When I started comparing this group of stocks using Seeking Alpha’s Quant methodology as a framework, I expected the winner to be a company with either an unusually cheap valuation or exceptional earnings growth.
Instead, I found something more interesting.
The stock that rose to the top of my screen was Riley Exploration Permian (NYSE: REPX) because it currently offers something that is surprisingly difficult to find in one place: inexpensive valuation, strong growth, high profitability, excellent momentum, and encouraging earnings revisions.
Using Seeking Alpha’s Quant system as the model — but not simply copying Seeking Alpha’s current published ratings — REPX comes out as my No. 1 stock from this particular group.
And it is not an easy victory.
Chord Energy (CHRD) comes extremely close.
But when I look across the five broad categories that drive the Quant framework — Value, Growth, Profitability, Momentum, and EPS Revisions — REPX currently has the most balanced profile.
That balance is what ultimately separates it.
How I Am Using the Seeking Alpha Quant Framework
Before getting into REPX itself, there is an important distinction to make.
These are my estimated Quant-style grades. They are not Seeking Alpha’s official current grades or ratings.
Seeking Alpha’s Quant system evaluates stocks using more than 100 individual metrics and compares them primarily against companies within the same sector. Those metrics ultimately feed into five major factor categories:
Value, Growth, Profitability, Momentum, and EPS Revisions.
The final Quant Rating is weighted rather than created by simply averaging those five letters together. Seeking Alpha also places particular importance on certain weaknesses. Very poor Growth, Momentum, or EPS Revision characteristics can prevent an otherwise attractive stock from receiving the highest overall rating.
That is one reason I like using the framework.
A stock cannot necessarily win simply because it is cheap.
A company trading at five times earnings might look like a screaming bargain, but if revenue is collapsing, analysts are cutting estimates and the share price has been falling for 18 months, there is usually a reason that P/E ratio looks so attractive.
The Quant philosophy is essentially looking for something better than cheapness alone.
It is looking for valuation combined with evidence that the business and stock are actually moving in the right direction.
That is where REPX becomes interesting.
My approximate grades for the five strongest names looked something like this:
| Rank | Stock | Value | Growth | Profitability | Momentum | Revisions | Approximate View |
|---|---|---|---|---|---|---|---|
| 1 | REPX | A+ | A | A | A | B+ / A- | Strong Buy-like |
| 2 | CHRD | A | A+ | A | A | C+ / B- | Strong Buy / Buy-like |
| 3 | KGS | C | A | B+ | A- | C | Buy-like |
| 4 | STRA | A- | B | A- | C+ | B | Buy-like |
| 5 | TIGO | C+ / B- | A | A- | A | C | Buy-like |
Again, these are my approximations based on available financial data. They should not be confused with Seeking Alpha’s live Quant grades.
With that out of the way, here is why REPX currently leads the group.
REPX Is Cheap — But It Is Not Cheap for the Usual Reason
Cheap stocks make me suspicious.
That may sound strange coming from someone looking for value, but low valuations are often warnings disguised as opportunities.
A stock trading at six times earnings can mean investors have discovered a bargain.
It can also mean the business is deteriorating and the market knows something you have conveniently decided not to notice.
REPX looks different.
At approximately $43.64, the stock recently traded around:
7.7 times trailing earnings
5.8 times forward earnings
4.2 times EV/EBITDA
Roughly 1.5 times book value
Those are not demanding multiples.
What makes them particularly interesting, however, is what is happening underneath them.
The business is growing.
That changes the entire discussion.
Instead of looking like a company whose valuation is shrinking because the fundamentals are deteriorating, REPX currently looks more like a company whose earnings are expanding faster than the valuation is catching up.
For a Quant-style strategy, that is precisely the combination I want to see.
I am not particularly excited by:
cheap because the business is shrinking.
I am much more interested in:
cheap while earnings are expanding.
REPX currently falls much closer to the second category.
Growth Is the First Major Reason REPX Stands Out
Growth expectations for Riley Exploration Permian are unusually strong relative to its valuation.
Consensus forecasts have pointed toward approximately $597 million in 2026 revenue, representing roughly 52% growth, while EPS estimates around $6.39 would imply approximately 41% growth in the forecast dataset.
Longer-term forecasts have suggested annual revenue growth around 18% and earnings growth near 27% over the following several years.
Forecasts are forecasts. They are not promises.
Oil prices can change.
Production can disappoint.
Capital costs can rise.
Commodity businesses have a wonderful habit of reminding investors that spreadsheets do not control the price of oil.
Still, I cannot ignore the relationship between the expected growth rate and the valuation investors are currently paying.
A company projected to grow EPS by roughly 40% while trading below six times forward earnings deserves attention.
That type of disconnect is one of the things a Quant approach is designed to uncover.
Profitability Gives the Growth More Credibility
Growth by itself is not enough for me.
