Stock Screen: Finding the next super stock

In the post what’s the next super trend? The Fly poses an interesting question.

The discussion recognized past winners such as CMG, AAPL, MNST, BWLD, then asked “what’s next”.

Stocks that make big moves typically have HUGE earnings surprises.

Stockbee has posted a lot of research about earnings surprises and post earnings drift.

The criteria for great performers are earnings surprises and earnings acceleration.

In this screen we will combine both.

Last EPS Surprise (%) >100%

We will need to compare last year’s growth to the historic 5 year EPS growth. The last year’s growth should be greater than the historic EPS growth since companies with earnings acceleration break away from their 5 year averages.

Last Yrs Growth > 0

Previous year’s growth >-999999

5 Yr. Hist. EPS Growth >-999999 (we will use this simply as a reference point to run formula in excel after we export the list)

We get 56 names, many of which will have to be screened down farther.

Many of these are hard to compare because the 5 year average was negative. Those can be fantastic investments if they become a great turn around story like Apple was when it almost went bankrupt… However it is difficult to compare these and rank them. If a company was negative 50% EPS and now it’s 10% is it better than one that was previously negative 10% and now is 50%? Do you look at the overall number or some ratio?

So for now we will only look at companies with a history of a positive 5 year earnings growth. We divide last year’s EPS growth by the previous year. If earnings are accelerating this should be positive, particularly with a recent positive earnings surprise. If it’s not we will filter these out. Over half the names with positive earnings history get filtered out. Only one name after this has the previous year’s earnings less than the 5 year average which could indicate volatile earnings that may not be sustainable.

We can multiply the ratio of last year’s earnings over the 5 year history, previous year’s earnings over 5 years, and last year over previous and the earnings surprise since we want these all to be high numbers and sort by the highest. If we would like, we can weight each number by some degree of “importance” if perhaps you consider an “earnings surprise” more significant than earnings acceleration. But after doing that, I am left with the following names in this order.

STATOIL ASA-ADR    STO
GSE SYSTEMS INC    GVP
MERGE HEALTHCAR    MRGE
UNITED CAPITAL    UCAP
BROOKS AUTOMATN    BRKS
COSTAR GRP INC    CSGP
PROASSURANCE CP    PRA

Now let’s go back to the 5 year history of negative earnings surprises. We will add the absolute value to last year’s growth and add these two together and compare it to the absolute value of the 5 year earnings. For example, if last year’s growth was 200% and the 5 year average was negative 50% we would take 250 divided by 50 to get 5. At least this way we are getting somewhat of a relative comparison although it might be skewing those a bit that are close to zero. We do the same with the previous year’s growth to the 5 year history.

More importantly, we screen out those that have a lower growth rate this year than last.

Now we take last EPS surprise multiplies by the ratios we ran multiplied by the 5 year growth history (to attempt to unskew those with a 5 year growth rate closer to zero) and we sort them. Well this gives us the following

AMERISERV FINL    ASRV
HONDA MOTOR    HMC
CYBEX INTL INC    CYBI
HERITAGE FIN GP    HBOS
MITCHAM INDS    MIND
PINNACLE ENTRTN    PNK
CDI CORP    CDI
AMER CAP LTD    ACAS
VASCO DATA SEC    VDSI
H&E EQUIP SVCS    HEES
HOMEOWNERS CHCE    HCII
SPROTT RESOURCE    SILU

Here are the charts

For the sake of being thorough these are the ones we screened out with a positive 5 year history

CHURCHILL DOWNS    CHDN
ASPEN TECH INC    AZPN
STAMPS.COM INC    STMP
TOWER FINANCIAL    TOFC
AMERIGON INC    ARGN
CORINTHIAN COL    COCO
THOMPSON CREEK    TC
CASS INFO SYS    CASS
SHARPS COMPLIAN    SMED
EVOLVING SYSTEM    EVOL
NOVA MEASURING    NVMI
SUPERIOR INDS    SUP

(and those with a negative 5 year history)

WHITE MTN INS    WTM
ENCORE WIRE CP    WIRE
WILLDAN GROUP    WLDN
DYCOM INDS    DY
METROCORP BANCS    MCBI
ADAMS RES&ENRGY    AE
TRICO BANCSHRS    TCBK
FREIGHTCAR AMER    RAIL
ACETO CORP    ACET
POWERSECURE INT    POWR
EASTERN VA BKSH    EVBS
MARCHEX INC    MCHX
TUCOWS INC    TCX
TIMBERLAND BANC    TSBK
RELM WIRELESS    RWC
FISHER COMM INC    FSCI
CAPLEASE INC    LSE
INTEGR DEVICE    IDTI
MARINE PRODUCTS    MPX
PDF SOLUTIONS    PDFS
METALICO INC    MEA

the charts of these we screened out.

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