Market Structure & Trade Execution

Liquidity Quality Scorecard

Investment Education, Research & Tools for Smarter Decisions.

Evaluate spread quality, order book depth, volume profile, price continuity, time-of-day patterns, slippage risk, and trading conditions across seven structured dimensions before entering a position. Critical unknowns stay visible, they are never hidden behind a composite score.

Direct Answer

The liquidity quality scorecard evaluates a stock's tradability across seven dimensions, spread quality, order book depth, volume profile, price continuity, time-of-day pattern, slippage risk, and trading conditions, before you enter a position. Critical unknowns in any dimension stay visible in the score rather than being averaged away.

Educational tool only. All inputs are user-entered observations based on publicly available market data. Results are structured research notes, not investment advice, trade recommendations, or safety ratings. Liquidity conditions can change rapidly.

Liquidity Quality Scorecard

Complete each section based on your own research into publicly available market data. Unknown answers are never assigned neutral points. A critical unknown prevents any reassuring overall label. No brokerage credentials, account IDs, or private data are required or accepted.

0 of 7 sections answered
1 Security Context Not started

Record the security you are evaluating. These details appear in the summary and any export. Do not enter brokerage account numbers, personal identifiers, or API credentials.

Is the security's exchange listing and primary market center confirmed? Critical
Hard stop, primary market center unconfirmed Without confirming which exchange is the primary listing, quoted spread and NBBO data cannot be attributed correctly. Resolve before proceeding.
Is average daily volume (ADV) documented for at least 20 trading days? Critical
Hard stop, ADV not documented Average daily volume over at least 20 sessions is the baseline denominator for relative order size and slippage estimation. Without it, no meaningful liquidity ratio can be calculated.
Is the typical quoted bid-ask spread documented (absolute and as % of price)? Critical
Hard stop, quoted spread not documented The bid-ask spread is the minimum explicit round-trip execution cost. Without it, execution cost cannot be estimated.
Is NBBO conformance or effective spread compared to the quoted spread? Material
Is quote size (displayed quantity at best bid/ask) documented? Material
Is spread volatility documented, does it widen significantly around events? Contextual
Is visible depth (Level 2) documented at multiple price levels? Material
Is order-size-to-depth ratio calculated (intended order vs. shares available within 0.5% of mid)? Critical
Hard stop, order-size-to-depth ratio not calculated Without comparing your intended order size to displayed depth, price impact from eating through the book cannot be estimated. This is required for any non-trivial order size.
Is the presence (or absence) of hidden and iceberg orders noted? Contextual
Is dollar volume (ADV × price) documented and sufficient relative to intended position size? Critical
Hard stop, dollar volume not documented Dollar volume determines whether a position size is feasible without becoming a significant fraction of the market. Without it, participation rate and market impact cannot be assessed.
Is volume trend (expanding, contracting, or stable) documented over 60+ days? Material
Is share float and float turnover rate documented? Material
Is recent frequency of price gaps (overnight and intraday) documented? Material
Are thin-book zones (price levels with minimal displayed depth) identified? Contextual
Is intraday price continuity typical (no unexplained discontinuities in normal sessions)? Material
Is estimated slippage for the intended order size calculated from spread and depth data? Critical
Hard stop, slippage not estimated Without a slippage estimate derived from spread and order book depth, total execution cost cannot be assessed for the intended order size. The half-spread is the minimum cost baseline; market impact adds to it.
Is order participation rate (order size / ADV) within an acceptable threshold? Material
Is a stressed scenario (wider spread, lower depth) considered for the estimate? Contextual
Is intended session (regular hours vs. pre/post market) confirmed and liquidity expectations adjusted? Material
Is trading halt history for this security documented? Material
Are upcoming scheduled liquidity events (earnings, index reconstitution, lockup expiry, dividend) documented? Material
Is short interest and its effect on borrow availability and price pressure documented? Contextual

Liquidity Review Summary

Section-by-section evidence summary
Section Strong Some Weak Unknown N/A Status
Disclaimer: This scorecard is for educational purposes only. It does not certify execution quality, constitute investment advice, or predict outcomes. Results reflect only the evidence you have documented. Liquidity conditions change rapidly, this review is valid only for the time and conditions at which data was collected. Reviewed: .

Methodology

This scorecard applies a structured evidence-documentation framework across seven liquidity dimensions. Each question asks you to rate the quality of evidence you have gathered, not the underlying market condition. The distinction matters: evidence can be strong that liquidity is poor, or weak that liquidity is good.

Rating scale

Evidence rating definitions
RatingMeaning
Strong evidencePrimary source, direct observation, or authoritative data feed covering the exact security and session.
Some evidenceIndirect or incomplete data, e.g. end-of-day summary instead of intraday, or aggregated data from a third-party platform with a known delay.
Weak evidenceInferred from proxies, very short observation window (<5 sessions), or data of uncertain provenance.
UnknownNo data was located or retrievable within a reasonable research effort. Always recorded as Unknown, never defaulted to "some evidence."
N/AThe question does not apply to this security type or situation (e.g. float for an ETF that tracks a total-return index).

Hard-stop conditions

A hard stop is triggered when a Critical-tagged question receives Unknown or Weak evidence. Hard stops do not claim that the security is untradeable, they mean evidence is insufficient to form a grounded liquidity picture for your intended trade. Hard stops that remain unresolved prevent a reassuring overall label from being assigned.

Worked example, order size vs. depth ratio

Suppose you want to buy 2,000 shares of a stock priced at $50, and your Level 2 data shows 8,000 shares displayed on the ask within $0.25 of the inside ask (0.5% of $50). Your order-size-to-depth ratio is 2,000 / 8,000 = 25%. At 25%, your market order would consume roughly one quarter of the visible offer depth. You should estimate meaningful price impact above the inside ask and consider limit orders or breaking the order into smaller tranches.

Overall rating labels

Overall rating labels and their meaning
LabelMeaning
Evidence substantially documentedAll critical questions answered with at least some evidence; no hard stops triggered; most answers at medium or high confidence.
Evidence partially documentedNo critical hard stops, but one or more sections have material unknowns or low-confidence evidence.
Material unknownsMultiple unknowns across non-critical questions, or weak evidence on critical items. Research required before trading.
Critical unknownsOne or more hard-stop conditions triggered. Evidence is insufficient. Resolve unknowns or treat them as execution constraints.
Review incompleteFewer than three sections have any answers. Not enough to generate a meaningful summary.

Frequently Asked Questions

References

Supporting Articles