Table of Contents
- Why Stock Screening Is Your Secret Weapon
- Moving Beyond Market Noise
- The Three Pillars of Stock Screening
- Define Your Strategy Before You Even Think About Screening
- Finding Your Investor Identity
- The Value Hunter: Finding Diamonds in the Rough
- The Growth Seeker: Betting on Future Winners
- The Trend Rider: Riding the Market Wave
- Core Metrics for Different Investment Strategies
- Building Your First Stock Screen
- Starting With the Big Picture
- Layering in Growth Metrics
- Filtering for Financial Health
- Adding a Valuation Check
- Digging Deeper: Advanced Screens to Uncover Hidden Gems
- Pinpointing Durable Competitive Advantages
- Sniffing Out Potential Accounting Shenanigans
- Putting Valuation in Context
- Turning Screen Results Into Smart Investments
- From Numbers to Narratives
- Understanding the Competitive Landscape
- Validating Your Strategy with Backtesting
- Common Questions About Stock Screening
- How Often Should I Run My Stock Screens?
- What Are the Biggest Mistakes to Avoid When Screening?
- Can I Use a Stock Screener for International Stocks?

Do not index
Do not index
Learning how to screen stocks is all about taking a market with seemingly infinite choices and boiling it down to a short, manageable list of potential winners. It’s a process of using software to sift through thousands of public companies based on criteria you set—things like financial health, valuation, and growth prospects. Think of it as turning a chaotic ocean of data into a focused treasure map.
Why Stock Screening Is Your Secret Weapon
Ever feel completely overwhelmed by the sheer number of stocks out there? I get it. With over 4,600 companies listed on major U.S. exchanges alone, trying to pick individual stocks can feel like searching for a needle in a haystack.
This is exactly why stock screening is such a critical tool for any serious investor. It's your first line of defense against information overload.
Instead of just going with your gut or chasing the latest "hot tip," a stock screener lets you build a methodical, data-driven process. It's like having a personal GPS for your investments. You tell it where you want to go—maybe you're hunting for undervalued companies, high-growth tech stocks, or stable dividend payers—and the screener maps out the best route by filtering out everything that doesn't fit your plan.
Moving Beyond Market Noise
The real magic of screening is how it cuts through the daily roar of financial news and market hype. It forces you to decide what you're actually looking for before you even start searching, which is a powerful way to keep emotions out of your decision-making.
By setting clear, quantitative rules, you can zero in on companies that meet your specific standards for quality and value. It’s a proactive approach that’s fundamental to building a solid, successful portfolio over the long haul.
A good screen helps you answer critical questions in a systematic way:
- Which companies are growing revenue faster than 15% a year?
- Are there businesses out there with low debt, signaling financial stability?
- Can I find stocks that are trading cheap compared to their own history?
The Three Pillars of Stock Screening
Screening isn't a one-size-fits-all game. The criteria you choose will depend almost entirely on your investment philosophy, which usually falls into one of three buckets. Getting a handle on these will help you build much more effective screens.
A well-built screen doesn’t just find stocks; it validates your investment thesis with hard data. It’s the bridge between a broad strategy and a concrete list of ideas you can actually act on.
First up is fundamental screening. This is all about digging into a company's financial health and trying to figure out its intrinsic value. You'll be looking at metrics like earnings per share (EPS), the price-to-earnings (P/E) ratio, and return on equity (ROE). This is the classic approach for value investors hunting for solid, potentially bargain-priced businesses.
Then there's technical screening, which focuses on stock price trends and trading volume. This method uses indicators like moving averages and the Relative Strength Index (RSI) to spot momentum and identify good potential entry or exit points. It’s more about market psychology than company financials.
Finally, you have quantitative screening, which is a bit of a hybrid. It often uses more complex models to find companies with a specific cocktail of traits, blending elements from both fundamental and technical analysis. This approach can sometimes uncover unique opportunities that simpler screens might overlook. Once you master these concepts, you can start building a powerful filter perfectly suited to your own goals.
Define Your Strategy Before You Even Think About Screening

Firing up a stock screener without a clear plan is a recipe for disaster. It’s a lot like walking into a massive grocery store with no shopping list—you’ll get overwhelmed by the thousands of options and probably walk out with a bunch of stuff you don't actually need.
Before you touch a single filter, you have to know what you're looking for. What kind of investor are you? Answering that question is the bedrock of every effective screen you'll ever build. Your strategy dictates which numbers matter and which are just noise.
