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Archived articleThis is an archived article from 2024 - please note that any content within the article may be out of date.

“Ahead of Expectations” - three of the most powerful words in investing

Successful investing isn’t about being right — it’s about being right at the right time. History is littered with examples of investors who were right, but at the wrong time. As the saying goes, "The market can stay irrational longer than you can stay solvent”. One recent story typifies this issue. Ted Aronson was running $10bn in an underperforming US value investing fund from 2011 to 2020. “Our record for the last five years sucks” he said as his investors gave up on him and he closed up shop. Of course, all those value stocks he owned came right back into vogue within months of his fund closing.

So the ideal investment strategy is to avoid the opportunity cost of sitting on underperforming shares that are going nowhere. If you could pinpoint undervalued shares at the exact moment when the market begins to wake up to them, wouldn’t that be something?

The Catalyst: 'Ahead of Expectations'

Three simple words: "ahead of expectations" can be game changing for share sleuths seeking to be right at the right time. Investors that read all the trading updates and results announcements from the RNS (regulatory new service) are always on the lookout for catalytic moments - and these three words can mark them.  

Announcements like these are signals that the analyst community, who set the earnings estimates for a company, are well behind the curve. When low expectations are beaten in undervalued shares, share price fireworks can follow.   It's even better if the announcement is "significantly" or "materially ahead of expectations". 

Normally share prices jump on such news which of course is deeply off-putting. “Damn, I knew that was a good stock” you think to yourself, before sulking off to find something else that hasn’t risen. Big mistake.

The Drift: share prices continue in the same direction

The market can be quite slow to fully revalue shares that have announced a surprise on the upside. While a first day jump is common, what’s less well understood is that shares tend to continue to rise in the same direction over the coming weeks and months. This phenomenon, known as the Post-Earnings Announcement Drift (PEAD), is well-documented in academic research.

In simple terms, investors tend to under-react to an upside surprise. The first day jump often isn’t enough, and a share price trend begins in the same direction for the next few months to the next year. In fact, research by Brandt in “Earnings Announcements are Full of Surprises” suggests that it’s not just about the earnings surprise. The stocks that jump the most in price around earnings days tend to see the strongest drifts in that continued direction - on average gaining 8% over the next 6 months.

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What’s more, surprises to the upside have been shown to be “serially correlated”. This means that one “ahead of expectations” announcement may be likely to follow another within the next few months. So share prices often jump on the announcement, drift upwards, then consolidate, then do the same thing all over gain. This may start to carve out what Nicholas Darvas, the famous ballet-dancing stock market millionaire, called a “box pattern”.

Greencore as a classic example

Let’s have a look at Greencore (LON:GNC) - the manufacturer of supermarket own brand convenience foods as an example. Greencore is the top performer in this year’s NAPS Portfolio, having risen 120% year to date. But it all began in October 2023 when it announced that it’s full year operating profit would be “ahead of current market expectations”. That day the share price jumped 22% from 69p to 84p, but over the next few months the shares would drift up and up towards 110p.

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The company followed up with a couple of positively framed “in-line” trading statements in November and January, but the outlook grew more bullish through 2024. A series of three “ahead of expectations” announcements between July and December powered the shares higher all the way to 211p. There has been a 200% gain in only 14 months from the first “ahead of” announcement, and the stock is  flagged as one of the “clearest trending mid-caps” in the market, which may be a sign of further gains to come.

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Low expectations in value stocks lay the foundations

Greencore seems so dull. Branded convenience foods for supermarkets? Really? These are the kinds of stocks that private investors and fund managers overlook, while chasing biotech and AI stories. But this is exactly the kind of company that the great investors, such as Peter Lynch, would get excited about.

“A company that does boring things is almost as good as a company that has a boring name, and both together is terrific.” Peter Lynch.

So what’s been going on at Greencore? Well the business has been going through a real strategic change process. Through 2023 it exited low-margin contracts, sold off their ingredients trading business, consolidated their soup production to a single site and improved capacity utilisation. This real transformation, as well as a share buyback scheme, have driven greatly improving profitability in 2024.