Companies can manufacture spectacular revenue growth while simultaneously demonstrating an impressive ability to make almost no money from it.
We have all seen businesses celebrate 40% revenue growth while burning cash as though profitability were an optional subscription feature.
REPX does not currently have that problem.
Recent trailing figures have included approximately:
24.5% net margin
61.4% EBITDA margin
39.1% EBIT margin
and an estimated 11.3% free-cash-flow margin.
Those are strong numbers.
The company’s second-quarter performance strengthened the argument. Riley Exploration Permian generated approximately $87 million in net income, around $64 million in operating cash flow, and approximately $80 million in adjusted EBITDAX.
Management also raised its oil-production outlook.
That combination matters.
I am not simply seeing accounting growth.
I am seeing a business producing substantial earnings and cash flow while expanding production.
From a sector-relative Quant perspective, I would expect those characteristics to translate into a very strong Profitability grade.
That is why I place REPX around an A in this category.
Momentum Is Where REPX Stops Looking Like a Traditional Value Stock
This may be my favorite part of the REPX setup.
Value investors are accustomed to suffering.
We find a cheap company, tell ourselves the market will eventually recognize its brilliance, and then watch the stock sit there for 14 months behaving like it has nowhere else to be.
Sometimes the company truly is undervalued.
Sometimes we have simply discovered a value trap and given it a more flattering name.
Momentum helps distinguish the two.
As of September 18, REPX had produced approximately:
+71.7% year-to-date total return
and
+64.7% one-year total return.
For comparison, the S&P 500 had returned roughly 11.8% year to date and about 15.4% over the previous year during the same comparison period.
That is a massive difference.
The important part is not simply that REPX went up.
The price appreciation has been accompanied by improving business results.
That makes the move much more interesting to me.
A stock soaring while earnings deteriorate can become speculative very quickly.
A stock rising while earnings, cash flow and estimates are also improving creates a different picture.
Seeking Alpha’s Momentum factor is designed to reward price strength relative to peers across several time periods.
On that basis, REPX would appear likely to score extremely well.
I would estimate the Momentum factor around an A.
EPS Revisions May Be the Factor That Ultimately Gives REPX the Win
If Value, Growth, Profitability and Momentum were the entire story, choosing between REPX and Chord Energy would be extremely difficult.
The deciding factor for me is EPS Revisions.
Analyst revisions tell me something slightly different from reported growth.
Reported earnings tell me what happened.
Revisions tell me what analysts increasingly believe might happen next.
For REPX’s third-quarter estimate, the recent revision balance reportedly included:
4 upward revisions
versus
1 downward revision.
For fiscal 2026, the revision count stood around:
3 upward
versus
2 downward.
That is reasonably constructive.
Then there is the most recent earnings surprise.
Riley Exploration Permian reported adjusted EPS of approximately $2.55, compared with consensus expectations around $1.54.
That represents an earnings surprise of roughly 65.6%.
That is not exactly a rounding error.
And this is where the Quant-style story really starts clicking into place.
I see a progression that looks something like this:
earnings growth → estimates moving higher → positive earnings surprise → stronger share-price momentum.
Those are not isolated factors anymore.
They begin reinforcing each other.
That is one of the strongest characteristics I can find in the entire screen.
Why Chord Energy Is Such a Close Second
I want to emphasize something about Chord Energy (NASDAQ: CHRD).
REPX winning this comparison does not mean CHRD looks weak.
Quite the opposite.
Chord Energy may have better absolute fundamentals in several areas.
Trailing revenue growth has been around 20%, while the available dataset showed net income increasing approximately 219% and EPS rising roughly 231%.
The forward outlook looked even more impressive, with forecasts calling for approximately 46% revenue growth in 2026 and potentially more than 100% EPS growth.
The valuation is also attractive.
Recent metrics have included approximately:
9.9 times earnings
around 1 times book value
and approximately 3.3 times EV/EBITDA.
Those are excellent numbers for a company producing that type of growth.
Momentum has also been strong.
CHRD recently showed approximately:
+60.3% year-to-date total return
and
+44.5% over one year.
I could make a perfectly reasonable argument for putting Chord Energy first.
If someone told me they preferred CHRD because of its scale, asset base or perceived financial stability, I would understand the argument.
But the Quant framework introduces one complication.
CHRD's Earnings Revisions Are Much Messier
Chord Energy’s third-quarter revision trend recently showed:
5 upward revisions
and
11 downward revisions.
For fiscal 2026, the picture was more balanced:
8 upward
and
8 downward.
That does not mean earnings are about to collapse.
It does mean one of the five important Quant factors is considerably less supportive than the others.
REPX does not have the same problem.
That distinction is enough to move Riley Exploration Permian ahead in my model.
My ranking therefore becomes:
REPX first.
CHRD second.
The difference is small, but the revisions factor gives REPX the more complete setup.
