Causal Layered Analysis

Quick facts

Mechanism: Produces a four-layer matrix (litany, system, worldview, myth) of the current ‘used future’ beside a reconstructed preferred future per layer, anchored by a deliberately changed deep metaphor.

Produces: four-layer-matrix

Evidence: C · Domain: Systems and Consequences

Use when an issue is stuck because the framing is stuck, the official account and the system explanation have been argued to exhaustion, and the real disagreement is about clashing worldviews and the unexamined story underneath. Not a single-cause diagnosis (that is think-iceberg-model) and not a forecast.

Most contested issues are argued at the surface and the system level - the headline numbers and the policy fixes - long after that argument has stopped being productive, because the real disagreement lives in clashing worldviews and an unexamined story underneath. Causal Layered Analysis (CLA) reads an issue at four vertical depths and then rebuilds it. It descends through the litany (the official, visible, unquestioned account), the system (the structural and short-term causes the litany rests on), the worldview (the deeper ideological and paradigmatic assumptions, and whose worldview is privileged), and the myth/metaphor (the unconscious, emotive, civilizational story underneath, carried in a guiding metaphor). The durable move is not the descent alone. It is to treat the issue as a text with competing readings rather than one true cause, and then to move back up and reconstruct - rewrite the deep metaphor into a new one and propagate a transformed worldview, system, and litany that follow from it. The output is a four-layer matrix that holds the current “used future” reading of each layer beside a reconstructed preferred-future reading of each layer, anchored by a deliberately changed deep metaphor. Its purpose, in the originator’s words, “is not in predicting the future but in creating transformative spaces for the creation of alternative futures.”

When to Use

• An issue is stuck because the framing is stuck: the litany and the system explanation have been argued to exhaustion and the disagreement is really about clashing worldviews and the unexamined story underneath.
• The goal is to open up genuinely different futures, not to optimize the current one.
• The question is contested, value-laden, long-horizon, civilizational, or cultural - the kind of issue where a deep metaphor (“growth is health,” “the market knows best,” “users are a passive funnel”) is doing more work than any number in the litany.
• You suspect the official account is privileging one worldview and hiding others, and you want to surface whose framing this is and what it conceals.

When NOT to Use

• The problem is simple, technical, or single-cause. One event, one obvious cause, a known fix. Forcing a myth/metaphor layer onto a logistics bug manufactures false profundity; a method whose deepest layer is civilizational narrative is the wrong tool for “the deploy is failing.” Say it is a simple cause and stop.
• You need a single-cause diagnosis and a leverage point. That is think-iceberg-model: it descends four levels (event, pattern, structure, mental models) to find the structures and the mental models that cause a recurring problem, and pairs each level with an intervention. CLA refuses a single causal account on purpose and rebuilds upward into alternative futures instead. If you want one diagnosis and one fix, use the iceberg.
• You need a forecast, a ranking, or a decision. CLA is explicitly not predictive and not an option-evaluation method, and it can induce analysis paralysis - too much problematizing, not enough deciding. Reach for it to reframe, then leave it for the decision tool.
• You want to model alternative external futures you do not control. That is think-scenario-planning: 2x2 worlds built from critical uncertainties. CLA deconstructs the narrative and myth layer of one issue; it does not build a set of external worlds.
• You want one fresh standpoint for the whole problem. That is think-frame-creation: it abduces a single new frame. CLA rewrites four stacked layers at once and changes a civilizational myth, which a single reframe does not do.
• You want to interrogate where the problem’s boundary is drawn and who is left out. That is think-boundary-critique. CLA can surface whose worldview is privileged, but its apparatus is the four-layer descent-and-rebuild, not a boundary judgment.
• The reconstruction is skipped. Run only as a downward descent, CLA collapses into a four-box depth diagram and loses the one thing that distinguishes it - the up-the-layers rewrite into an alternative future. A descent with no reconstructed myth is just a heavier iceberg; do not ship it as CLA.
• The deconstruction is presented as objective truth. The worldview and myth readings are interpretive and contestable by design. Presenting “the real myth” as a discovered fact, rather than one reading among several, betrays the method and invites confident nonsense.

