Smart Beta & Factors — ISS & STOXX Glossary

About This Section

This glossary covers factor investing strategies, smart beta methodologies, factor definitions, and quantitative portfolio construction concepts. Terms are sourced from STOXX official documentation and methodology guides.

~45 terms across multiple sources.


A

Accruals

▰▰▰ 23

The non-cash component of reported earnings, computed as the difference between net income and operating cash flow, scaled by total assets. In STOXX factor indices, high accruals are treated as a negative quality signal — firms with lower accruals are considered higher quality because their earnings are backed by real cash flows.

Note

accruals measure how much of a company’s reported profit is “paper profit” versus actual cash received. Companies where earnings mostly come from cash are viewed as higher quality because paper profits can be reversed or manipulated.

Related terms


Active Industry Constraint

▰ 4

A portfolio construction rule that limits the deviation of each industry’s weight in the optimized portfolio from its weight in the parent (benchmark) index. STOXX methodology typically imposes a maximum active industry weight of +/- 5% relative to the parent index, ensuring the factor-tilted portfolio does not introduce unintended sector bets.

Note

this is a guardrail that prevents a smart beta index from accidentally becoming a sector bet. If technology is 20% of the benchmark, the factor index might hold between 15% and 25% in technology — but never 40%.

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Alpha Signal

▰▰▰▰ 63

A quantitative score assigned to each security that predicts relative future returns. In STOXX multi-factor indices, the alpha signal is a composite z-score constructed by combining individual factor signals (e.g., value, momentum, quality) into a single ranking metric used during portfolio optimization.

Note

an alpha signal is the “master score” that tells the index which stocks should be overweighted and which should be underweighted. It is the numerical translation of the factor thesis into an actionable ranking.

where is the standardized score for security on factor , and is the factor weight.

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C

Capping Constraint

▰▰ 7

A hard upper bound on the weight any single security (or issuer) can hold in the index. STOXX indices commonly apply caps of 5% or 10% at each rebalancing, complying with UCITS diversification requirements. In the EURO STOXX 50 Risk Control indices, individual security caps interact with risk budgets to prevent concentration.

Note

capping stops any one stock from dominating the index. Even if a factor model loves a particular stock, the cap limits its weight so that a blow-up in that single name does not destroy the whole portfolio.

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Capital Asset Pricing Model (CAPM)

▰ 1

Quote

“The CAPM says there is only one source of risk that is rewarded: market beta. Every factor anomaly discovered since is a challenge to that elegant simplicity.”

William Sharpe, Nobel laureate, on the legacy of the Capital Asset Pricing Model

A foundational equilibrium model asserting that the expected excess return of a security is proportional to its systematic risk (beta) relative to the market portfolio. In the STOXX framework, CAPM provides the theoretical baseline against which factor premia are measured — factors like value, momentum, and quality represent returns unexplained by CAPM’s single market factor.

Note

CAPM says the only risk you get paid for is market risk. If a stock moves 1.2× as much as the market, you should earn 1.2× the market’s excess return — nothing more. Factor investing exists precisely because CAPM’s prediction is too simple: other characteristics (cheapness, momentum, quality) also predict returns.

where is the risk-free rate, is the market return, and .

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Carry Factor

▰▰ 19

A factor that captures the return earned from holding higher-yielding assets against lower-yielding ones, independent of price appreciation. In equities, STOXX carry strategies typically rank securities by dividend yield or shareholder yield (dividends plus buybacks minus issuance), overweighting those offering the highest expected income return.

Note

carry is about getting paid to hold an asset. A stock with a 5% dividend yield “carries” better than one with 1%. The carry factor systematically tilts toward these high-income names, earning returns from the yield itself rather than betting on price changes.

where is the expected annual dividend and is the current price. More sophisticated versions include net buyback yield.

