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Archived articleThis is an archived article from 2016 - please note that any content within the article may be out of date.

How to use earnings surprises to find momentum winners

Companies that beat expectations by a wide margin on results day often see their their share prices leap. But the sudden uplift happens quickly and can leave investors rueing a missed chance of buying shares that might now be hitting new highs. But that isn’t the end of the story when it comes to earnings surprises. Dig into the research and there’s an argument that some of these companies can have a lot further to go.

The emergence of the internet as a source of split-second news and one-click trading has made it much harder to turn an instant profit from stocks releasing positive earnings news. But while these advances have put paid to this once popular strategy, some analysts reckon it’s opened the door to another way to profit… this time using momentum. And a quick glance at the recent strong performance of our Earnings Surprise screen suggests it might be a strategy worth watching in 2016.

Why surprises cause confusion

According to research, companies that surprise the market by beating consensus forecasts often see their prices drift higher over the following three to six months. Among the reasons for this ‘post earnings announcement drift’ is that investors and analysts take time to re-adjust their assessments and expectations of a company. Put simply, the surprise forces them to revisit their assumptions - and that takes time.  

Not only that, but stocks that are catapulted by earnings ‘beats’ cause some peculiar behaviour among investors. On one hand, the argument goes, outsiders are reluctant to buy shares that have already risen strongly in price. While those that already own those ‘winning’ shares tend to sell them too quickly (preferring instead to hold losing positions too long - something known as the ‘disposition effect’).

In combination, these factors momentarily stifle the market’s ability to price the shares correctly. But as the weeks pass, and investors get to grips with the full meaning of the earnings surprise, they buy into the shares and the price gathers momentum.

Why earnings and sales are important

For investors looking to cash in on potential momentum caused by positive surprises, there is an important extra consideration. Academic research has shown that it’s well worth looking for companies that outperform on both earnings and sales. This is crucial because potentially troubled companies can bolster earnings by cutting costs, temporarily masking what could be bad news in the future. By contrast, growing profits in tandem with sales is a much stronger signal.

The key research on this subject is a 2004 paper by Narasimhan Jegadeesh and Joshua Livnat. They found the top 20% of shares in terms of upside earnings surprises outperformed the broader market by 3% over six months and the top 20% in terms of sales surprises outperformed by 2.6%. But a cross sample of the two together managed to outperform the market by a much improved 5.3%. They concluded: “...investors who implement trading strategies based on earnings surprises would benefit by using revenue surprises as an additional signal.”

Those findings are broadly supported by more recent analysis by Professor Robert Novy-Marx. His research has examined the relationship between fundamental (earnings) momentum and price momentum (the tendency for strong price trends to persist). What Novy-Marx argues is that it’s actually the earnings momentum of those stocks - identified by earnings surprises - that drives a lot of the subsequent price gains.

Earnings surprises now

Momentum strategies generally did very well during the very bullish market phase in 2013. They’ve held up pretty well over the past two years as flatter markets took hold. But in 2016 we’ve seen a noticeable uptick in some of the momentum strategies tracked by Stockopedia, led by the Earnings Surprise screen, which is up 9.5% over the past month.

In line with the research on this phenomenon, the screen rules look for the strongest surprises in both earnings and sales from the most recent results. The table below is for illustrative purposes. It’s a hand-selected snapshot of some of the companies that currently qualify and have also been present in the quarterly rebalanced portfolio over the past 6-9 months. Not all the companies go on to perform well or sustain their momentum, and we wouldn’t necessarily expect them to.

But you do tend to see these smaller, more growth-oriented stocks - companies like accesso Technology and Penna Consulting, which have done very well. We’re currently in peak reporting season, which is obviously a key time for this strategy. So I’d expect to see some chopping and changing in the qualifying stocks over the coming weeks as the data comes in.

Name Mkt Cap £m Sales £m EPS Surprise %, Last Interim Sales Surprise %, Last Interim EPS Surprise % Last Yr Stock Rank™
accesso Technology 218.3 64.4 64.2 34.6 64.2 62
Burford Capital 463.3 65.8 60.8 103.6 60.8 81
Air Partner 40.5 209.2 28.5 7.19 28.5 98
Penna Consulting 94.2 90.4 12.8 8.92 12.8 93
Tracsis 138.9 25.4 8.72 8.94 8.72 74
Costain 369.1 1,264 5.56 5.21 5.56 95


The positive performance of the Earnings Surprise strategy in the early months of 2016 is interesting. It’s a strategy very much aligned with fast, sustained growth but also to investor sentiment and confidence in smaller companies. It has undoubtedly picked some winners and for now it’s certainly leading a resurgent performance among some of the momentum screens. The quarterly rebalancing is due at the end of March and we’ll be looking closer at the strategy performances then. But in the meantime, it’s been a good start for companies pulling big surprises. It’ll be interesting to see if that momentum continues.