Finding Your Investor Identity
Are you a bargain hunter, sifting through the market's cast-offs for hidden gems? Or are you a trend-spotter, looking to ride the wave of the next big thing? Your approach will completely change the criteria you use. Let's break down the main styles.
The Value Hunter: Finding Diamonds in the Rough
Value investing is the classic art of finding solid, well-run companies that the market has unfairly beaten down. Think of it as bargain shopping for stocks. Value investors, like the legendary Warren Buffett, believe that markets can overreact to short-term bad news, creating incredible buying opportunities for those who are patient.
If this sounds like you, your screen will focus on metrics that scream "undervalued":
- Low Price-to-Earnings (P/E) Ratio: This helps find companies that are cheap compared to their actual profits.
- Low Price-to-Book (P/B) Ratio: You're looking for businesses trading for less than their net assets are worth.
- High Dividend Yield: A sign that a company is mature and returns a good chunk of its profits directly to you.
- Strong Free Cash Flow: This is crucial. It shows a company is a cash-generating machine, with more than enough to run its operations and invest for the future.
The name of the game here is patience. By focusing on these signs of fundamental health, you buy quality businesses at a discount and simply wait for other investors to recognize the value you saw all along.
The Growth Seeker: Betting on Future Winners
On the flip side, we have growth investing. This isn't about today's bargains; it's about identifying the trailblazers—the companies poised for explosive growth, even if their current stock price looks expensive by traditional measures. We're talking about innovators, industry disruptors, and businesses with a massive runway ahead of them.
Growth investors care less about what a company is worth today and more about what it could be worth tomorrow. This requires a completely different set of filters. If you want to dive deeper, our guide on what is fundamental analysis is a great place to start.
Your growth-focused screen will look for signs of rapid acceleration:
- High Revenue Growth: Look for year-over-year growth of >20%. This shows powerful demand for their product or service.
- High Earnings Per Share (EPS) Growth: You want to see profits that are not just growing, but accelerating.
- Strong Profit Margins: This indicates the company has a real competitive advantage and can set its own prices.
The Trend Rider: Riding the Market Wave
Then there's momentum investing. This approach is less about a company's balance sheet and more about market psychology. Momentum investors buy stocks that are already in a strong uptrend, believing that stocks in motion tend to stay in motion. It's about catching a wave and riding it.
The metrics for a momentum screen are almost purely technical, focused on price action and market sentiment:
- Price Near 52-Week High: This is a classic sign of strong positive sentiment from the market.
- Price Above Key Moving Averages: Trading above the 50-day or 200-day moving average helps confirm the uptrend is real.
- High Relative Strength Index (RSI): This can signal intense buying pressure and strong momentum.
Before we move on, seeing how these strategies translate into concrete metrics can be really helpful. This table breaks down what each type of investor typically prioritizes in their screening process.
Core Metrics for Different Investment Strategies
Investment Strategy | Primary Metrics | Secondary Indicators | Example Company Profile |
Value Investing | Low P/E Ratio, Low P/B Ratio, High Dividend Yield | Strong Free Cash Flow, Low Debt-to-Equity | A stable, profitable company in a mature industry that has faced recent headwinds, depressing its stock price below its intrinsic value. |
Growth Investing | High Revenue Growth (>20%), High EPS Growth | Expanding Profit Margins, High Return on Equity (ROE) | An innovative tech or healthcare company with a disruptive product, rapidly gaining market share but potentially not yet profitable. |
Momentum Investing | Price Near 52-Week High, High Trading Volume | Price Above 50-Day Moving Average, High RSI | A company whose stock has been on a strong, sustained uptrend for months, often driven by positive news or industry-wide enthusiasm. |
Ultimately, a stock screener is just a tool to filter the entire market down to a manageable list based on your chosen criteria. The real magic happens when you combine different metrics. Research even shows that blending fundamental data, like EPS growth, with a technical indicator like RSI often yields better results than sticking to just one category.
The key is to build a screen that reflects a well-defined, multi-faceted strategy that you're comfortable with.
Building Your First Stock Screen
Alright, enough theory. Let's get our hands dirty and build a screen from the ground up. This is where you’ll see just how powerful a few well-chosen criteria can be. Our goal? To hunt down promising mid-cap growth stocks.
The real art of stock screening isn't about finding one magic filter. It’s about layering criteria. You start with a wide net and methodically tighten it, zeroing in on a small, high-quality list of companies that actually deserve your time and research.
