I start a growth stock screen with revenue and diluted EPS growth – not share-price gains. I check at least four quarters and three to five financial years, then look for support from margins, cash flow and debt the company can repay.
Here’s my checklist for turning screen results into a research shortlist:
- Growth: Are sales and earnings growing together, or are buybacks and one-off gains lifting EPS?
- Quality: Do margins, return on equity (ROE) and cash flow support the growth?
- Debt: Can the business cover interest and repayments? I use sector-specific checks, especially for banks and insurers.
- Expectations: Do forecasts and analyst revisions match the reported results? Price and volume are supporting signals, not proof.
- Data and valuation: I separate past results from forecasts, verify figures against company reports and SGX announcements, and check what the share price already assumes.
My rule: a screen finds companies to research, not stocks to buy automatically. Even 15% ROE is only a starting filter – not a reason to invest. I assess valuation, position size and investment risk separately.
Revenue Growth vs EPS Growth
Revenue growth and diluted EPS growth often move in different directions, so screen for both. Checking them together helps you separate business growth from accounting effects.
| Metric | What it measures | Strength | Warning sign | Best use in a screen |
|---|---|---|---|---|
| Historical revenue growth | Year-on-year change in reported sales | Shows demand and business expansion | Slowing growth, or growth driven by acquisitions or exchange rates | Require steady growth across several quarters and years |
| Forecast revenue growth | Expected future sales expansion | Points to expected acceleration | Reliance on optimistic estimates or a weak comparison base | Use as a secondary ranking or confirmation measure |
| Historical diluted EPS growth | Change in reported profit per share after potential dilution | Shows earnings growth delivered to shareholders | Growth driven by tax benefits, buybacks or unusually low prior EPS | Require support from revenue, operating income and margins |
| Forecast diluted EPS growth | Expected future per-share earnings growth | Helps assess future earnings momentum | Large estimate revisions, adjustments that do not reflect core performance or a wide range of possible outcomes | Compare with past results and analyst revisions |
Check Growth Across Reporting Periods
Once you’ve separated revenue from EPS, check whether growth holds up over time or reflects a short-term spike.
Compare at least four consecutive quarters and three to five financial years. Calculate year-on-year growth as (current period − same period last year) ÷ same period last year × 100. Compare matching fiscal periods, rather than adjacent quarters, to account for seasonality.
Check organic growth alongside reported growth to isolate the effect of acquisitions. Where exchange rates affect results, review constant-currency figures too. A weak prior-year comparison can make growth rates look stronger than they are.
Check What Drives EPS Growth
Follow the numbers from revenue through operating income, margins and net income to diluted EPS. Higher sales backed by stable or improving operating margins offer firmer support than a tax benefit or an asset-sale gain. Compare reported and adjusted EPS, then check the reconciliation.
FactSet’s third quarter of fiscal 2025 shows why this matters: revenue rose 5.9% to US$585.5 million, but GAAP diluted EPS fell 5.4% to US$3.87. Adjusted diluted EPS also fell 2.3% to US$4.27, mainly because of higher operating expenses.
Compare EPS growth with net income growth, revenue growth and the weighted-average diluted share count. Buybacks can lift EPS by reducing the share count, while share issuance and share-based compensation can dilute gains. If EPS starts near or below zero, look at the absolute EPS change and operating profit trends rather than headline percentages.
Next, check whether consistent growth is backed by efficient capital use and debt the business can comfortably service. This analysis is a core component of systematic trading strategies used to identify high-probability setups.
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ROE and Debt: Capital Efficiency and Financial Risk
Use ROE as a Quality Check
Return on equity (ROE) = net income attributable to ordinary shareholders ÷ average ordinary shareholders’ equity × 100. Calculate average equity using opening and closing balances, consistently excluding non-controlling interests. ROE helps you check how efficiently a business turns shareholders’ equity into profit.
Treat 15% ROE as a rough screen, not a pass mark. Compare ROE over 3–5 years with direct peers. Capital needs and borrowing levels differ by sector.
Look for ROE driven by better margins and more efficient asset use – not excessive borrowing. Borrowing and share buybacks can lift ROE by shrinking equity relative to earnings. Very small or negative equity can make the ratio unreliable.
Assess Debt and Repayment Capacity
Define debt consistently and state whether it includes lease liabilities. Debt-to-equity below 1.0 is a useful first filter for many non-financial companies. But acceptable borrowing levels still depend on cash flow and sector economics. Low debt alone doesn’t show that a business can meet its debt payments.
| Ratio | Purpose | Principal limitation |
|---|---|---|
| Debt-to-equity | Compares borrowings with shareholders’ equity. | Low or negative equity distorts the ratio; it says little about repayment capacity. |
| Net debt-to-EBITDA | Compares debt after cash offsets with annualised EBITDA. | Excludes interest, tax, working capital and capital expenditure. |
| Interest coverage | Compares operating profit or EBITDA with interest expense. | Misses principal repayments, capital expenditure and debt maturities. |
| Debt-to-free-cash-flow | Compares net or gross debt with operating cash flow less capital expenditure. | Free cash flow can swing sharply as working capital and capital expenditure change. |
Review when debt falls due, the mix of fixed and floating rates, headroom under loan covenants, and available cash. Stress-test a 20% fall in EBITDA and a 2-percentage-point rise in borrowing costs on floating-rate debt or debt that needs refinancing.
Check that recurring free cash flow (FCF) can cover repayments without refinancing. Use net debt-to-EBITDA to gauge leverage – not as a repayment timetable.