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D

Defensive Factor

▰ 2

A factor strategy that selects securities exhibiting stable earnings, low financial leverage, and low price volatility — combining elements of quality and low risk into a single defensive composite. STOXX defensive indices typically blend low-beta selection with profitability and balance sheet strength screens to build portfolios that aim to protect capital during market downturns.

Note

the defensive factor is for investors who want to stay in equities but sleep at night. It picks “fortress” companies — profitable, conservatively financed, and not prone to wild price swings — that tend to fall less when markets crash.

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Dilution

▰▰▰▰▰▰ 1,626

In the STOXX quality framework, dilution captures the change in a company’s share count over time. Companies that consistently issue new shares dilute existing shareholders’ ownership and are penalized in quality scoring. The signal is measured as the year-over-year percentage change in total shares outstanding.

Note

dilution means a company is printing new shares — which shrinks your slice of the pie. STOXX’s quality indices treat heavy share issuance as a red flag for governance and capital allocation discipline.

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E

Efficient Frontier

▰▰ 16

Quote

“The efficient frontier is the boundary of possibility. Every rational portfolio sits on it; every portfolio below it is leaving returns on the table for the risk taken.”

Harry Markowitz, Nobel laureate, Portfolio Selection (1952)

The set of portfolios that offer the highest expected return for each level of risk (standard deviation), forming a curved boundary in mean-variance space. STOXX risk-based indices — minimum variance, maximum diversification, and equal risk contribution — can be understood as targeting specific points on or near the efficient frontier under different objective functions and constraints.

Note

the efficient frontier is the “best you can do” curve. Every portfolio on it is optimal: you cannot get more return without taking more risk, and you cannot reduce risk without giving up return. Portfolios below the curve are inefficient — they leave free performance on the table.

Tracing out all values produces the frontier.

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Earnings Announcement Drift

▰▰ 9

The empirically documented tendency for stock prices to continue moving in the direction of an earnings surprise for weeks or months after the announcement date. STOXX momentum and quality indices may exploit this anomaly by incorporating post-announcement return signals into their composite scores.

Note

when a company reports earnings that beat (or miss) expectations, the stock tends to keep drifting in the same direction — the market digests the news slowly. Factor indices can capture this drift by tilting toward recent positive surprises.

Related terms


Earnings Momentum

▰▰ 18

A factor signal based on the direction and magnitude of analyst earnings revision activity. STOXX defines earnings momentum using the change in consensus EPS estimates over a trailing window (typically 3 to 6 months). Stocks with upward revisions receive positive scores.

Note

earnings momentum asks: “Are analysts raising or lowering their profit forecasts for this company?” Upward revisions signal improving fundamentals and tend to predict near-term outperformance.

Related terms


Equal Risk Contribution

▰ 4

A portfolio construction method where each constituent is weighted so that it contributes an equal share of the total portfolio risk (volatility). STOXX Equal Risk indices solve for weights such that for all , where is the covariance matrix.

Note

instead of giving each stock equal dollars, you give each stock an equal “risk budget.” A highly volatile stock gets less money; a stable stock gets more — so no single name dominates portfolio risk.

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F

Factor (Definition)

▰▰▰▰▰▰▰ 5,508

Quote

“A factor is a characteristic that explains differences in stock returns. If it is persistent, pervasive, and has an economic rationale, it deserves a place in portfolio construction.”

Andrew Ang, Asset Management: A Systematic Approach to Factor Investing (2014)

A systematic, persistent, and economically motivated driver of security returns. STOXX recognizes canonical factors including value, momentum, quality, low volatility, and size. Each factor is operationalized through specific financial metrics, standardized into z-scores, and used to tilt portfolio weights away from market capitalization.

Note

a factor is a measurable characteristic of stocks — like cheapness or recent performance — that has historically been rewarded with higher returns over long periods, backed by economic reasoning.

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Factor Diversification

▰▰ 6

The practice of combining multiple factor exposures within a single portfolio to reduce the cyclicality of returns. Because factors (e.g., value and momentum) often have low or negative correlations with each other, blending them produces a smoother return profile than any single-factor strategy.