Instructions

When asked to reframe a stuck, contested, value-laden issue by reading and rebuilding the story underneath it, follow these steps:

1. State the issue and confirm fit. Name the issue in one line. Confirm it is contested, value-laden, and long-horizon, and that the framing is what is stuck - not a simple technical problem. If it is single-cause or you need a decision or forecast, stop and route to the right tool (see When NOT to Use).
2. Read the litany (current). Write the official, most-visible account: the headline numbers, the accepted problem statement, the “everyone knows” framing that goes unquestioned.
3. Read the system (current). Write the structural and short-term causes the litany rests on - the policies, economics, institutions, incentives, and processes. This is the level most analysis already operates at.
4. Read the worldview (current). Surface the deeper, often unconscious ideological and paradigmatic assumptions that make the system feel natural. Ask whose worldview is being privileged and what competing worldviews are being crowded out. Hold more than one reading; do not converge on a single “true” worldview.
5. Read the myth/metaphor (current). Name the unconscious, emotive, civilizational story and the guiding metaphor underneath it all - a metaphor, not a proposition. This is the “used future”: the deep story silently steering the whole stack. Mark it explicitly as one reading among several, not a discovered fact.
6. Change the deep metaphor. Deliberately rewrite the myth/metaphor into a new guiding metaphor for a preferred future. This single move is the anchor of the whole reconstruction; everything above it is rebuilt to follow from it.
7. Reconstruct upward. From the new metaphor, propagate a transformed worldview, then a reconstructed system (the structures that a changed worldview would build), then a reconstructed litany (how the issue would be talked about on the surface in that preferred future). Each reconstructed layer must follow from the new metaphor, not from the old stack.
8. Emit the four-layer matrix artifact per references/TEMPLATE.md: the four layers down the side, the current “used future” column beside the reconstructed preferred-future column, with the deliberately changed metaphor named as the anchor. Frame every deep reading as interpretive and contestable, never as objective truth, and stop at the reframe - do not pretend it is a decision.

Output Format

Use the template in references/TEMPLATE.md. The deliverable is the filled four-layer matrix - litany, system, worldview, myth/metaphor down the side; the current “used future” reading beside the reconstructed preferred-future reading across; and the deliberately changed deep metaphor named as the anchor - not a prose essay. State the deep readings as contestable interpretations, and never present “the real myth” as a discovered fact.

Quality Checklist

Before finalizing, verify:

• The issue is genuinely contested, value-laden, and long-horizon, and the framing is what is stuck - not a simple, technical, single-cause problem.
• All four layers are read for the current “used future”: litany, system, worldview, and myth/metaphor, each distinct from the one above it (the myth is a metaphor, not a restated system claim).
• The worldview layer asks whose worldview is privileged and surfaces competing readings, rather than converging on one authoritative cause.
• The deep metaphor is deliberately changed, and the reconstruction is actually performed - a transformed worldview, a reconstructed system, and a reconstructed litany all follow from the new metaphor. (A descent with no reconstructed myth is not CLA.)
• The deep readings are framed as interpretive and contestable, not presented as “the real myth” discovered as fact.
• The output stops at the reframe; it does not masquerade as a forecast, a ranking, or a decision, and it does not over-complicate by inventing profundity where none exists.
• The output is the four-layer matrix artifact, not prose.
• No overclaiming: the evidence is conceptually-plausible-but-untested and transferred; claim a reframing aid that forces the descent past litany/system into worldview and myth and forces the reconstruction step a forward-only model skips, not a measured improvement in outcomes (see evidence/dossier.md).