Contrary to popular belief, it’s often inexpensive value stocks like Greencore, rather than premium growth stocks, that respond the best to ahead of expectations announcements. Value stocks typically suffer from low expectations due to suppressed share prices and limited broker coverage. When good news finally comes, market expectations often fail to adjust quickly enough. If you are an “ahead of expectations” seeker, it pays to be a value investor.

Three words point the way to the multibagger

Any of you who followed the work we did on multibaggers last year will know that most of the market's biggest winners delivered a string of “ahead of expectations” announcements at the pivotal moment.  Games Workshop (LON:GAW), which this week was elevated to the FTSE 100, began its revaluation from a value stock to a growth stock with exactly these three words. The share price has grown 27x since those three words were first announced.

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Often “ahead of expectations” announcements can be pointers of pending “operating leverage” - where sales and margins are expanding simultaneously. When this happens, the P/E multiple can expand too. Small changes across all three factors can generate a “triple whammy” effect on the share price. It’s worth refreshing yourself about the financial engines of multibaggers in our Academy, as these insights really matter.

How do you find “ahead of expectations” stocks?

Well, you can just read all the trading statements and results statements daily. Navigating RNS (the London Stock Exchange's regulatory news service) can be rather unwieldy as there are so many announcements about holdings and NAVs and dealings, so you do need some dedication to filter the signal from the noise. We are currently working on some upgrades in this area, and I’m confident we’ll be making this a lot easier for news readers going forwards.

But the saving grace is that we’ve got a terrific editorial team here at Stockopedia who do the scanning for you. Graham, Megan, Mark and Roland plough through company results in the “Daily Stock Market Report” and identify companies trading ahead of (and god forbid below) market expectations in real time.

The tabulated summary at the top of the report is hugely time-saving. Just this Monday I spotted that Synectics (LON:SNX) (one of the stocks I identified among the clearest trending small caps in the UK) announced that it was ahead of expectations again - and popped up another 12% on the day. This is on top of its previous “materially ahead of expectations” announcement on 16th September, which brought the shares back to life and broke them out of a consolidation zone. If you’d invested the day after that first announcement, you’d already be sitting on a 48% gain in less than 2 months.

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It’s worth remembering that UK stocks normally report earnings only six monthly, unlike in the USA where they report quarterly. We actually receive far less official “earnings surprise” information than US investors. Our information comes out as much in trading statements as it does in results. So keen news and daily report readers really do have an edge in UK stock markets. If you want to get “ahead of the numbers”, and frankly ahead of the StockRanks, staying alert to these catalytic moments in news really can make a difference to your investing results.

I'm sure there are many eagle-eyed RNS readers reading this - so please do highlight any shares that you’ve seen significantly ahead of expectations (that you think are at catalytic moments) recently in the comments below.

Disclaimer

This is not financial advice. Our content is intended to be used and must be used for information and education purposes only. Please read our disclaimer and terms and conditions to understand our obligations.

45 comments


Avatar for Patrickmylnetrade

Another that announced the magic words …. dec11th Billington Holdings (LON:BILN) (I hold under water)

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Avatar for Rusty2

Does not always work, maybe a quick uplift but then fall back. I see Fonix (LON:FNX) and Tristel (LON:TSTL) both had "ahead of expectations " on July 22, both went up on the day but both now well below that price. 

But Arcontech (LON:ARC) again same day, is well up.

I also hold Billington Holdings (LON:BILN) still under water. 

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Avatar for Patrickmylnetrade

I suspect it does rely on a length of time element, guessing 6-12 months  for the ahead news to digest (and thus price might drop as being sold by the retail shorter term investor?) . Will be watching this momentum hack over the next 12 months..  very interesting article….thanks Ed


Glad to have a fellow investor in Billington Holdings (LON:BILN) did top up(average down?) at the 420 mark and am hoping the share price has bottomed out, with value 95 and quality 93 I’m hoping for a change in momentum!
The question is have Otus finally stopped selling? And are they going to stick @ 4.9% ?