Don’t apply standard debt filters to banks and insurers. Check regulatory capital, liquidity and solvency instead. For Singapore-listed banks, read the relevant Monetary Authority of Singapore capital and liquidity disclosures alongside annual and interim reports.
If ROE and leverage pass your checks, move on to margins, cash flow and earnings revisions to confirm the growth trend.
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Signals That Support Growth
After checking quality and leverage, assess whether growth is real and can last. Growth is more convincing when revenue, earnings, margins and cash flow improve together. Fast revenue growth paired with growing losses, weak cash conversion or rising debt calls for a closer look.
Review Margins, Cash Flow and Sales Drivers
Track gross margin to assess pricing power and input-cost pressure. Then review operating margin to see whether expenses grow more slowly than revenue. Compare operating cash flow (OCF) with net income across several periods, and calculate free cash flow (FCF) as OCF minus capital expenditure. Heavy investment can reduce FCF for a time. Management should explain what that spending funds, when it expects returns and how it will maintain liquidity.
Check whether receivables or inventory keep growing faster than revenue. Rising receivable days may mean customers are taking longer to pay. Falling inventory turnover may point to slow-moving stock. Before drawing conclusions, review payment terms, seasonal stock-building and management’s explanations. Break down revenue growth by volume, pricing, recurring revenue, new products, acquisitions and geography. Then check whether that growth improves margins and cash generation.
Review Earnings Expectations, Price and Volume
Compare reported revenue, EPS and guidance with reliable estimates for the same reporting period and accounting basis. Look at whether an earnings beat relies on asset-sale gains, fair-value movements, tax benefits or unusually low expenses. Treat analyst revisions as a sentiment check, not proof of growth. Record how many analysts contribute to the estimates. Limited coverage can make consensus figures less useful for smaller SGX-listed companies.
Rising prices and trading volumes can support signs of improving sentiment, but thin trading and sudden spikes can distort the picture. Compare relative strength against a relevant index. Price strength proves nothing on its own; it cannot replace valuation, balance-sheet or cash-flow checks. Use these signals to rank candidates before applying hard screening rules.
Build and Verify a Growth Stock Screen
After checking growth, quality and debt, turn those metrics into a screen you can run again.
Apply Filters and Verify the Data
Keep discovery, validation and trade decisions separate. Build your screen using the revenue, EPS, ROE, cash flow and debt checks above. Set your exchange, sector, market capitalisation and liquidity requirements first. Then apply a few revenue and EPS growth filters across multiple periods.
Next, review margins, ROE or ROIC, free cash flow, debt-service capacity, share dilution and earnings revisions. Assess valuation, price behaviour, position size and risk controls separately.
For each shortlisted company, record its ticker, financial year-end, metric value, reporting period, accounting basis and data date. Label growth as year-on-year or compound annual growth, and distinguish reported figures from trailing-12-month and forecast figures. Keep reporting and trading currencies separate. If you convert an amount to S$, show it alongside the original amount and state the exchange-rate date and conversion method.
Test the screen for false positives before ranking candidates. Check figures against the latest annual report, interim results and material announcements. Look for disclosures published after the screener’s last update. For SGX-listed companies, start with SGX announcements and audited annual reports, and compare results under SFRS(I), IFRS or US GAAP.
Avoid Common Screening Mistakes
Screening mistakes often come down to incorrect labels, mismatched timeframes or unsuitable balance-sheet checks. Revenue alone, one strong quarter or ROE inflated by leverage should not decide your shortlist. A single debt ceiling won’t suit every sector: banks, property businesses and industrial companies need different balance-sheet checks. Keep quarterly, annual, trailing and forecast figures clearly labelled rather than mixing them.
Before moving a candidate forward, check changes in its diluted share count and how reported earnings reconcile with adjusted earnings. Flag recurring one-off costs and unexplained gaps between profit and cash generation. Record separate outcomes for discovery, quality review and trade-risk review.
Conclusion: Combine Growth, Quality and Risk Checks
Look for growth, quality and cash flow metrics that tell the same story. Favour growth backed by profits, cash generation and debt the company can service – not growth alone. Compare each candidate with its peers and its own track record, then check whether its valuation already assumes too much growth. Use a screen to build a research shortlist, not to make a buy decision. It doesn’t replace research.
FAQs
Should I reject a stock if revenue grows but EPS falls?
Not automatically, but it’s worth a closer look. Falling EPS alongside rising revenue may stem from seasonal changes, timing differences or accounting adjustments – not weak fundamentals. Still, slowing growth or losses can point to higher risk. A negative PEG ratio calls for extra caution.
Look at trends over 24 to 36 months, rather than comparing only consecutive periods. This helps you separate short-term fluctuations from longer-term problems.
How do I judge ROE and debt across sectors?
Compare ROE and debt with sector averages, rather than applying the same thresholds across all businesses. ROE shows how efficiently management allocates shareholders’ capital. Pair it with ROIC for a closer look at capital use.
Use debt-to-equity to assess financial stability. Aim for a ratio below 0.5 for Singapore REITs, while utilities and infrastructure businesses may support higher debt levels because of their steady cash flows. Check free cash flow or dividend yields to judge whether financial health can hold up over time, rather than relying on figures affected by seasonal borrowing.
Which signals matter most when growth metrics conflict?
When growth metrics tell different stories, don’t rely on a single indicator. Check the PEG ratio alongside price-to-book, debt-to-equity or free cash flow. This helps you judge whether a stock is underpriced or whether overly optimistic forecasts make it look cheap.
To assess management quality, use return on invested capital (ROIC) and free cash flow per share to see whether growth creates value. Then use moving averages and relative strength to confirm market momentum.