Evidence

Tier C (governing; conceptually plausible but under-tested). CLA is a real, named, well-lineaged futures-studies method with a 25-year literature (Inayatullah 1998) and a substantial body of applied case studies across foresight, policy, health, and community settings (the CLA Reader, 2004; Bishop, Dzidic and Breen 2013), taught and used by serious institutions. As a structured way to surface and rewrite the worldview and myth beneath an issue, it is coherent and, in practitioner judgment, useful. What the record does not support: there is no controlled or comparative study measuring CLA against any other method on any outcome - not decision quality, not the novelty or usefulness of the futures it generates, not policy results. The published evaluations are illustrative, not experimental; Bishop, Dzidic and Breen explicitly “make no claims about empirical testing.” Grading CLA above C by borrowing the robustness of adjacent systems-thinking tools would be exactly the transferred-evidence laundering this library exists to prevent, and CLA’s distinguishing layers (the poststructuralist deconstruction and the myth reconstruction) are the least empirically examined parts of the foresight toolkit. Transfer caveat: every source is human futures-and-policy practice - workshops, case write-ups, theory; there is no study of CLA performed by or with an AI agent, and none of whether an agent-produced layered analysis improves a human’s reframing. The evidence is transferred from human practice and not validated for AI-augmented use; the honest agent value is a process benefit - it forces the descent past the litany and system level into worldview and myth, and forces the reconstruction step a forward-only model skips - which does not depend on any unproven outcome claim. Full grading, sources, and caveats: evidence/dossier.md.

Examples

See references/EXAMPLE.md for a completed four-layer matrix on a real, contested decision.

Deep dive: worked example

A full worked run (the shared Northwind scenario)

Causal Layered Analysis - Four-Layer Matrix - Worked Example

A completed run of the causal-layered-analysis skill on a real, contested, framing-stuck issue. This is the quality bar a generated matrix should meet.

Uses the shared recurring company (Northwind, a B2B SaaS) so examples across skills read as one coherent product. The bare decision “should Northwind launch a self-serve free tier?” is the wrong shape for CLA - that is a choice to be decided, not a stuck framing, and it routes to think-scenario-planning (model the external worlds) or a decision tool. CLA is applied here to the contested, value-laden, recurring issue underneath that decision: the company has fought about “free vs paid” for two years, every round re-runs the same litany and system arguments, and the real disagreement is a clash of worldviews about what Northwind is for. That is the framing-stuck condition CLA exists to break. See docs/internal/AUTHORING.md.

The worldview and myth readings below are interpretations offered as one reading among several, not facts. The deliverable is the reframe - the changed deep metaphor and the preferred-future stack it implies - not a forecast and not a decision.

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Issue and fit

• Issue: Northwind has argued “free self-serve vs sales-led paid” for two years; every planning cycle re-opens the same fight and nothing settles, because the two camps are not really disagreeing about numbers.
• Why CLA fits: The issue is contested, value-laden, and long-horizon, and the framing is what is stuck - both sides have exhausted the litany (the metrics) and the system (the go-to-market mechanics), and the live disagreement is a worldview clash about what the company is for. It is not a simple, technical, or single-cause problem, and the goal here is to open a different way of seeing it, not to optimize this quarter’s funnel.
• Whose framing is in play: Growth/product-led-growth advocates (“Northwind should be adopted, not sold”) versus the sales-led/enterprise camp (“Northwind earns trust and revenue through relationships and accountability”). CLA surfaces that the official “free vs paid” litany belongs mostly to the growth camp’s framing.

The four-layer matrix

Layer	Current - the “used future”	Reconstructed - the preferred future
Litany	”Self-serve free tiers are how modern B2B software wins. Our competitors have one; our CAC is too high; bottoms-up adoption is the future and we are behind.” The visible, repeated, “everyone knows” account, framed entirely as a growth-mechanics gap.	”Northwind helps a team get to a trustworthy first result fast, and then earns the right to do more with them. Whether the first touch is free or guided is a delivery detail of earned trust, not the identity of the company.” The surface conversation shifts from “free vs paid” to “how do we earn trust fastest for each kind of buyer.”
System	Pricing tiers, CAC/LTV models, funnel-conversion targets, a sales org compensated on closed ARR, and a roadmap prioritized by what closes deals. The structures quietly assume the current answer must be a single company-wide motion (all-in self-serve OR all-in sales-led).	Two coexisting, instrumented trust-to-value paths (a self-serve path for fragmented bottom-up teams, a guided path for gatekept enterprise buyers), comp and roadmap restructured to reward time-to-trusted-result rather than only closed ARR, and the “single motion” assumption dropped.
Worldview / discourse	Privileged worldview: growth-as-identity - “a modern software company is a self-serve growth machine; sales-led is legacy.” The crowded-out worldview: stewardship/accountability - “we are responsible for outcomes we are paid for; trust is earned through relationship, not just product.” The fight feels unwinnable because each side is defending an identity, not a tactic.	A reconciling worldview: Northwind is in the business of earning trust to a result, and self-serve and sales-led are two instruments of that one purpose, chosen by buyer context. Neither identity is “legacy”; both serve the same deeper commitment.
Myth / metaphor	The used-future metaphor: “the funnel” - users are undifferentiated volume poured in the top and converted at the bottom; growth is a plumbing problem. (Offered as one reading; an alternative deep metaphor in play is “the fortress,” the enterprise camp’s image of revenue defended by relationships.)	The deliberately changed metaphor: “the trusted guide” - Northwind walks alongside a team from first contact to a result it can vouch for. A guide can meet a stranger on the trail (self-serve) or be hired for an expedition (sales-led); the relationship, not the plumbing, is the point.