Gl with your investments Rusty

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Avatar for Rusty2

I did not top up Billington Holdings (LON:BILN) in case there was a profit warning like on Severfield (LON:SFR) .

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Avatar for iwright7

Worth noting that PEAD works best in an "UP" market when sentiment is strong - We are dfiting sideways currently!

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Avatar for Patrickmylnetrade

Good to note Ian,  does that refer to a sector or the index as a whole or sentiment?.. only asking as I know you have ‘read a lot of papers’ and I’m very interested in this behavioural momentum hack/pattern

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Avatar for iwright7

I have no sector data but it makes sense that a PEAD company will tend to follow its sector strengths/weakness. The data (and my experience) shows that an earnings surprise and PEAD  company generally needs UP UK market sentiment (as during H1 2024)  to excel. Testimony to the fact that no strategy works well all the time!

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Avatar for Patrickmylnetrade

Right team get your wallets out. Filtronic (LON:FTC) . Technically the wording was https://www.stockopedia.com/sh...


But I’m  guessing “stronger FY results than market expectations”  counts….  I notice the rise is only 7% so far today ,but these shot up on the space x announcement already. So hard to apply the hypothesis that the higher they rise on the news the stronger the momentum….  But certainly an interesting company…

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Avatar for Rusty2

Think you have mixed up Fonix with Filtronic.?

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Avatar for Patrickmylnetrade

Oops thanks rusty.  Now corrected 

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Avatar for DavidMcCabe

Thanks Ed

Superb article, would be great if Stockpedia could do the initial sift of RNS across the whole UK stockmarket and then pull together a list of 'ahead of' RNS's etc with previous comments and contextual information added.

This would give us a great source of ideas for further research.

I recently spotted this trend with International Consolidated Airlines SA (LON:IAG) , and started buying in recently, but missed much of the early increase in share price.  For anyone who has not looked at this recently, it is still cheap (PE Ratio (f) of 6.1) with significant earnings growth predicted.

David

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Avatar for Dulpesh

Fantastic Ed - I really enjoy your articles.  I subscribe to Stocko for quality content like this & the DSMR, not to mention the incredible analysis. I have never subscribed to Sharepad but do know they have a very clever colour-coding system where you can create own highlighting of set words to quickly scan morning RNS eg ‘ahead of expectations’ as Green. I think Michael the shifting shares trader highlighted this system he uses. Please can stocko create something like this? It would be a game changer!! 

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Avatar for Edward Croft

Thanks Dulpesh - greatly appreciated.   Yes - I'm aware of the colour coding that you can achieve at Sharepad and ADVFN.  I think with the text-based tooling now available in python there may be the chance to go a step beyond.  We will be working on this in 2025. 

We are quite keen to create something distinct, and most importantly very useful.  As an example, it actually really bothers me that you can't chart information as I've done by hand in the article.  It would be such a time saver.  So often, like with Synectics, I spot an "ahead of expectations" announcement, but then I have to go digging in loads of old news stories to find out if there have been any others.  We really could improve this.  

42
Avatar for Rusty2

Deleted.

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Avatar for ManxMann

Dulpesh - I use a browser addin (works con Chrome/Edge) to do this, works on any site (and can be restricted to certain sites), custom keywords / coulr coding etc - well worth the small fee.
https://highlightthis.net/ 

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Avatar for Dulpesh

Wow ManxMann - thank you! I will definitely check this out! Appreciate it 

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Avatar for colin1862

Is Stockopedia giving consideration to incorporating AI models on the lines discussed below? It would give actionable lists of shares, based on Stockopedia principles,  on which we could investigate further. 

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Avatar for Harry Hindsight

Is this not already done. How much AI do you want. When makes decisions for you, do you trust the provider. Can’t recall a Ministry of Wealth Creation in 1984. 

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Avatar for Rusty2

Al makes so many mistakes, l would not trust it, yet.

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Avatar for djlcollinge

This is a core part of the naked trader approach. 

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Avatar for iwright7

NT has a "Ahead of Expectations" section in the Winning Strategies of his new 6th Ed book (p 201). I hope Robbie doesn’t mind me quoting his simple, but wise words...