What My REPX Quant Score Would Look Like
If I were building my own approximate Seeking Alpha-style report card for REPX, I would characterize it this way.
Value: A+
A forward P/E below six and EV/EBITDA near four make the valuation extremely difficult to ignore.
The stock has appreciated dramatically, yet the earnings growth has been strong enough that the valuation still does not look expensive.
Growth: A
Projected 2026 revenue growth above 50% and EPS growth around 40% would represent exceptional growth for an energy producer trading at this valuation.
Profitability: A
Net margins above 24%, EBITDA margins above 60%, strong EBIT margins, and meaningful operating cash flow give the company a strong profitability profile.
Momentum: A
A one-year total return of approximately 65% dramatically exceeds the broader market and demonstrates substantial investor demand.
EPS Revisions: B+ to A-
The revision picture is favorable rather than perfect, but positive revisions, improving estimates and the enormous recent earnings beat create a constructive trend.
Put everything together and I would estimate a Quant-style score somewhere around:
4.7 to 4.9 out of 5
That is my model, not Riley Exploration Permian’s current Seeking Alpha Quant score.
The distinction matters.
But as a framework for comparing this group, the result is convincing.
What I Like Most About REPX Is What Is Missing
Sometimes my favorite characteristic of a stock is not what it has.
It is the obvious weakness I cannot find.
Several other stocks in this screen look excellent until I reach one particular factor.
Some are cheap but have terrible momentum.
Others have tremendous growth but trade at valuations that already assume investors will get exactly what they are expecting.
Others have excellent momentum but weakening earnings estimates.
REPX currently avoids most of those problems.
Take Kodiak Gas Services (KGS) as an example.
KGS has an excellent growth profile, which immediately caught my attention.
But the stock recently traded around 21.5 times forward earnings, while its trailing P/E stood above 60.
The company also missed the latest EPS consensus estimate by approximately 18%.
That does not make KGS a bad stock.
It simply means the Quant profile is less balanced.
Investors are paying considerably more for the growth, and the latest earnings result creates a blemish in the revisions and expectations story.
REPX, by comparison, gives me growth without asking me to pay a growth-stock valuation.
That is the advantage.
Of Course, REPX Is Not Risk-Free
This is still an energy producer.
That fact alone deserves several exclamation points in any valuation model.
Oil prices matter.
Natural gas prices matter.
Production volumes matter.
Drilling costs matter.
Transportation and infrastructure matter.
Capital allocation matters.
A commodity producer can report spectacular results at one point in the cycle and look dramatically different when commodity prices move against it.
There is also a danger in extrapolating current earnings growth too far into the future.
A 50% revenue growth forecast does not mean Riley Exploration Permian will compound revenue at 50% indefinitely.
Nobody should build a long-term valuation model that assumes otherwise.
Energy businesses are cyclical.
The question is therefore not whether REPX has risk.
Of course it does.
The question is whether investors appear to be receiving sufficient valuation protection for those risks.
At fewer than six times forward earnings, I think the answer is worth investigating.
Why I Prefer the Quant Approach to Simply Hunting for the Cheapest Stock
This exercise has reinforced something I increasingly believe about stock screens.
The cheapest stock is rarely automatically the best stock.
Neither is the fastest-growing company.
Neither is the strongest-performing stock.
Each factor tells only part of the story.
Value tells me what investors are paying.
Growth tells me whether the business is expanding.
Profitability tells me whether that expansion is producing meaningful economics.
Momentum tells me whether the market increasingly agrees with the thesis.
EPS revisions tell me whether expectations are improving or deteriorating.
The magic happens when several of those things line up at once.
That is what I see in Riley Exploration Permian.
My No. 1 Quant-Style Pick: REPX
After comparing the leading names across all five categories, Riley Exploration Permian is my No. 1 Quant-style stock from this particular screen right now.
REPX combines an unusually attractive set of characteristics:
A forward earnings multiple below six.
Strong projected revenue and EPS growth.
Excellent margins.
Strong operating cash flow.
Outstanding share-price momentum.
Positive earnings revisions.
And a massive recent earnings surprise.
Individually, none of those guarantees future returns.
Together, however, they create one of the most complete profiles in the group.
Chord Energy remains an extremely close second and might even appeal more to investors prioritizing scale or perceived financial stability.
But using the Seeking Alpha Quant philosophy strictly as my framework, REPX currently has fewer obvious weaknesses.
And that is ultimately what gives it the edge.
I am not looking for the company with the flashiest single statistic.
I am looking for the stock where valuation, fundamentals, expectations and market behavior are all pointing in roughly the same direction.
Right now, that stock is Riley Exploration Permian.
The next logical step is considerably more ambitious: taking the entire 225-stock screen and running the same five-factor analysis across every company.
Because if REPX emerged from this smaller group looking this strong, there is a very good chance that a few overlooked names elsewhere in the screen could produce an even more interesting Quant-style setup.
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