The anchor: the changed deep metaphor

• Old metaphor (used future): “the funnel” - users are volume to be poured in and converted; the company is a growth machine, and the whole fight is which machine to build.
• New metaphor (preferred future): “the trusted guide” - Northwind earns trust to a result and walks alongside the buyer, by whichever path suits them.
• Why this change: the funnel forces a single-motion either/or (“are we a self-serve machine or a sales machine?”); the guide dissolves the either/or, because a guide naturally works both with strangers on the trail and with hired expeditions - which makes “free vs paid” a delivery choice per buyer rather than a war over the company’s identity.

Reading order and integrity check

• Read down the current column first (litany to myth), then change the metaphor (“the funnel” to “the trusted guide”), then reconstruct up the preferred column (new myth to new litany). Each preferred-future layer above follows from the trusted-guide metaphor, not from the old funnel stack.
• Contestability note: “the funnel” is one reading of Northwind’s deep story; the enterprise camp’s lived metaphor is closer to “the fortress” (revenue defended by relationships). Naming both, rather than declaring one “the real myth,” is the point - the reconstruction works by offering a third metaphor that both camps can recognize themselves in, not by proving one side’s metaphor true.
• Scope note: this matrix reframes the stuck issue; it does not decide whether to launch the free tier, forecast its uptake, or rank the options. Once the framing has shifted from “which identity wins” to “how do we earn trust fastest per buyer,” the actual launch decision is handed to a decision or scenario tool (think-scenario-planning for the external worlds, a decision method for the choice).

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Note how this differs from its neighbors on the Northwind universe. think-iceberg-model would descend to find the structures and the mental models causing a recurring problem and pair each with an intervention - a single diagnosis aimed at a leverage point. think-scenario-planning would build four external worlds Northwind does not control and stress-test the free-tier bet across them. think-frame-creation would abduce one fresh standpoint for the whole problem. CLA does none of these: it reads the issue as a text at four depths with competing readings, refuses a single true cause, and then rebuilds upward from a deliberately changed civilizational metaphor into a preferred-future stack. The deliverable is a reframe anchored by a new myth - not a diagnosis, not a set of external futures, not a single new frame, and not a decision.

Grounding: the full evidence dossier

What the research does and does not show, with graded sources

Evidence Dossier: Causal Layered Analysis

The single source of truth for the causal-layered-analysis skill. The SKILL.md, the sidecar (skill.meta.yml), and the eval cases all derive from this file. If a claim is not here, it does not belong in the skill. Promoted from frameworks/_proposed/causal-layered-analysis/dossier.md and admitted as a Build at tier C.

