QSE

    About Market Landscape

    Understanding how market structure is forming, changing, and maturing across the markets QSE observes.

    Market Landscape organises observed Kalshi market activity into families and describes the structural conditions across those families. It is market-structure observation only. A family's appearance, state, heat, or any other Landscape measurement is not a QSE signal, a probability, an expected return, or a recommendation.

    Where Market Landscape fits

    Market Liquidity is the broader analytical area. It is where QSE presents what continuous observation of Kalshi order books reveals about market structure: how much of the observed supply is tradeable, how books mature, and which parts of the observed corpus are thickening or thinning.

    Market Landscape is a structural view inside that area. It exists to make the observed universe legible: instead of an undifferentiated ticker list, you see market families and the structural conditions across them.

    Market Landscape is not a separate QSE engine, model, or analytical pipeline. It reads observations that already exist and summarises them.

    What is Market Landscape?

    • QSE repeatedly observes Kalshi order books for the markets inside its supported modules. Each observation is one recorded snapshot of one book.
    • Related markets are grouped into families. A family is a Kalshi series, for example every market in one player-points series.
    • Landscape summarises those families rather than listing every ticker individually.
    • For each family you can examine where observed supply exists, how much of it was tradeable, and how that structure changed across the supported observation windows.
    • Landscape is descriptive. It reports what was observed in a window. It does not forecast what happens next.

    Coverage is not exhaustive. Landscape describes only the markets QSE actually observed inside its supported modules during the selected window, not the whole of Kalshi.

    How to read the Landscape

    Families

    A Kalshi series, for example every market in one player-points series. Families are the unit this surface colours.

    Grouping matters because a single series can contain dozens of near-identical tickers. Structure is far easier to read one family at a time.

    Evidence

    How much observation history stands behind the row. Supported means at least 20 observations in both this window and the previous one, Preliminary means only this window clears it, Limited means neither does.

    Supported
    At least 20 observations in this window and at least 20 in the previous equal-length window, so change can be described honestly.
    Preliminary
    Only this window clears 20 observations. The family is described, but comparisons against the prior window are withheld.
    Limited
    Neither window clears 20 observations. Presence is reported, no structural state is claimed, and the family is never shaded.

    The Family That Was Never Enough

    A short story about why absence and uncertainty are not the same thing.

    Heat

    Colour encodes exactly one selected lens. It is never a blended score, and never a probability, edge, or expected return.

    Because colour carries whichever lens you have selected, the same family can look dark under one lens and pale under another. Always read heat together with the active lens.

    Windows

    A window is the observation period a family is described over: 24 hours, 72 hours, 7 days, or 28 days. Every figure, state, and comparison is scoped to the selected window, and comparisons are made against the previous equal-length window.

    The 72-hour window is available to everyone. The 24-hour, 7-day and 28-day windows are part of the Pro and Power plans.

    Lenses

    A lens is the single measurement heat encodes. These are the lenses that exist:

    Liquidity Formation
    Share of observed books in this family that were NOT yet marketable in the selected window. Higher means less of the observed book supply was tradeable, so a high value describes immature or forming liquidity, not a better market. The denominator is book observations across every scan, not distinct tickers. This is window-scoped formation activity and is separate from the canonical 72-hour Market Formation rank shown above.
    Marketability
    Share of observed books that had a tradeable two-sided quote meeting Edge Spotter marketability criteria. Higher means more of the observed books were tradeable. The denominator is book observations across every scan, not distinct tickers, so this figure is not expected to reconcile against the distinct-ticker counts in the family detail. This is the direct complement of Liquidity Formation.
    Observed supply
    Pro and Power
    Count of distinct tickers observed in this family during the window.
    Change vs prior period
    Pro and Power
    Percent change in observed distinct tickers versus the previous equal-length window. Withheld unless both windows clear the minimum observation count.
    Trajectory
    Pro and Power
    Among the family's most recent book observations that had a comparable earlier observation, the share whose quoted spread narrowed. Books with no earlier observation to compare against are excluded from the denominator.

    When the Spread Narrowed

    A short story about why level and direction are different things.

    Failure state
    Pro and Power
    Among the observations that failed marketability in this family, the share that failed because one side of the book was missing. The denominator is failures only, not all observations.
    Signal supply
    Pro and Power
    Count of published Edge Spotter signals attributed to this family in the window. A count of supply only, never a performance figure.