Note

different factors “take turns” performing well. Value might struggle when momentum shines, and vice versa. Holding both in one portfolio is like diversifying across asset classes — but within equities.

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Factor Investing

▰▰▰▰▰ 219

Quote

“Factor investing democratized what quantitative hedge funds had been doing for decades. It put the building blocks of returns into the hands of every investor.”

Antti Ilmanen, AQR Capital Management, Expected Returns (2011)

An investment approach that targets specific, evidence-based return drivers (factors) through systematic portfolio construction. STOXX implements factor investing via transparent, rules-based indices that overweight securities with desirable factor characteristics and underweight (or exclude) those without.

Note

instead of buying the whole market by size, factor investing deliberately tilts toward stocks that share a trait — cheapness, recent winners, financial health — that academic research has shown earns a premium over time.

Related terms


Factor Premium

▰▰ 6

Quote

“Factor premia exist because they compensate investors for bearing risks that others are unwilling to hold, or because behavioural biases create persistent mispricings.”

Eugene Fama & Kenneth French, “The Cross-Section of Expected Stock Returns”, Journal of Finance (1992)

The long-run excess return attributable to systematic exposure to a specific factor, measured as the average return difference between a portfolio long high-scoring securities and short low-scoring securities on that factor. STOXX factor indices are designed to capture these premia in a long-only, investable format by overweighting high-scoring stocks relative to the benchmark.

Note

the factor premium is the “payoff” for bearing factor risk. The value premium, for example, is the historical return gap between cheap and expensive stocks. Factor investing works only if these premia persist — and STOXX index design assumes they do over full market cycles.

where the long (short) portfolio holds the top (bottom) quintile on factor .

Related terms


Factor Rotation

▰ 1

A dynamic strategy that adjusts factor exposures over time based on the macroeconomic cycle, factor valuations, momentum of factor returns, or other timing signals. While STOXX’s core factor indices use static factor weights, Qontigo research explores rotation frameworks that shift allocations between value, momentum, quality, and low volatility depending on regime indicators.

Note

factor rotation is the idea of being a “factor timer” — overweighting value when value is cheap and momentum when trends are strong. It is appealing in theory but difficult in practice, which is why most STOXX indices stick to fixed multi-factor blends and leave rotation to active managers.

Related terms


Factor Tilt

▰▰ 6

The deliberate overweighting or underweighting of securities based on their factor scores relative to a benchmark. STOXX factor-tilted indices apply a multiplier to each security’s benchmark weight proportional to its factor z-score, then renormalize to sum to 100%.

Note

a factor tilt says “keep roughly the same portfolio as the benchmark, but lean more heavily toward stocks that score well on the factor.” It is a moderate approach — halfway between a passive index and a pure factor portfolio.

where controls the aggressiveness of the tilt and is the factor z-score.

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Factor-Based Index

▰▰ 8

A rules-based, transparent index whose weighting scheme is derived from one or more factor signals rather than pure market capitalization. STOXX offers single-factor indices (e.g., STOXX Europe 600 Value) and multi-factor indices (e.g., STOXX Global Multi-Factor) as investable benchmarks for factor strategies.

Note

a factor-based index is like a regular stock index — the S&P 500 or EURO STOXX 50 — except the weights are tilted by a factor score instead of simply reflecting company size.

Related terms


G

Growth Factor

▰ 1

A factor that selects securities exhibiting above-average earnings growth, revenue growth, or expected future growth rates. In the STOXX factor taxonomy, growth is often positioned as the complement of value: growth stocks trade at high valuation multiples justified by superior fundamental expansion, while value stocks trade at low multiples on weaker growth expectations.

Note

the growth factor bets on companies that are expanding quickly — fast-rising revenues, accelerating profits, or analyst forecasts pointing sharply upward. These stocks are rarely cheap, but the thesis is that the market still underestimates how long strong growth can persist.

