Why a framework, not a screener
A stock screener filters on raw numbers: show me everything with a P/E under 15 and growing revenue. That answers what passes a filter. It does not answer the harder question a disciplined investor actually asks: given everything I can know about this business, its price, its risks, and the moment — is this worth my capital, and how confident should I be?
Verdano's edge is the thinking, not the data. The underlying market and fundamental data is standard and broadly available. What's hard — and what the framework systematises — is applying a consistent, repeatable analyst process to every stock, every time, without the fatigue, selective attention, and emotional drift that erode human judgement. Verdano completes the European stock-picker's loop: find → analyse → decide → journal.
The nine lenses
Each lens asks one disciplined question. None is decisive alone; the discipline is in looking through all nine, consistently.
- Management & stewardship — Is the team a careful steward of shareholder capital, and are its incentives aligned with long-term owners rather than short-term optics?
- Fundamentals & valuation — Is this a genuinely high-quality business, and is the current price reasonable relative to that quality, its own history, and its peers?
- Technical setup — What is the market currently saying about the price? The lens reads price action through a contrarian lens: stretched, euphoric entries are penalised; washed-out, oversold ones are treated as opportunity rather than danger.
- Professional filter — The checks a professional analyst runs that retail screens routinely miss: operating leverage, shareholder yield net of dilution, and how durable the revenue base really is.
- Macro fit — Does the current economic regime — rates, inflation, growth momentum — favour this kind of business right now, or fight it?
- Institutional context — Is the stock liquid and followed enough to behave like an investable name rather than an illiquid trap?
- Catalyst — Is there a credible reason this could re-rate in the foreseeable future, or is it a cheap business with no trigger — a value trap?
- Risk & reward — What is the realistic downside, how violent is the volatility, and is the risk/reward skewed in the investor's favour rather than against it?
- Bias check — Is this opportunity being distorted by behavioural traps — chasing a stock near its highs, recency, a loud narrative, or anchoring to an old price? A deliberate discipline check against the ways conviction gets manufactured.
How the lenses become a verdict
Not all nine lenses carry equal weight. A small set of core lenses — covering business quality, valuation discipline, and risk/reward — anchors the verdict. The remaining lenses act as modifiers that sharpen or soften it rather than drive it.
On top of that sit a handful of hard checks. If the framework detects a fundamental red flag or a poor risk/reward setup, the verdict is capped no matter how attractive the rest of the picture looks. The intent is structural humility: a strong story should not be allowed to override a broken balance sheet or asymmetric downside.
The exact weightings, thresholds, and combination logic are proprietary — much as a fund discloses its philosophy and its track record, not its internal code. This page is the philosophy and the evidence.
The verdict ladder
Every covered stock resolves to one of five verdicts:
| Verdict | What it means |
|---|---|
| Strong Buy | The framework's highest-conviction analytical rating — strong across the core lenses with no overriding red flag. |
| Buy | Attractive on the framework, with a favourable balance across the lenses. |
| Watch | Mixed signal. Something is worth monitoring, but the case isn't clear enough to act on today. |
| Pass | Does not currently clear the framework — the analysis does not support a constructive case. |
| Avoid | Actively unattractive: one or more serious red flags. |
These describe the analysis of the stock, not a recommendation tailored to any individual.
Does the framework work?
Verdano's framework has been backtested across a 397-stock European universe, scored weekly against forward returns.
Over a 12-month forward window:
- Stocks rated Buy or Strong Buy beat the STOXX 600 benchmark ~59.9% of the time.
- Average excess return of +13.5% versus the benchmark for Buy-and-above.
- Information ratio of 0.315 (risk-adjusted excess return).
- Returns fell in the intended order down the ladder — Strong Buy > Buy > Watch > Pass > Avoid — and the Avoid tier averaged a loss, so the framework's negative calls carried information too.
Tested over a longer five-year window — which deliberately includes a sharp drawdown and a rate-hiking cycle — the same ordering held at a somewhat lower hit rate (~57.5%). The framework underperformed least in the regimes it was designed to be cautious in.
Honest caveat: these are results from a historical backtest, not a live, independently audited track record. Backtested performance depends on the data and assumptions behind the test, and past performance does not predict future results.
Frequently asked questions
What is Verdano's 9-lens framework?
It is a structured analytical process that evaluates a European stock through nine distinct lenses — management, fundamentals and valuation, technical setup, professional filters, macro fit, institutional context, catalysts, risk/reward, and a behavioural-bias check — and resolves them into a single verdict on a five-step ladder from Strong Buy to Avoid.
What does each lens measure?
Each lens asks one disciplined question, ranging from "is management a careful steward of capital?" to "is the risk/reward skewed in the investor's favour?" to "is this conviction being distorted by behavioural bias?" The aim is to apply the same rigorous checklist to every stock, every time.
Are all nine lenses weighted equally?
No. A small set of core lenses — business quality, valuation, and risk/reward — anchors the verdict, while the others act as modifiers. A few hard checks can override an otherwise attractive score when a serious red flag is present.
What is the verdict ladder?
Five steps: Strong Buy, Buy, Watch, Pass, Avoid. Strong Buy is the framework's highest-conviction analytical rating; Avoid signals one or more serious red flags. They describe the analysis of the stock, not advice for any individual.
Does Verdano give personal investment advice?
No. Verdano provides general, non-personalised analysis of stocks and a research framework. It does not assess your circumstances, objectives, or risk tolerance, and nothing on Verdano is a personal recommendation to buy or sell any security.
Is Verdano FCA-authorised?
No. Verdano is not authorised by the Financial Conduct Authority. It publishes general analytical content and tools; it does not provide regulated investment advice or arrange transactions.
Does a "Strong Buy" mean I should buy the stock?
No. A Strong Buy describes how the stock scores against Verdano's analytical framework. It is not a recommendation calibrated to you. Always do your own research and consider your own circumstances.
What data does the framework use?
Standard public market and fundamental data — prices, financial statements, and macroeconomic indicators. The framework's value is in the disciplined process applied to that data, not in proprietary or privileged data feeds.
Which stocks does Verdano cover?
European stocks across the major exchanges, broadly aligned with the large- and mid-cap European market. Coverage continues to expand.
How often are scores updated?
Scores are refreshed as new market and fundamental data becomes available, so a verdict reflects a current reading rather than a one-off snapshot.
How accurate is the framework?
In historical backtesting across the 397-stock European universe, Buy-and-above verdicts beat the STOXX 600 benchmark roughly 59.9% of the time over 12 months, with +13.5% average excess return and an information ratio of 0.315. This is a backtest, not a live audited track record, and past performance does not predict future results.
Can I see the exact scoring formula and thresholds?
No. The specific weightings, thresholds, and combination logic are proprietary. Verdano publishes its philosophy and its evidence — much as a fund discloses its approach and track record without publishing its internal models.
Why focus only on European stocks?
European equities are comparatively under-served by disciplined, framework-driven retail research tools. Concentrating on one well-defined universe lets the framework be calibrated and tested rigorously rather than spread thinly across global markets.
How is this different from a stock screener?
A screener filters stocks on raw metrics. Verdano applies a structured analyst process — nine lenses, core-weighted, with hard checks — and produces a single reasoned verdict. The difference is thinking applied consistently, not just data filtered.
Why a behavioural-bias lens?
Because most retail mistakes are not analytical — they are behavioural: chasing strength, anchoring to old prices, over-weighting a recent move or a loud narrative. A dedicated lens makes that risk explicit instead of leaving it to discipline alone.