not an assurance of future results. This article is not to be construed as a recommendation to Buy or Sell any shares or derivative products and is solely for reference only.

The best predictor of stock price performance - New Academy of Finance (2024)

FAQs

What is the most accurate stock market predictor? ›

Zacks Ultimate has proven itself as one of the most accurate stock predictors for more than three decades. Incepted in 1988, this established service has produced phenomenal returns for its members. In fact, since 1998, Zacks Ultimate has generated average annualized returns of 24.3%.

What is the best model to predict stock price? ›

LSTM, short for Long Short-term Memory, is an extremely powerful algorithm for time series. It can capture historical trend patterns, and predict future values with high accuracy.

Which method is best for stock market prediction? ›

Some of the common indicators that predict stock prices include Moving Averages, Relative Strength Index (RSI), Bollinger Bands, and MACD (Moving Average Convergence Divergence). These indicators help traders and investors gauge trends, momentum, and potential reversal points in stock prices.

Is Academy stock a good buy? ›

Academy Sports and Outdoors's analyst rating consensus is a Strong Buy. This is based on the ratings of 14 Wall Streets Analysts.

Can you accurately predict stock market? ›

Key Takeaways. Predicting the market is challenging because the future is inherently unpredictable. Short-term traders are typically better served by waiting for confirmation that a reversal is at hand, rather than trying to predict a reversal will happen in the future.

What is the best website for stock analysis? ›

MoneyControl.com

Money Control is the most popular website among Indian stock investors and traders. Global ranking of Money Control is 615, Country wise ranking is 50 and category rank 1.

Can I use AI to predict stock market? ›

"We found that these AI models significantly outperform traditional methods. The machine learning models can predict stock returns with remarkable accuracy, achieving an average monthly return of up to 2.71% compared to about 1% for traditional methods," adds Professor Azevedo.

Is there any software to predict stock prices? ›

VectorVest is a powerful stock analysis and portfolio management system that utilizes advanced algorithms and market data to help investors make informed decisions. It works by analyzing thousands of stocks and providing clear buy, sell, or hold signals based on its proprietary indicators.

Why is Academy stock dropping? ›

Shares of Academy Sports & Outdoors fell after the sporting-goods retailer issued soft sales and earnings guidance for the year. The stock fell more than 12% to $62.50 in premarket trading.

What is the target price for Academy stock? ›

Stock Price Forecast

The 15 analysts with 12-month price forecasts for ASO stock have an average target of 75.6, with a low estimate of 52 and a high estimate of 87. The average target predicts an increase of 31.62% from the current stock price of 57.44.

What's the best time to buy a stock? ›

The opening period (9:30 a.m. to 10:30 a.m. Eastern Time) is often one of the best hours of the day for day trading, offering the biggest moves in the shortest amount of time. A lot of professional day traders stop trading around 11:30 a.m. because that is when volatility and volume tend to taper off.

What is the forecast for Academy Sports? ›

Academy Sports and Outdoors is forecast to grow earnings and revenue by 5.8% and 5.7% per annum respectively. EPS is expected to grow by 7.9% per annum. Return on equity is forecast to be 21.4% in 3 years.

What is the 5 year forecast for ASO stock? ›

Based on our forecasts, a long-term increase is expected, the "ASO" stock price prognosis for 2029-04-20 is 107.798 USD. With a 5-year investment, the revenue is expected to be around +82.49%. Your current $100 investment may be up to $182.49 in 2029. Get It Now!

Is IPA a good stock? ›

IPA Stock Forecast FAQ

ImmunoPrecise Antibodies has 597.67% upside potential, based on the analysts' average price target. Is IPA a Buy, Sell or Hold? ImmunoPrecise Antibodies has a conensus rating of Moderate Buy which is based on 1 buy ratings, 0 hold ratings and 0 sell ratings.

Is ASO stock undervalued? ›

Compared to an average S&P500 Price/Forward Earnings ratio of 21.41, ASO is valued rather cheaply. Based on the Enterprise Value to EBITDA ratio, ASO is valued a bit cheaper than the industry average as 77.60% of the companies are valued more expensively.

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