Disclaimer

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15 comments


Avatar for iwright7

XLMedia (LON:XLM) beat brokers sales forecast by +10% and the Stocko EPS forecast by +19%, so Earnings Surprise and likely Earnings Upgrade. Confident outlook so another Quality and low PER Value situation? I am a holder and have topped up this morning. Ian

1
Avatar for Source

Inland Homes is high on this list and has a very high stock rank too.

Regards,
Source.

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Avatar for Rusty2

Yes but last full figures were not for 1 year, they delayed them to include a large sale. The CEO sold 2.5m shares.

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Avatar for iwright7

I have been doing some more Googling around this topic and found a 2016 paper which reported on interviews of almost 400 US CFO's. Their replies suggest (surprise surprise) that some 20% of Earnings Surprises are also intentional Earnings Manipulation and/or R and D short term-ism. A useful list of 20 Earnings Misrepresentation Red Flags too. http://www.cfapubs.org/doi/pdf/10.2469/faj.v72.n1.4

A further case for human intervention with this screen, taking a particular note of the Beamish M-Score?

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Avatar for iwright7

Sully,

Yes thanks. I agree about Ab Dynamics (LON:ABDP) which share similar quality and earnings growth characteristics. After yesterday my top 3 largest holdings in descending order are:

Ab Dynamics (LON:ABDP)
Burford Capital (LON:BUR)
accesso Technology (LON:ACSO)

All 3 have good potential to future Surprise and the share adjust upward again. 

To quote Will Rogers 1929: ‘Don’t gamble’; take all your savings and buy some good stock and hold it till it goes up, then sell it. If it don’t go up, don’t buy it.” 

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Avatar for Sully8786

Cheers iwright7,

I think that you're right - interesting quote :)

Rgds,

Sully.

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Avatar for Sully8786

Ab Dynamics (LON:ABDP) may be one to watch following the announcement today.

Rgds,

Sully.

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Avatar for iwright7

Herbie - Also need to watch the % Surprise element of the screen because say +20% earnings or sales of very little is still very little! Also evidence to suggest that it's the bigger surprises that have the most subsequent uplift. Agree with you about the need for +ve outlook comments too, so I think there is a need for human intervention with this particular screen. Ian

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Avatar for iwright7

The importance of timely purchase following an Earnings Surprise was illustrated well yesterday with Burford Capital (LON:BUR) rising +9.9% by the end of the 1st day. There could be some short term profit taking now, but their is very likely to be further upward momentum over the next few weeks/months because the Earnings Surprise is combined with growth and value. Ian

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Avatar for Rusty2

Yes I quite agree, Burford Capital (LON:BUR) which I do hold, is up again today 4%, but yes you need to get in early. I would like Stockopedia to do a new screen same rules as this but buy on the day of the figures and then sell after 3 months and then compare to this screen. It would be easy to do as you are not actually buying the shares. So take the share price at say 8.10am.
The only problem with this screen is you will pick up shares that have had an earnings surprise but may have a negative outlook or forecast.


Surprised Vislink (LON:VLK) still on this screen? Its been on since 2012. Profits for 2015 were a loss. Share price has fallen over 50%.

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Avatar for iwright7

Burford Capital (LON:BUR) up another +7.8% today, so 17.7% increase within 2 days of their Earnings announcement which is pleasing to see. Ian

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Avatar for Rusty2

Yes its going well but there is some risk so I'm not increasing my holding at the moment.

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Avatar for nprodanovic

to improve returns you have to use technical analysis
if you combine both you get great performance

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Avatar for iwright7

The quarterly re-balance bucket doesn't really suit the ES outcome because whilst there may be a few days or possibly weeks to buy into a Earnings/Sales Surprise company before the price escalates, the quarterly re-balancing aspect mitigates against this. Within any 3 month period new ES company results will range from being 0-12 weeks old, (6 weeks ago on average), so the early momentum during weeks 0-6 is likely to have been lost. 


As an good example of an Earnings/Sales Surprise look at Burford Capital (LON:BUR) who issued their finals today (and smashed consensus broker expectations again). BUR also have the advantage of a compelling low valuation/PER and also a remarkable growth track record. I am a BUR holder, but if I wasn't I would want to buy into them in the next few days to take advantage of the likely ES momentum, rather than wait for the ES June re-balancing screen to pick it up and add it to the model portfolio then. Ian



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Avatar for Rusty2

Not very convinced by that screen. Yes has done well recently but 16% over the first 3 years is not very good return?  Why are some of the companies on that screen for over 2 years, is it because they have an earning surprise every year?

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