....."If you are already holding a share that is preforming "ahead of expectations" then you can probably push it into a longer term hold category. Now is the time to sit back and do nothing, (perhaps just put the kettle on).

Otherwise you can often buy in knowing that results are likely to be decent for a while. Chances are good that the next few statements will show the share price going up. At the very least you’ll be invested in a share that isn’t likely to fall substantially".

https://www.amazon.co.uk/Naked...

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Avatar for Wilkins Micawber

Awesome! Thank you for this -- 'nuff said.

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Avatar for Harry Hindsight

I would guess the reverse is also a strategy, especially as bad news comes in threes. 

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Avatar for Edward Croft

Yes I didn't mention it... but obviously "below expectations" is a profit warning.  We did an entire data study and ebook on profit warnings which confirms the lower PEAD findings.   

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Avatar for spmarriott

Thank you Ed. This is one of the most important articles I have read in a very long time. 

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Avatar for HandHeldGorgon

What about - "H1 ahead of guidance but reiterates full-year guidance"?


Would this type of statement have the same impact as simply - 'trading ahead of expectations?' Or because full-year guidance is reiterated it's treated more so as just an 'in line' and therefore is less of a catalyst? 

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Avatar for matravers

Thanks Ed, this article is right up my street.   For those of us with a USA subscription are there any plans to do something similar?

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Avatar for iwright7

Ed,

A great write up about the effect of Earnings Surprises and subsequent PEAD (Post Earnings Announcement Drift) . As intriguing is US behavioural research which has identified retail investors as responsible for amplifying PEAD.

Analysis of many hundreds  of thousands of trades around the time of an Earnings Surprise has revealed:

  1. Retail investors more often engage in contrarian trading after large positive earnings surprises. They have a tendency to buy stocks that have negative earnings surprises and to snatch a profit and sell those with positive surprises. This is contrary to the behaviour of institutional investors, who tend to follow “winner” momentum strategies.
  2. This contrarian behaviour by retail investors contributes to both to PEAD and price momentum. By buying "losers" and selling "winners," retail investors slow down the price adjustment process that would normally occur after positive  earnings announcements. This delayed response allows the upward price drift to persist for longer.
  3. It has been found that younger retail investors and those who pay close attention to market news are more likely to engage in contrarian trading. This means that younger traders in particular amplify PEAD.

Of course the loser behavioural biases are avoided by older retail investors who follow Stockopedia!

36
Avatar for Epitychia

Thanks iwright7, very useful. 

6
Avatar for Edward Croft

Excellent comment Ian - these are great insights.. There's so much to write about earnings surprises and PEAD !

I've got an old case study in my StockRanks ebook that illustrates exactly what you are highlighting from a Stocko community perspective.   Dart Group (now JET2) surprised on the upside, Synety (Cloudcall) profit warned.  The community chatter was to buy the profit warning and sell the surprise - next 12 months Dart rose 77% and Synety fell another 35%!

We have to train ourselves to do the opposite.  Buy strength, sell weakness.



26
Avatar for iwright7

Ed,

I have been looking into AI models that are able to predict Earnings Surprises better than humans can.  AI can crunch vast amounts of  metrics and interprete  text and linguistic internation.

Its clear to me that if we dont train ourselves to make more winning choices its not just professional money managers that will  beat retail investors.  AI analytics (which dont have any behavioural vices), will be able to take on us both.   Time to invest more like Dr Spock?

9
Avatar for Edward Croft

Ian - I know you like an academic paper - so if you have any links, please do share.  

I think some of the most valuable insights (and use cases for AI) are in text analysis (RNS and Annual Reports).  The tools have been improving over the last decade for text analysis - NLP and now AI.  It's quite game changing. 

5
Avatar for DWit199

Can Large Language Models Beat Wall Street? Unveiling the Potential of AI in Stock Selection

Perhaps slightly promotional but I think it gives a good framework for developing an AI based solution to the investment conundrum.

