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Sixty-six bargain shares with corporate resilience

Stock screen: Our Piotroski-inspired F-Score Value screen isn’t short of ideas
Sixty-six bargain shares with corporate resiliencePublished on September 8, 2024

When Joseph Piotroski published 'Value Investing: The Use of Historical Financial Statement Information to Separate Winners from Losers', the Stanford University accounting professor clearly wasn’t trying to win the award for the snappiest academic paper title of 2000.

Which is ironic. Because at its essence, his seminal study was concerned with whittling down the many cheaply valued stocks that go on to fulfil their low expectations.

Piotroski observed that while shares with lower price-to-book values (P/BV) often beat the market, returns from the strategy were overly reliant on a handful of bigger winners counterbalancing a lot of dross. Worse, most produced negative market-adjusted returns two years after their purchase. To correct for this, he devised a method to combine cheapness with measures of corporate resilience.

When backdated and applied in a long-short portfolio, Piotroski found that these nine measures – which produce what he termed the ‘F-Score’ – would have thumped the market, generating an average annual return of 23 per cent between 1976 and 1996.

Our F-Score Value Hunt screen, which launched a decade ago, adapts Piotroski’s methodology by keeping the F-Score, but substituting the focus on low P/BV ratios for other tests of cheapness. Because Piotroski found that his methodology was most successful when screening smaller and medium-sized companies, our version pays more attention to smaller UK share indices than most screens that appear in these pages.

Index/screenTotal Return (4 Sep 2023 - 3 Sep 2024)
FTSE All Share15.7
Value Hunt All Share20.6
FTSE Small Cap17.0
Value Hunt All Small16.5
Aim All-Share4.9
Value Hunt Aim12.8
FTSE AllSh/SmCap/Aim12.6
Value Hunt (3-screen split)16.6
Value Hunt (Equal-Weight)16.4
Source: LSEG

Over the past 12 months, the screen handily beat its benchmark, which is a three-way average of the FTSE All-Share, All-Small and Aim All-Share indices. In the case of the All-Share and Aim screens, the level of alpha was in line with the long-term outperformance of the respective indices, although the All-Small value picks slightly lagged its benchmark despite putting in the strongest absolute performance. This isn’t a huge surprise: although the All-Small may be one of the best corners of the market from which to pick stocks (relative to all others), it sets a high hurdle to beat on its own.

This brings the screen’s cumulative return, based on annual reshuffles and equally weighted across all stocks selected, to 137 per cent since 2014. The combined return from the indices over the same period is now 66 per cent.

This headline return falls to a much more mediocre 104 per cent if we factor in annual charges of 1.5 per cent, to better reflect the theoretical cost of buying dozens of often very illiquid stocks every 12 months. Alas, even in the real world, such prices need to be baked into a value investor’s process, given that many of the names flagged by the screen aren’t of the quality ‘buy-and-hold’ variety.

 

As such – and even if we focus in on the market where we have had most absolute success (the All-Small screen) – we can’t claim to have had nearly as much success as Piotroski’s backdated study. In part, that’s because his paper looked at a different market, and a period in which the Russell 2000 Index more than quadrupled. So this is hardly an apples-with-apples comparison.

Performance stacks up more favourably when relevant comparisons are involved. According to AJ Bell and Morningstar, an 88.6 per cent total return qualified as average top quartile performance for UK-focused active fund managers over the past decade. And even our Aim screen beats that on a headline basis.

 

The methodology

The F-Score combines nine fundamental factors to select stocks whose improving operational performance is not reliant on outside financing. Critically, all tests are backward-looking accounting measures that can be gleaned from published figures, meaning the screen puts its faith in audited statements rather than analysts’ crystal ball gazing. The criteria are as follows:

■ Positive profit after tax, excluding exceptional items.

■ Positive cash from operations.

■ Profits after tax excluding exceptional items up on the previous year, which professor Piotroski highlights as being of particular importance as a signal that a company may be in recovery mode and in the process of rerating.

■ Cash from operations higher than profit after tax, excluding exceptional items, which indicates an ability to convert accounting profit into actual cash.

■ Gearing (net debt as a percentage of net assets) down on the preceding year, which suggests that the company has not had to look for external sources of finance.

■ The current ratio (current assets divided by current liabilities) up on the preceding year, which suggests that the company's ability to service upcoming financial obligations is improving.

■ No new shares issued over the past year, which again suggests that the company has not had to look for external sources of finance.

■ Gross margins have risen in the past year.

■ Improving capital turn (turnover as a proportion of net assets), which suggests greater productivity.

Piotroski considered any company fulfilling eight or more of the criteria as having a high F-Score, a hurdle he used in combination with P/BV ratios in his back-tested long-short strategy.

Our Value Hunt screen differs by ignoring P/BV and instead combining a high F-Score with stocks that are among the cheapest quarter of the above indices, each of which are screened separately. ‘Cheapest’ here is defined as one or more of the following tests: Dividend yield (DY); Price-earnings ratio based on rolling 12-month forecasts (Fwd PE +12mth); Enterprise value to sales (EV/S); and Genuine Value (GV) ratio, which is like a price/earnings growth ratio (PEG) but factoring in dividends and debt to the valuation.