Starting With the Big Picture
First things first, we need to define our hunting ground. Since we're after mid-cap companies, our initial filter will be for market capitalization. This one move immediately slices away the massive blue chips and the tiny, highly speculative micro-caps.
- Market Capitalization: Set a range between 10 billion. This is the sweet spot for mid-caps, offering a nice blend of growth potential and established stability.
Just this single filter can take the entire market of over 4,600 stocks and shrink it down to a much more manageable list of a few hundred. That's our foundation.

Financial ratios are the tools that let us move from broad market data to specific, actionable insights about a company's real performance.
Layering in Growth Metrics
With our universe of mid-caps defined, it’s time to add the "growth" component. We aren't just looking for companies that are growing; we want a healthy, sustainable pace.
Revenue growth is a great place to start. A company can't grow its bottom line over the long haul without first growing its top line. We need to see strong, consistent demand.
From there, we look at earnings. A truly healthy company doesn't just sell more stuff—it becomes more profitable as it scales. We'll use Earnings Per Share (EPS) growth to check this.
Here are the specific filters to add:
- Revenue Growth (Year-over-Year): Greater than 15%. This tells us there's strong, recent demand for what the company is selling.
- EPS Growth (Year-over-Year): Greater than 15%. This confirms that top-line growth is actually trickling down to the bottom line for shareholders.
Adding these two filters will probably slash our list again, quickly weeding out companies in a slump or those growing unprofitably.
Filtering for Financial Health
Rapid growth can sometimes mask serious underlying problems, especially debt. A company expanding at a blistering pace but drowning in debt is a ticking time bomb. We need a "quality control" layer to filter for financial stability.
The Debt-to-Equity ratio is perfect for this job. It gives you a quick snapshot of how much leverage a company is using compared to shareholder equity. Lower is almost always better.
A great stock screen finds companies that balance aggressive growth with disciplined financial management. High growth is exciting, but financial strength is what ensures survival and long-term success.
For our screen, we’ll set this filter pretty conservatively to avoid any over-leveraged businesses.
- Debt-to-Equity Ratio: Less than 0.5. This means the company has at least twice as much equity as debt—a fantastic sign of a healthy balance sheet.
This simple filter is incredibly effective at kicking financially fragile companies off our list, leaving us with businesses built to last.
Adding a Valuation Check
Finally, we have to talk about price. Even when hunting for growth, you don't want to overpay wildly. Growth stocks naturally command higher multiples, but there's a limit. A valuation filter helps ensure we aren't just chasing hype at any cost.
The Price/Earnings to Growth (PEG) ratio is an excellent tool here. It takes the standard P/E ratio and puts it in the context of the company's earnings growth rate. A PEG ratio around 1.0 is often considered a sign of fair value for a growth-oriented company.
- PEG Ratio: Less than 1.5. This filter will knock out companies where the stock price has gotten way ahead of its earnings growth, giving us a small margin of safety.
With this final layer, we’ve built a comprehensive screen designed to pinpoint financially sound, rapidly growing mid-cap companies that are trading at a reasonable price. Many of the best stock market research tools have intuitive interfaces that make building this exact type of screen a breeze.
By now, our initial universe of thousands of stocks has been systematically whittled down to a small, focused list—maybe just 10-20 names. These are not "buy" signals. Think of them as high-potential candidates that have earned a spot on your research watchlist for a much deeper dive. This is the process that makes screening so powerful.
Digging Deeper: Advanced Screens to Uncover Hidden Gems
After running a few basic screens, you'll find they’re great at surfacing the usual suspects—the big names and obvious growth stories. But what about the truly exceptional businesses? The ones that fly just under Wall Street's radar? To find those, you need to start adding some serious layers to your screening process.
This is where we go beyond simple P/E ratios and start thinking more like a forensic accountant or a seasoned market analyst. Advanced screening is all about asking the tough questions. Is the company's growth actually sustainable? Are those impressive earnings as real as they look? Does this business have a real, defensible edge?
Pinpointing Durable Competitive Advantages
Warren Buffett famously talks about finding businesses with a strong "economic moat"—some kind of durable competitive advantage that protects their profits from rivals. While you can't screen for a "moat" directly, you can absolutely screen for the financial footprints it leaves behind.
Instead of just chasing high revenue growth, we can hunt for companies that consistently generate incredible returns on the money they invest. This is often a dead giveaway of a powerful business model, sticky brand loyalty, or some other protective barrier.
Try building a screen with metrics like these:
- Return on Invested Capital (ROIC) > 15%: This tells you how efficiently a company is turning its capital into profit. A consistently high ROIC is a hallmark of skilled management and a superior business.