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I

Industry Neutral

▰▰▰▰ 102

A portfolio construction constraint ensuring that the aggregate weight of each GICS industry or ICB sector in the factor portfolio exactly matches its weight in the parent index. STOXX industry-neutral factor indices isolate pure within-sector stock selection alpha by eliminating cross-sector bets entirely.

Note

if the benchmark has 12% in pharmaceuticals, the factor index also holds exactly 12% in pharmaceuticals. All the action happens inside each sector — picking the best factor stocks within each industry — rather than across sectors.

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L

Low Risk Factor

▰▰ 14

A broad factor category encompassing strategies that overweight securities exhibiting lower realized or predicted risk metrics. In STOXX’s framework, low risk subsumes both low volatility (based on historical standard deviation) and low beta (based on market sensitivity), and may be combined with other signals in multi-factor constructions.

Note

the low risk factor is the finding that boring, steady stocks have historically delivered better risk-adjusted returns than wild, volatile ones — contradicting the textbook idea that more risk always equals more reward.

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Low Volatility Factor

▰▰ 14

The specific implementation of the low risk factor that selects or overweights securities with the lowest trailing realized volatility (typically measured over 12 months of daily returns). STOXX low volatility indices rank all constituents of the parent index by inverse volatility and select the least volatile subset.

Note

you rank all stocks from calmest to most volatile, then build a portfolio heavily weighted toward the calm ones. History shows this simple strategy often beats the market on a risk-adjusted basis.

Securities with the smallest receive the highest weights.

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M

Minimum Variance

▰▰▰▰▰ 769

A portfolio optimization strategy that seeks the set of weights producing the lowest possible portfolio volatility. STOXX Minimum Variance indices use an estimated covariance matrix (from Axioma or similar risk models) and solve a quadratic program subject to weight caps, turnover limits, and sector constraints.

Note

the minimum variance portfolio answers: “Given these stocks and their historical relationships, what combination produces the smoothest possible ride?” It does not try to predict returns — only to minimize risk.

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Momentum Factor

▰▰▰ 50

Quote

“The momentum effect is the premier anomaly in finance. Stocks that have gone up tend to keep going up. It works in every market, in every era, and nobody fully agrees on why.”

Cliff Asness, AQR Capital Management, on the persistence of the momentum factor

A factor that captures the tendency of recent winners to continue outperforming and recent losers to continue underperforming over medium-term horizons. STOXX implements momentum using 12-month cumulative return with a 1-month reversal exclusion (i.e., months 2 through 12), following the Carhart (1997) convention.

Note

momentum is the “hot hand” effect in markets: stocks that have gone up over the past year (excluding the most recent month) tend to keep going up for a while. Factor indices ride this trend systematically.

The most recent month is excluded to avoid the short-term reversal effect.

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Multi-Factor

▰▰▰▰▰ 239

An index or strategy that systematically combines two or more factor signals into a single portfolio. STOXX multi-factor indices may use either a composite scoring approach (blending z-scores before optimization) or a portfolio blending approach (combining single-factor portfolios). The composite approach is more common in STOXX methodology.

Note

instead of betting on one factor, you bet on several at once — for example, value + momentum + quality. This hedges your bets because different factors outperform in different market conditions.

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Multifactor Signal

▰▰ 19

The composite score produced by combining individual factor z-scores into a single ranking metric. STOXX multi-factor indices compute this signal as a weighted average of standardized factor scores, typically with equal weight assigned to each factor unless the methodology specifies otherwise.

Note

the multifactor signal is the “final grade” each stock gets after being scored on multiple dimensions. A stock that is cheap (value), trending up (momentum), and financially healthy (quality) gets a high composite score.

where is the number of factors and is the winsorized z-score for factor .