    Every lens describes observed structure. None of them describes opportunity, probability, or expected return.

    The Path It Took to Get There

    A short story about why a position and a path are different things.

    The Stadium After Midnight

    A short story about seeing the same market through different windows.

    Reading Liquidity Formation correctly

    Liquidity Formation is the share of observed books in the family that were not yet marketable in the selected window.

    Higher Liquidity Formation = a larger share not yet marketable = more forming, immature liquidity.

    It does not mean better liquidity.

    A high value does not mean:

    • better liquidity
    • a higher-quality market
    • a stronger opportunity
    • greater expected profitability
    • a stronger QSE signal

    If what you want is the tradeable share, use the Marketability lens instead. It is the direct complement.

    This Landscape measure is scoped to whichever window you selected. It is separate from the canonical 72-hour Market Formation ranking shown elsewhere on the Market Liquidity page, which uses its own fixed period.

    The Darkest Square

    A short story about reading Market Landscape correctly.

    The optional structural field view

    Market Landscape offers two readings of the same data. The default grouped view keeps families under their module and market class, which is the precise, readable way to work through the corpus. The optional Structural field view places every filtered family in one flat space so families can be compared across modules and market classes.

    Horizontal position is Marketability, the share of observed books that had a tradeable two-sided quote. Vertical position is observed supply, the count of distinct tickers observed in the window, on a log scale because family sizes span several orders of magnitude. Both are the same free structural quantities shown in the grouped view, computed the same way.

    The field always describes whichever Market Landscape window is selected, 24h, 72h, 7d, or 28d. It has no window of its own. Changing the window changes every figure, state, comparison, and signal marker in the field. This is separate from the canonical 72-hour Market Formation ranking, which keeps its own fixed period.

    The Structural Field keeps Marketability on the horizontal axis and Observed Supply on the vertical axis while the selected lens changes only the node colouring, so families stay in the same place as you switch lenses. Colour still encodes exactly one selected lens. Node size encodes observation count, dimming encodes evidence maturity, a solid outline marks a family with a comparable prior window, and a diamond marks Newly Observed. A family with no honest value on an axis is omitted and counted in plain text. It is never imputed to zero and never nudged into position.

    A yellow ring around a node marks a family with published Edge Spotter activity in the selected window. The ring is drawn outside the node and changes nothing else: it does not affect position, colour, size, structural state, or evidence maturity, and it never scales with how much activity exists. Every visitor, signed out included, can see where activity exists, while the identity of an unresolved market remains gated by plan, so the field shows where QSE has published, never what to trade.

    Position describes only the two structural dimensions named on the axes.

    Nearness, height, colour, and size do not imply opportunity, probability, expected return, timing, or signal quality. Two families sitting near each other share similar marketability and similar observed supply, and nothing more than that. Signal activity does not rank, order, or qualify families.

    The field view adds no data. It reads the same payload under the same server-enforced entitlements, so a lens or window you are not entitled to see cannot become an axis, a size, or a colour. Selecting a node opens the same family detail as the grouped view.

    One Thousand Eighty-Eight

    A short story about why two identical numbers can mean different things.

    The Yellow Ring

    A short story about seeing where QSE has published without being told what to trade.

    Understanding structural states

    A structural state is a deterministic description of how a family's observed supply and marketability changed in this window compared with the previous equal-length window. States are computed, never judged.

    States are structural descriptions, not rankings. No state is inherently better, more attractive, or more likely to produce a QSE signal than another.

    Newly Observed
    Observed in this window with zero observations in the previous equal-length window. A statement of presence only: it carries no evidence weight and is never shaded.
    Emerging
    At least 20 observations in this window and no observations at all in the previous equal-length window.
    Heating Up
    Observed distinct tickers rose at least 25 percent versus the previous window, and by at least 10 tickers.
    Active
    Observed supply held roughly steady (change under 25 percent) with a marketable share below 60 percent.
    Established
    Observed supply held roughly steady (change under 25 percent) with a marketable share of 60 percent or higher.
    Cooling
    Observed distinct tickers fell by 25 to 60 percent versus the previous window.
    Fading
    Observed distinct tickers fell by 60 percent or more, or the marketable share fell by at least 20 percentage points.
    Dormant
    No observations in this window, after at least 20 observations in the previous equal-length window.
    Insufficient History
    Fewer than 20 observations in this window, or a previous window too thin to compare against. No state is claimed.