Skill	thinking-framework-skills.causal-layered-analysis (installable name think-causal-layered-analysis)
Family	systems-and-consequences
Evidence tier	C governing (conceptually plausible but under-tested; honest split read C/P, capped at C - see “What the evidence shows”)
Confidence	Moderate that forcing a descent past litany/system into worldview and myth, and a deliberate reconstruction, reframes a stuck issue; low-to-none that any specific outcome effect (decision quality, novelty of generated futures) is measured or transfers to agents
Status	draft (admitted as a Build from the v0.5.0+ catalog work; honors the catalog’s prior cand / build / C tag)

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1. The mechanism (what actually does the work)

Causal Layered Analysis (CLA) is a futures-studies method that reads an issue at four vertical depths and then rebuilds it. Sohail Inayatullah introduced it explicitly as a futures research technique in 1998 (“Causal Layered Analysis: Poststructuralism as method,” Futures), building on Richard Slaughter’s earlier observation that futures studies operate at different epistemic levels. The four layers descend from surface to depth:

1. Litany - the official, unquestioned, most visible account of the issue: the headline numbers, the accepted problem statement, the “everyone knows” framing.
2. System / social causes - the systemic and structural explanation: the policies, economics, institutions, and short-term causes that the litany rests on, the level at which most policy analysis operates.
3. Worldview / discourse - the deeper, often unconscious ideological and paradigmatic assumptions, and the competing discourses, that make the system feel natural - and, critically, whose worldview is being privileged.
4. Myth / metaphor - the unconscious, emotive, civilizational story and archetype underneath it all, carried in a guiding metaphor rather than a proposition.

Two features make CLA a distinct apparatus rather than a generic “go deeper” prompt, and the honest description has to foreground both because they are what separate it from a systems-thinking iceberg.

First, the stance is poststructuralist deconstruction, not single-cause diagnosis. CLA does not descend to find the true structure and the real mental model that cause a recurring problem; it treats the issue as a “text” to be read, asks what each layer makes visible and what it hides, and surfaces competing worldviews and discourses (whose litany, whose system, who benefits from this framing). It deliberately refuses to converge on one authoritative causal account.

Second, and decisively for this library, CLA does not stop at a downward reading. After deconstructing the four layers, it moves back up and reconstructs - rewriting each layer into an alternative: a new myth/metaphor (Inayatullah’s healthcare example replaces a paternalistic story with “the patient will see you now” or “I am an expert of my body”), a transformed worldview, then a reconstructed system and litany that follow from the new deep story. The deliverable in practice is a layered matrix that holds the current (“used future”) reading of each layer beside one or more reconstructed (preferred / alternative) readings of each layer, so the four-row table becomes a set of alternative futures anchored by a deliberately changed metaphor. The point of the method, in Inayatullah’s own words, “is not in predicting the future but in creating transformative spaces for the creation of alternative futures.”

The output the skill must emit is this four-layer matrix: litany / system / worldview / myth down the side, the current “used future” reading beside a reconstructed preferred-future reading across, with the deliberately changed deep metaphor named as the anchor of the reconstruction.

2. Lineage

CLA is the work of Sohail Inayatullah (b. 1958), a Pakistani-Australian futures-studies scholar; he introduced it explicitly as a method in “Causal Layered Analysis: Poststructuralism as method,” Futures 30(8) (1998): 815-829, and it is the central method of his practice at Metafuture (with Ivana Milojevic). Its proximate root is Richard A. Slaughter, whose “Probing Beneath the Surface” (Futures, 1989) and 1990 World Futures Studies Federation presentation framed futures studies as operating at levels from litany to epistemology - the typology Inayatullah turned into a method; the deconstruction stance is poststructuralist (Foucault, Derrida) by acknowledged design. For the canonical collection of theory plus applied case studies, see The Causal Layered Analysis (CLA) Reader (Inayatullah, ed., Tamkang University Press, 2004) and its successor CLA 2.0 (Inayatullah and Milojevic, eds., 2015).

CLA is a generic descriptive method name in common scholarly use - no trademark - so this entry is documented descriptively with attribution to Inayatullah (and the Slaughter lineage), not flagged as branded. The attribution string credits Sohail Inayatullah (with the Slaughter lineage).

3. What the evidence shows, and what it does NOT show

The honest grade is C (conceptually plausible but under-tested), and this dossier confirms the catalog’s prior C tag rather than overturning it. The split read is C/P and it is capped at C, because CLA lacks even the broad descriptive practitioner base that would justify a P: it is a critical-theory method documented through theory papers and illustrative case studies, with no controlled, comparative, or outcome evidence on the move it actually performs.