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N

Net Operating Assets (Changes in)

▰▰▰▰▰ 755

A quality signal measuring the year-over-year change in net operating assets (total assets minus cash minus total liabilities plus debt) scaled by lagged total assets. In STOXX quality scoring, a large increase in net operating assets is considered a negative signal — it suggests aggressive accounting or unsustainable asset growth.

Note

if a company’s balance sheet is rapidly expanding (excluding cash), it might be over-investing, over-acquiring, or using aggressive accounting. STOXX quality indices penalize this “asset bloat” because it often precedes poor returns.

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P

Price Momentum

▰▰ 17

The trailing total return of a security over a defined look-back window, typically 12 months with a 1-month skip. STOXX uses price momentum as the primary signal for its momentum factor indices, computed from adjusted closing prices to account for dividends and corporate actions.

Note

price momentum is straightforward: how much has the stock gone up (or down) over the past year? The most recent month is skipped because very short-term returns tend to reverse rather than continue.

(using trading days: skip the most recent ~21 days, look back ~252 days total)

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Q

Quality Factor

▰▰▰▰ 63

Quote

“Quality is a factor that buys profitable, growing, safe companies and avoids unprofitable, stagnant, risky ones. It is the factor Warren Buffett never named but always exploited.”

Robert Novy-Marx, “The Other Side of Value: The Gross Profitability Premium”, Journal of Financial Economics (2013)

A composite factor that identifies companies with strong profitability, low leverage, stable earnings, and conservative accounting. STOXX defines quality using multiple sub-signals including return on equity (ROE), accruals ratio, change in net operating assets, and dilution. Sub-signals are standardized and combined into a single quality z-score.

Note

quality is about separating well-run companies from poorly-run ones using financial statement data. High-quality companies earn strong profits on their assets, do not inflate earnings through accounting tricks, and avoid excessive debt.

where sub-signals include ROE, accruals, NOA, and dilution.

Related terms


R

Risk Budget

▰▰ 6

The maximum contribution to total portfolio risk allocated to a single security, sector, or factor. STOXX risk-based indices enforce risk budgets during optimization — for example, no single stock may contribute more than a fixed percentage of total portfolio variance.

Note

a risk budget is like a spending cap but for risk. Instead of saying “no stock above 5% of portfolio dollars,” you say “no stock above 5% of portfolio risk.” This is a more sophisticated way to control concentration because a small-weight volatile stock can contribute more risk than a large-weight stable one.

Related terms


Risk Parity

▰ 3

A portfolio construction strategy that allocates risk equally across asset classes, factors, or individual securities. STOXX Risk Parity indices extend the Equal Risk Contribution concept across multiple asset classes (equities, bonds, commodities) by leveraging lower-risk assets and deleveraging higher-risk assets until each contributes equally to total volatility.

Note

risk parity says: “Bonds are much less risky than stocks, so if you want equal risk contribution, you need to hold a lot more bonds (potentially using leverage) and fewer stocks.” It is the multi-asset version of equal risk contribution.

Related terms


Risk Premia

▰▰▰▰ 120

The excess return earned by bearing systematic, non-diversifiable risk associated with a specific factor. STOXX factor indices are designed to harvest risk premia — the value premium, momentum premium, quality premium, etc. — in a transparent, rules-based, and cost-efficient manner.

Note

a risk premium is the reward investors receive for taking on a particular type of risk. The value premium, for example, compensates investors for holding cheap (often distressed) companies. Factor indices are tools for capturing these premiums systematically.

Related terms


S

Size Factor

▰▰▰▰ 69

Quote

“Small stocks outperform large stocks, on average, because they are riskier, less liquid, and more exposed to economic downturns. Investors demand compensation for bearing that risk.”

Rolf Banz, “The Relationship Between Return and Market Value of Common Stocks”, Journal of Financial Economics (1981)

A factor that captures the historical tendency of smaller-capitalization stocks to outperform larger-capitalization stocks over long horizons. STOXX implements the size factor by selecting or overweighting constituents with lower free-float market capitalization within the parent universe.