    Newly Observed means presence now with absence in the comparable prior window. It is a statement of presence. It is not bullish, not promising, and not an opportunity.

    Dormant means previously observed activity is absent in this window, according to the definition above. It is not a claim that the family will stay inactive.

    Market Landscape versus Edge Spotter

    Market Landscape

    Where is market structure developing or changing?

    Edge Spotter

    Where has QSE published a qualifying model-versus-market signal?

    The two answer different questions from different inputs. Landscape reads order-book observations. Edge Spotter runs the QSE engine on a market and publishes a signal only when its own criteria are met.

    A family can appear prominently in Market Landscape while Edge Spotter has published zero signals for it. Structural activity, heating, formation, marketability, and trajectory are never evidence that a signal exists.

    About Edge Spotter

    Signal supply, and why it is sometimes withheld

    The Signal supply lens counts published Edge Spotter signals attributed to a family inside the window. It is a count of supply, never a performance figure, and it never reveals direction, probability, price, or which market the signal belongs to.

    Every visitor can see whether a family has published Edge Spotter activity in the window. Depth beyond that presence depends on plan. Where necessary, QSE coarsens or withholds family-level signal detail so that Market Landscape cannot become a backdoor to protected signal-level information.

    That is why an entitled user may see an exact count for one family, only an indication that activity was observed for another, and nothing at all for a third. The classification is made on the server before the page is sent. Nothing is simply hidden in the browser.

    The rules that decide between an exact count, a coarsened indication, and a withheld value are deliberately not published, because publishing them would weaken the protection they provide.

    What Market Landscape does not tell you

    Nothing on the Landscape discloses or implies:

    • signal direction
    • any individual protected signal
    • probability
    • fair value
    • edge
    • Confidence Allocation
    • expected return
    • profitability
    • a recommendation
    • an automated trade decision
    • constituent ticker identity, merely because a family is displayed

    Observed market structure can change quickly. Everything shown describes the selected observation window, not a permanent classification of the family.

    Historical Paths

    Historical Paths extends Market Landscape by showing how published QSE episodes moved from their Landscape state at publication through Signal direction, AutoTrader participation, PEM activity when applicable, and final outcomes. It is descriptive only; ribbon width represents the number of historical episodes following each path.

    • PEM applies only when AutoTrader held a position. Episodes without a position show PEM as not applicable.
    • Historical Paths does not alter or condition Signals. It counts what already happened; it never ranks paths or forecasts a next state.
    • The Market Landscape Structural Field remains the primary structural visualization. Historical Paths is a secondary, read-only companion built on the same published-Signal population as the Edge Spotter Track Record.

    The Ribbon That Got Wider

    A short story about what a wider ribbon does and does not mean.

    Open Historical Paths

    Availability by plan

    Everyone, including signed-out visitors

    • The Market Landscape surface, heat visual, family list and family detail
    • Search, module and structural-state filters
    • The 72-hour observation window, the default Market Landscape window
    • The Liquidity Formation and Marketability lenses
    • Family identity subject to the standard masking policy
    • Presence of published Edge Spotter activity per family, resolved counts included

    Pro

    • Everything above, plus the 24-hour, 7-day and 28-day windows
    • Observed supply, Change vs prior period, Trajectory and Failure state lenses
    • Unmasked family identity
    • The Signal supply lens, which adds depth beyond presence, shaped by the disclosure protection described above

    Power

    • Everything above at full entitled depth
    • Family-level signal counts in full, because Power already carries the corresponding market-identity access

    Windows, lenses, family identity and signal disclosure are enforced on the server, so a locked control is a reflection of your plan rather than the thing preventing access.

    Compare plans

    Market Landscape refreshes as new order-book observations accumulate. Open it and pick a lens, or look up any term in the glossary.

    Open Market Landscape

    Important Notice: QSE outputs represent structured probabilistic confidence allocations based on available evidence and model assumptions. Edge Spotter signals are analytical market observations, not personalized recommendations. QSE and Edge Spotter are provided for informational and decision-support purposes only and must not be interpreted as financial, investment, wagering, medical, or health advice, nor as a substitute for professional judgment. Edge Spotter is an independent analysis tool and is not affiliated with, endorsed by, or sponsored by Kalshi.com.