2
Avatar for iwright7

Ed,

I have made a Machine Learning Earnings Surprise "Prediction" summary of the data I have on file, using Google AI. No secret sauce code, but it gives a flavour of the many parameters that AI can and will draw on:


Fundamental and Analyst-Based Data

● Historical Fundamental Data: Bloomberg Estimate EPS highlights the use of various fundamental factors like revenue, gross profit, operating income, net income, margins, cash flow, dividends, and debt ratios as inputs for machine learning models predicting earnings surprise. These traditional financial metrics reflect a company's profitability and financial health, offering valuable predictive signals.

● Analyst Forecast Data: Sources emphasize the importance of incorporating additional analyst data into prediction models. This includes metrics like the standard deviation of consensus EPS, the median BEST EPS, high and low EPS estimates, and the percentage change in BEST EPS over time. These data points provide insights into the dispersion of analyst expectations and how those expectations are evolving, adding further predictive power.

● Industry Classification: Recognizing that industry dynamics influence earnings patterns, suggests using industry classification systems like the Bloomberg Industry Classification System (BICS) as an input for prediction models. This allows for capturing industry-specific trends and factors that might impact earnings surprises.

Textual Analysis of Earnings Calls

● SUE.txt: introduces the concept of Standardized Unexpected Earnings Call Text (SUE.txt) as a novel measure of earnings announcement surprises. Derived from a AI predictive model trained on past earnings calls and stock returns, SUE.txt quantifies surprising information in earnings call transcripts without relying on reported earnings numbers. This approach captures the nuances of language and communication style that traditional numerical data might miss.

● Linguistic Features Beyond Sentiment: Sources delve into the specific linguistic features that drive AI's ability to predict earnings surprises from earnings call transcripts. These include the presence of forward-looking statements, constraining language, the use of strong and weak modal words, and, importantly, the contextual understanding of these elements within the broader narrative of the call. This suggests that sophisticated textual analysis can unearth subtle cues and patterns that signal potential earnings surprises.

Here are a couple of acedemic paper links for those who wish to dig deeper…

PEAD.txt: Post-Earnings-Announcement Drift Using Text https://www.cambridge.org/core...

Predictability of Post-Earnings Announcement Drift with Textual and Contextual Factors of Earnings Calls https://dl.acm.org/doi/10.1145/3604237.3626861

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Avatar for tch25wh

where and when did Spock get a doctorate? ;)

1
Avatar for Brigra

Ian is clearly referring to Benjamin Spock, the emininent US paediatrician and doctor :)

0
Avatar for Rusty2

XPS Pensions (LON:XPS) is one, 16/10/24.

Bloomsbury Publishing (LON:BMY) 24/10/24 up on the day but shares back down.

Morgan Sindall (LON:MGNS) 24/10/24 SIGNIFICANTLY AHEAD.

Cerillion (LON:CER) comfortably ahead, 21/10/24.

Is comfortably ahead better than materially ahead?

25
Avatar for JSchoffer

Great article thanks Ed. Could you explain the graph a little please - what is EAR5, SUE5 etc?

Are they defined by how ahead of expectations they are, or how strongly worded the announcement is?
Or is it the number of consecutive announcements of 'ahead of expectations'? Thanks

3
Avatar for Barbara

EAR IS Earnings Announcement Returns, the 5 means the top quintile only. SUE is Standardised Unexpected Earnings. What markets and date period the graph was produced on is mysteriously missing and therefore means the 8% return can be taken with a pinch of salt.

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Avatar for Edward Croft

Yes, as Barbara clarifies, EAR is Earnings Announcement Return.  It's the 3 day return around earnings announcements, centred on the day of the announcement.    

I may write this up in more detail if I can.  It seems that  the price movements are even more powerful in predicting the PEAD the the size of the earning surprise.

4
Avatar for Rusty2

Some companies you expect to announce ahead of expectations, others come as a surprise. 

The UK is a lot less controlled than the US, ours updates can come out of the blue. US stocks tend to slightly under estimate, if they miss the forecasts then they can get hammered. Their have scheduled quarterly updates.

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