Note

small companies tend to grow faster than large ones, and their stocks have historically earned higher returns — though with more volatility. The size factor tilts toward these smaller names.

Negative log ensures that smaller companies receive higher scores.

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Smart Beta

▰▰▰▰ 84

Quote

“Smart beta is neither smart nor beta. It is systematic factor exposure delivered through transparent, rules-based index construction.”

Cliff Asness, AQR Capital Management, critiquing the marketing term “smart beta”

An umbrella term for rules-based index strategies that deviate from traditional market-capitalization weighting in pursuit of improved risk-adjusted returns, lower risk, or enhanced diversification. STOXX’s smart beta suite includes factor indices, risk-based indices (minimum variance, maximum diversification, equal risk contribution), and alternatively weighted indices (equal weight, fundamental weight).

Note

smart beta sits between passive index investing and active management. You still follow transparent rules (like an index), but those rules are designed to be “smarter” than simply weighting by company size — for example, weighting by cheapness or equal risk.

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Tracking Error Budget

▰ 1

The maximum permissible ex-ante tracking error (annualized standard deviation of active returns) between the factor index and its parent benchmark. STOXX factor indices may impose a tracking error constraint during optimization — for example, limiting tracking error to 3% or 5% — to ensure the factor portfolio does not deviate too aggressively from the benchmark.

Note

tracking error measures how differently the factor index behaves compared to the plain market index. A tracking error budget is the maximum amount of deviation allowed. A tight budget (e.g., 2%) produces a portfolio close to the benchmark; a loose budget (e.g., 6%) allows aggressive factor bets.

Related terms


Turnover Constraint

▰▰ 14

A limit on the total amount of trading (buying plus selling) permitted at each index rebalancing. STOXX methodology may impose one-way turnover caps (e.g., maximum 10% per quarter) to control transaction costs and ensure the index remains practically investable for tracking funds and ETFs.

Note

every time the index rebalances, stocks are bought and sold. Excessive trading raises costs (commissions, market impact) that eat into returns. A turnover constraint forces the optimizer to make only modest changes at each rebalance.

where and are post- and pre-rebalancing weights.

Related terms


V

Value Factor

▰▰▰▰ 75

Quote

“Value investing is buying a dollar for fifty cents. The value factor captures this systematically: buy cheap stocks, avoid expensive ones, and let mean reversion do the work.”

Eugene Fama & Kenneth French, on the value premium in their three-factor model

A factor that identifies undervalued securities by ranking them on fundamental valuation ratios. STOXX value indices typically use a composite of book-to- price, earnings-to-price, and dividend yield. Securities with high composite value scores are overweighted on the premise that the market systematically underprices cheap, out-of-favor stocks.

Note

the value factor is the quantitative version of “buy low.” It looks for stocks that are cheap relative to their fundamentals — low price compared to earnings, book value, or dividends — and bets that these bargains will eventually be recognized by the market.

where B/P = book-to-price, E/P = earnings-to-price, D/P = dividend yield.

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Y

Yield Factor

▰ 1

A factor that ranks securities by their total cash return to shareholders, encompassing dividend yield, buyback yield, and — in some specifications — debt reduction yield. STOXX yield-oriented indices select or overweight constituents offering the highest sustainable shareholder yield, often combining the raw yield signal with quality screens to avoid “yield traps” (high-yielding stocks on the verge of cutting dividends).

Note

the yield factor targets stocks that return the most cash to investors through dividends and share repurchases. It is related to the carry factor but broader — carry focuses on dividend income, while yield also credits companies that buy back their own shares.

where is dividends per share, Net Buybacks is repurchases minus issuance, and is the share price.

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Methodology Disclaimer

The definitions, formulas, and descriptions above are synthesized from publicly available STOXX and Qontigo methodology guides and research. For authoritative and up-to-date specifications, always consult the official rulebook for each specific index at stoxx.com.