What the record supports. CLA is a real, named, well-lineaged method with a 25-year literature in futures studies and a substantial body of applied case studies across foresight, policy, health, and community settings (the CLA Reader, Inayatullah ed., 2004, collects the canonical set; Bishop, Dzidic and Breen 2013 is a representative single-workshop application). It is taught and used by serious institutions (UNDP and UN foresight toolkits include it). As a structured way to surface and rewrite the worldview and myth beneath an issue, it is coherent and, in practitioner judgment, useful.

What the record does NOT support, and the trap to avoid. There is no controlled or comparative study locatable that measures CLA against another method on any outcome - not decision quality, not the novelty or usefulness of the futures it generates, not policy results. A targeted search for a controlled experiment, randomized trial, or quantitative effectiveness comparison on CLA returned only generic causal-inference methodology and nothing on CLA itself. The published evaluations are illustrative: Bishop, Dzidic and Breen (2013) present a 17-farmer workshop “as an example” and explicitly “make no claims about empirical testing of CLA’s effectiveness … do not report comparative outcomes or controlled evaluations.” Even the method’s own author lists limitations (analysis paralysis, over-complication of simple issues, and a risk of dampening creativity by categorising reality). To grade CLA P or above by borrowing the robustness of adjacent systems-thinking tools, or of foresight in general, would be exactly the transferred-evidence laundering this library exists to prevent: those tools did not test this move, and CLA’s distinguishing layers (the poststructuralist deconstruction and the myth reconstruction) are the least empirically examined parts of the foresight toolkit. The conservative governing grade is therefore C: conceptually rich, lineage-strong, application-documented, effectiveness-untested.

4. Transferred-evidence flag (required honesty for this library)

Every source above is human futures-and-policy practice - workshops, case write-ups, and theory. There is no study of CLA performed by or with an AI agent, and none of whether an agent-produced layered analysis improves a human’s reframing or future-building. The evidence is transferred from human practice and not validated for AI-augmented use; treat the agent value as “forces the descent past the litany/system level into worldview and myth, and forces the reconstruction step a forward-only model skips,” which is a process benefit that does not depend on any unproven outcome claim. The skill ships honestly as a C-tier reframing aid with a hard “this is not a forecast, a ranking, or a decision” wall, and with the deep readings always marked as contestable interpretations rather than discovered facts.

5. When it works / when it fails (drives the eval negative cases and “When NOT to Use”)

Works best when:

• The issue is stuck because the framing is stuck - the official litany and the system explanation have been argued to exhaustion and the disagreement is really about clashing worldviews and the unexamined story underneath.
• The goal is to open up genuinely different futures rather than to optimize the current one.
• The question is contested, value-laden, long-horizon, civilizational, or cultural - and you suspect the deep metaphor (“growth is health,” “the market knows best,” “the user is a passive funnel”) is doing more work than any number in the litany.

Fails or misleads when (poor-fit / anti-patterns):

• The problem is simple, technical, or single-cause. Inayatullah himself warns that CLA can over-complicate relatively simple issues; forcing a myth/metaphor layer onto a logistics bug or a one-off failure manufactures false profundity. A method whose deepest layer is civilizational narrative is the wrong tool for “the deploy is failing.”
• You need a forecast or a decision. CLA is explicitly not predictive and not a ranking or option-evaluation method. Inayatullah cautions it is best used with other methods (emerging-issues analysis, visioning, scenarios) and that it can induce “a paralysis of action” - too much time problematizing, not enough designing the next move. Reach for it to reframe, then leave it for the decision.
• The reconstruction is skipped. Run only as a downward descent, CLA collapses into a four-box depth diagram and loses the one thing that distinguishes it - the up-the-layers rewrite into an alternative future. A descent with no reconstructed myth is just a heavier iceberg.
• The deconstruction is treated as objective truth. CLA’s worldview and myth readings are interpretive and contestable by design (that is the poststructuralist point); presenting “the real myth” as a discovered fact, rather than one reading among several, betrays the method and invites confident nonsense.

6. Distinctness (why this is a Build, not a Fold or a Recipe)

The Build burden is to name one distinct, durable cognitive move CLA adds, name the artifact it emits, and prove no shipped skill (or short chain) already produces that move above the ~20% overlap ceiling - against an unusually close neighbor, because the foresight literature itself draws CLA as an iceberg.