This year, the screen has highlighted a whopping 66 stocks across the three indices, 10 of which appear in both the FTSE All-Share and FTSE Small Cap screens. There appears to be a value playground out there in UK equity land. Like all screens in these pages, these are best thought of as a source of investing ideas, rather than a pre-made portfolio. Details of these stocks can be found in the table below, and in much greater depth in its downloadable version.

NameIndexTIDMMkt CapNet Cash / Debt(-)Price
easyJetFTSE All-ShareEZJ£3,642mn£146mn480p
Supermarket IncomeFTSE All-ShareSUPR£922mn-£547mn74p
CMC MarketsFTSE All-ShareCMCX£887mn£194mn317p
Apax Global AlphaFTSE All-ShareAPAX£705mn£88mn144p
QuilterFTSE All-ShareQLT£1,901mn£1,622mn135p
IntegraFinFTSE All-ShareIHP£1,239mn£212mn374p
abrdn Asian IncomeFTSE All-ShareAAIF£327mn-£30mn209p
HICL InfrastructureFTSE All-ShareHICL£2,591mn£1mn128p
Balfour BeattyFTSE All-ShareBBY£2,131mn£355mn411p
J D WetherspoonFTSE All-ShareJDW£897mn-£1,115mn726p
ComputacenterFTSE All-ShareCCC£2,979mn£344mn2,660p
McBride*FTSE All-ShareMCB£228mn-£146mn131p
Associated British FoodsFTSE All-ShareABF£18,618mn-£2,496mn2,501p
Rank*FTSE All-ShareRNK£344mn-£131mn73p
Morgan SindallFTSE All-ShareMGNS£1,404mn£285mn2,930p
Marks and SpencerFTSE All-ShareMKS£7,069mn-£2,068mn345p
IGFTSE All-ShareIGG£3,509mn£771mn967p
LancashireFTSE All-ShareLRE£1,640mn£180mn672p
DraxFTSE All-ShareDRX£2,491mn-£1,124mn649p
Mitchells & ButlersFTSE All-ShareMAB£1,704mn-£1,515mn285p
Schroder Real Estate*FTSE All-ShareSREI£237mn-£171mn49p
PayPointFTSE All-SharePAY£492mn£66mn680p
PlaytechFTSE All-SharePTEC£1,952mn-£320mn631p
Starwood European Real Estate Finance*FTSE All-ShareSWEF£176mn£64mn91p
TP ICAPFTSE All-ShareTCAP£1,812mn£595mn239p
International Personal Finance*FTSE All-ShareIPF£356mn-£480mn160p
Plus500FTSE All-SharePLUS£1,957mn£784mn2,598p
Jupiter ManagementFTSE All-ShareJUP£454mn£564mn83p
Triple Point Social Housing*FTSE All-ShareSOHO£254mn-£233mn65p
Urban LogisticsFTSE All-ShareSHED£563mn-£329mn119p
NB Private Equity PartnersFTSE All-ShareNBPE£749mn-£94mn1,620p
BakkavorFTSE All-ShareBAKK£892mn-£319mn154p
Sabre Insurance*FTSE All-ShareSBRE£386mn£37mn154p
Tritax EuroBoxFTSE All-ShareEBOX£557mn-£553mn69p
Octopus Renewables Infrastructure*FTSE All-ShareORIT£447mn£10mn80p
Downing Renewables & Infrastructure*FTSE All-ShareDORE£136mn£2mn78p
Wickes*FTSE All-ShareWIX£402mn-£578mn166p
Worsley InvestorsAll-SmallWINV£12mn£9mn30p
NanocoAll-SmallNANO£18mn£52mn9p
Cardiff PropertyAll-SmallCDFF£24mn£11mn2,300p
ProCookAll-SmallPROC£28mn-£23mn26p
BillingtonAim All-ShareBILN£66mn£20mn515p
VianetAim All-ShareVNET£38mn-£2mn129p
Litigation Capital ManagementAim All-ShareLIT£110mn£15mn95p
ArgoAim All-ShareARGO£2mn£6mn6p
RTCAim All-ShareRTC£15mn-£1mn103p
Johnson ServiceAim All-ShareJSG£633mn-£118mn153p
Impax Asset ManagementAim All-ShareIPX£486mn£72mn367p
MS InternationalAim All-ShareMSI£161mn£42mn994p
GlobalDataAim All-ShareDATA£1,866mn£165mn222p
CharacterAim All-ShareCCT£53mn£13mn284p
AnimalcareAim All-ShareANCR£160mn-£1mn265p
TristelAim All-ShareTSTL£217mn£5mn455p
Griffin MiningAim All-ShareGFM£264mn£46mn144p
REACTAim All-ShareREAT£17mn£1mn78p
VolvereAim All-ShareVLE£32mn£22mn1,425p
SpaceandPeopleAim All-ShareSAL£2mn£0mn101p
Pressure TechnologiesAim All-SharePRES£12mn-£3mn32p
ScienceAim All-ShareSAG£220mn£25mn486p
EpwinAim All-ShareEPWN£133mn-£105mn95p
Mortgage Advice BureauAim All-ShareMAB1£435mn£1mn750p
Angling DirectAim All-ShareANG£28mn£4mn37p
KnightsAim All-ShareKGH£107mn-£76mn125p
TPXimpactAim All-ShareTPX£41mn-£9mn44p
InspecsAim All-ShareSPEC£58mn-£42mn57p
SupremeAim All-ShareSUP£192mn-£3mn165p