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WERIN Methodology

How WERIN builds your portfolio.

A rigorous method, made clear. Without giving everything away — the essentials are here.

1 — Stock selection

How WERIN selects stocks.

A reference universe, criteria you weight yourself, multi-criteria ranking, and at the end: an ordered short-list.

A starting universe

WERIN starts from a reference index that represents the chosen geographical zone: STOXX600, S&P500, CAC, CSI300, and so on. This perimeter guarantees liquidity, accounting quality and market representativeness.

Your criteria, your weights

Eleven families of criteria are available: profitability outlook, financial safety, ROE, analyst recommendations, ESGC, operational performance, dividends, size, total risk, beta, momentum. You weight what matters to you.

Multi-criteria ranking

Each stock is ranked on each selected criterion, then the whole is aggregated according to your weights. The result is an ordered, auditable ranking — not a black box.

Additional filters

Three filters refine the selection: geographical zone, Growth/Value orientation, and sector diversification configurable across three levels (low, moderate, high).

Output: the top N stocks

WERIN ultimately retains the N highest-ranked stocks given your combination — no more, no less.

2 — Weighting

How WERIN weights stocks in the portfolio.

Three weighting modes, and one explicit choice: robust simplicity over sophisticated optimisation.

Equal weighting

Each stock receives the same weight. A neutral, readable approach that maximises the diversification benefit within the selection.

Size weighting

Stocks are weighted by market capitalisation. Reflects the actual economic weight of the companies selected.

WERIN choice

Size weighting capped at 1.5× the equal-weighted level. Preserves the capitalisation logic while preventing excessive concentration on the largest names.

3 — Transaction costs

How WERIN factors in transaction costs.

A performance number is only meaningful if it accounts for what it actually costs to hold the portfolio.

Counted at design AND at every rebalance

Costs are not applied only at purchase: they are factored in at every rebalance, just like in real life.

User's choice

Either you specify a custom fee percentage matching your broker, or you let WERIN apply a standard grid, calibrated by geographical zone and transaction size.

A realistic performance figure

This integration is what separates WERIN from a theoretical 'fee-free' back-test. The result reflects what an investor can actually obtain — not an idealised gross return.

4 — Performance measurement

How WERIN measures performance.

A single reference metric, and a systematic comparison across three portfolios.

Jensen's alpha

WERIN uses Jensen's alpha as its main performance measure. It captures a portfolio's outperformance against its index at equivalent risk — which, economically speaking, is the only outperformance that really matters.

Three portfolios, always

Every analysis systematically compares three portfolios: the target portfolio (your configuration), the comparison portfolio (the opposite configuration on your criteria), and the reference index. This triangulation is deliberate: it lets you judge the added value of both the method and the configuration.

Historical backtesting

Analyses are based on historical data starting from 31/12/2016, or from a more recent date when the chosen criteria (dividends, momentum) require additional history to be reliable.

5 — Risk measurement

How WERIN measures risk.

Three complementary measures — combined with care — plus a sector diversification indicator.

Total risk — volatility

Measured as the standard deviation of annual returns. The simplest, most direct view of how dispersed possible outcomes are.

Systematic risk — beta

Sensitivity of the portfolio to global market events. Beta is adjusted so that its average across the universe equals 1, making cross-universe comparisons consistent.

Specific risk

Diversifiable risk, specific to the selected stocks. Derived from total risk once the systematic component has been stripped out.

Sector diversification

Measured via the Herfindahl-Hirschmann index applied to the portfolio's sector weights. The lower the index, the more balanced the allocation.

6 — Rebalancing

How WERIN decides to rebalance.

Five configurable triggers, a default preset, and two cases of spontaneous rebalancing.

Five configurable triggers

Monthly Jensen's alpha

Rebalance triggered when monthly alpha falls below a defined threshold.

Negative gross return

Rebalance triggered when the portfolio's gross return turns negative.

Minimum % of stocks affected

Minimum share of stocks losing relevance required to activate a rebalance.

Loss of fit vs criteria

Rebalance triggered when the selection drifts too far from the originally configured criteria.

Fixed periodicity

Systematic rebalance at a regular interval, regardless of other signals.

Default WERIN preset

If you don't configure anything, WERIN applies: −0.2% monthly alpha + negative return + 10% minimum stocks affected + rebalance every 3 months.

Spontaneous rebalancing

WERIN also triggers a spontaneous rebalance if a stock leaves the reference index (a liquidity or representativeness signal) or if it is delisted.

7 — Growth vs Value

Growth vs Value: a useful classification.

WERIN classifies companies on several metrics — market capitalisation, debt level, growth, dividend distribution, and so on — to distinguish Growth profiles from Value profiles and let you steer your selection.

8 — Limits & disclaimers

What WERIN is not.

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