- Gross Margin > 40%: Fat and stable gross margins often signal pricing power. It means a company can raise prices without sending customers running to the competition—a classic sign of a strong moat.
- Operating Margin Consistency: I like to screen for companies whose operating margins have been stable or, even better, creeping upward over the last five years. It helps weed out businesses with volatile, unpredictable profitability.
Sniffing Out Potential Accounting Shenanigans
Let's be honest: aggressive growth can sometimes tempt management to get a little creative with their accounting. A well-designed advanced screen can act as an early warning system, flagging companies that might be massaging their numbers.
The trick is to focus on the quality of the earnings, not just the quantity. A company reporting soaring net income while its cash flow is tanking is a massive red flag. It could mean they're booking sales they haven't actually collected cash for, a game that never ends well.
Here are a couple of my favorite "earnings quality" filters:
- Cash Flow from Operations > Net Income: This one is simple but incredibly powerful. It's a quick reality check to ensure reported profits are backed by actual cash hitting the bank.
- Days Sales Outstanding (DSO) Stability: Look for companies where the DSO isn't climbing. A rising DSO means it's taking longer and longer to get paid by customers, which can be a canary in the coal mine.
A savvy investor learns to trust cash flow far more than reported earnings. Cash doesn't lie, and a screen that prioritizes it will help you sidestep a lot of potential disasters.
If you really want to get sophisticated, you can look at statistical models. Historical stock screening benefits immensely from quantitative metrics designed to spot financial smoke and mirrors. For example, the Beneish M-Score is a statistical model that estimates the probability of earnings manipulation. A score above -1.78 is a warning sign. One fascinating study showed that a strategy of buying low M-Score stocks while shorting high M-Score stocks beat the market by about 15% a year over a seven-year period. Other great metrics include the Shiller P/E ratio for long-term value and various credit risk scores to gauge bankruptcy risk. You can learn more about these powerful screening strategies and their historical performance.
Putting Valuation in Context
Finally, advanced screening means getting smarter about valuation. A standalone P/E ratio is almost useless without context. A company growing its profits at 30% a year absolutely deserves a higher P/E than one plodding along at 5%.
The real goal is to find value relative to a company's growth, quality, and even its own history.
- Price-to-Free-Cash-Flow (P/FCF): Many investors, myself included, prefer this over P/E because free cash flow is much harder to fudge than net income. Try looking for companies trading at a P/FCF below their own five-year average.
- Enterprise Value to EBITDA (EV/EBITDA): This is a fantastic multiple because it's neutral to a company's debt levels, making it perfect for comparing different businesses in the same industry. A low EV/EBITDA compared to its peers can point to a real bargain.
By weaving these advanced filters—for moats, earnings quality, and smarter valuation—into your process, everything changes. You stop being a passive bargain hunter looking for "cheap" stocks and become a methodical detective on the hunt for high-quality, durable businesses trading at fair prices. And that's how real, long-term wealth is built.
Turning Screen Results Into Smart Investments

It’s always a good feeling when you run a carefully built screen and a short, promising list of stocks pops up. But this is exactly where a lot of investors go wrong. A list from your screener isn't a shopping list—it's the starting line for your real research.
The numbers on a screener give you a snapshot of a company's past. They tell you what happened, but they can't tell you why it happened or if it's likely to continue. Now’s the time to shift gears from the quantitative to the qualitative and dig into the story behind the data.
From Numbers to Narratives
Your first job is to get to know the business inside and out. For every company that made your shortlist, you need to understand how it actually makes money. This means getting past the ticker symbol and into the documents that really matter.
The annual report, or 10-K, is your new best friend. It’s a comprehensive overview filed with the SEC that spells out everything from the company’s business model and products to its biggest risks and competitors. Don't just skim it. Zero in on the "Management's Discussion and Analysis" (MD&A) section. This is where leadership explains their financial results in plain English, giving you invaluable context.
After you've digested the 10-K, turn to the recent earnings reports. These quarterly updates are essential for getting a read on the company's current momentum and what management expects for the future. You can check out our guide on how to read earnings reports for a detailed walkthrough of what to look for.
Understanding the Competitive Landscape
No company exists in a bubble. Its success is always shaped by the industry it operates in and the rivals it goes up against. You have to size up its competitive position.
Ask yourself these questions:
- Who are the main rivals? Identify the top one or two competitors and run a quick side-by-side comparison. How do their growth rates, profit margins, and debt levels stack up?
- What is the company's "moat"? Does it have a lasting competitive advantage, like a dominant brand, a network effect, or some kind of proprietary tech? This is what protects profits over the long haul.
- Are there industry tailwinds or headwinds? Is the entire industry growing, or is it getting disrupted by new technology or regulations? A great company in a dying industry is rarely a good investment.
Answering these questions is how you transform a name on a list into a living, breathing business you can actually evaluate.
Validating Your Strategy with Backtesting
Before you put a single dollar to work, there’s one more critical step: backtesting. This is where you apply your screening criteria to historical data to see how it would have performed in the past. Think of it as a flight simulator for your investment strategy—it lets you test-drive your ideas without any real-world consequences.
The core idea is to see how your criteria would have held up through different market cycles. Proper backtesting requires deep historical data; it's common practice for pros to use up to 20 years of price history for S&P 500 companies. By running your strategy through this data, you can calculate key metrics like total return, risk-adjusted return (Sharpe ratio), and maximum drawdown. This process helps you fine-tune your criteria until it's robust.
For instance, you might run your growth screen and find it performs brilliantly in bull markets but gets absolutely hammered during downturns. That insight is gold. It doesn't mean your screen is "bad"—it just means you now understand its behavior and can manage your risk accordingly. This validation is what separates a thoughtful, repeatable strategy from a lucky guess. It’s how you turn a good idea into a reliable investment machine.
Common Questions About Stock Screening
Even after you've built a few screens, some practical questions always seem to pop up. It's one thing to know the theory behind screening, but it's another thing entirely to put it into practice consistently.
Let's walk through some of the most common hurdles I've seen investors run into. Getting these details right can be the difference between a frustrating chore and a confident, repeatable process.
How Often Should I Run My Stock Screens?
This is a classic question, and the honest answer is: it depends completely on your investing style. There's no magic number here. The key is to match your screening schedule to your strategy's time horizon.
If you're a long-term value investor, for instance, you might only run your screens once a quarter. This makes perfect sense, as it lines up with when companies release fresh financial data in their earnings reports (the 10-Qs and 10-Ks). Since your whole approach is built on deep fundamentals, you only need to check in when that foundational data changes. Screening any more often would just be noise.
On the other hand, a momentum trader is playing a totally different game. Their strategy is all about catching short-to-medium term trends. For them, running screens weekly, or even daily, is crucial for spotting stocks that are just starting to break out.
What Are the Biggest Mistakes to Avoid When Screening?
It's really easy to fall into a few common traps, especially when you're just getting started. Knowing what they are ahead of time can save you a ton of headaches.
The biggest mistake I see is over-screening. This is when you get way too specific, adding dozens of filters in an attempt to find the "perfect" stock. You inevitably end up with a list of zero companies because the criteria are just too narrow. Remember, the goal is to find a manageable list of ideas, not a single perfect answer.
Here are a few other pitfalls to keep an eye on:
- Being too loose with criteria: The opposite problem is just as damaging. Using only one or two super broad filters might dump hundreds of stocks on your plate, which completely defeats the purpose of screening.
- Forgetting qualitative research: A screener is a numbers tool, pure and simple. It can't tell you about the quality of a company's leadership, the power of its brand, or a disruptive new competitor on the horizon. Never, ever treat your results as an automatic "buy" list.
- Curve-fitting your backtests: It's so tempting to tweak your criteria again and again until a backtest looks perfect. But a strategy that has been reverse-engineered to fit the past is often too fragile to work in the future.
Can I Use a Stock Screener for International Stocks?
Absolutely! In fact, you probably should. If you limit yourself to just one country's stock market, you're potentially missing out on some of the best companies in the world.
Many of the great screening tools available today, like Finviz or Publicview, have robust data on international exchanges throughout Europe, Asia, and other global markets. This lets you apply the same disciplined, data-driven approach to a much larger universe of stocks.
When you do go global, just be sure to add a couple of extra layers to your due diligence. You'll need to be aware of different accounting standards (like GAAP vs. IFRS), which can change how numbers are reported. It’s also smart to factor in things like currency risk, the economic health of a specific region, and the political stability of a company's home country.
Ready to stop guessing and start building data-driven investment strategies? With Publicview, you can access an AI-powered research platform to create, test, and refine your stock screens with institutional-grade data. Turn your ideas into a repeatable process and uncover opportunities you might have otherwise missed. Explore the power of AI-driven equity research with Publicview today.