The decisive comparison is think-iceberg-model (HIGH overlap, the near-twin). Both are four-level vertical descents whose deepest level is about beliefs, and the surface mapping is genuinely close: litany/system sit near event/pattern/structures, and worldview sits near “mental models.” If CLA were only a descent, it would fold here. It is not, on three load-bearing axes that together carry well over a fifth of its mechanism outside the iceberg:

1. Reconstruction into alternative futures (the distinct move the iceberg does not have). The iceberg descends to diagnose - it pairs each level with a candidate intervention and stops at a downward reading aimed at a leverage point. CLA descends and then rebuilds upward: it rewrites the myth/metaphor into a new guiding metaphor and propagates a transformed worldview, system, and litany, producing a set of alternative futures, not a single intervention plan. No shipped skill performs this layered upward rewrite. think-iceberg-model is diagnostic-only; think-futures-wheel maps consequences forward from one change (no layers, no worldview); think-frame-creation abduces a single new standpoint for the whole problem (not a four-layer descent-and-rebuild, and it does not rewrite a civilizational myth); think-scenario-planning builds external 2x2 futures from critical uncertainties (it does not deconstruct the narrative/myth layer of one issue). The reconstructed-myth-to-alternative-futures matrix is genuinely uncovered ground.
2. Poststructuralist multiple readings vs single-truth diagnosis. The iceberg seeks the structures and the mental models that cause a recurring problem. CLA refuses a single causal account on purpose: it surfaces competing worldviews and asks whose litany this is and what each framing hides. That deconstructive stance is a different epistemology, not a stylistic variant, and it is absent from the iceberg. (It overlaps in spirit with think-boundary-critique’s “whose framing” question and think-parallel-perspectives-review’s multiple standpoints, but neither performs the four-layer descent-and-rebuild.)
3. The object of the deepest layer. The iceberg’s floor is stated beliefs and assumptions (“mental models”), surfaced to find leverage. CLA’s floor is unconscious, emotive, civilizational narrative and archetype, surfaced as a metaphor and then deliberately rewritten. Different object, different output.

It also survives the recipe test. The tempting chain is “run think-iceberg-model, then run think-frame-creation or think-assumption-reversal on the bottom layer,” but that chain does not produce CLA’s artifact: think-frame-creation yields one abductive standpoint, not a coherent rewrite of four stacked layers into an alternative future governed by a changed myth; think-assumption-reversal negates premises to generate options, not a transformed deep narrative. The integration - deconstruct four layers as competing readings, then reconstruct all four into alternative futures anchored by a new metaphor - is a single apparatus, not the emergent by-product of any nameable sequence of shipped moves. So it is Build, not Recipe, and Build, not Fold - held honestly at tier C, because the descent half is close to the iceberg and the distinguishing reconstruction-and-deconstruction half is exactly the part with the weakest evidence.

(think-three-horizons ships in this same catalog and is the nearest foresight neighbor, but on a different axis: three-horizons layers by TIME (a declining present, a contested transition, an emerging future), whereas CLA layers by EPISTEMIC DEPTH (litany, system, worldview, myth). One reads when along the path, the other reads how deep the framing goes; they share the foresight family but neither performs the other’s move, so they do not collapse - route a temporal-transition question to think-three-horizons and a deconstruct-the-deep-narrative question here.)

Distinctness resolution (2026-06-10, post-review). An adversarial review flagged the iceberg overlap as a ship-risk: the descent setup is genuinely close, which this dossier discloses rather than hides. The flag is resolved as keep, at tier C, on this honest reasoning. CLA cannot cleanly fold into think-iceberg-model, because the iceberg is diagnostic-only and produces neither the upward layer-by-layer reconstruction nor the current-vs-reconstructed matrix - a fold would bury a move and an artifact the target does not have. It cannot cleanly become a recipe, because (per the recipe test above) no fixed chain of shipped skills reassembles the four-layer reconstructed-futures matrix. The shared mechanism is the descent setup (roughly the first half of the procedure, and within that half close to the iceberg); the distinguishing half - the layered upward reconstruction anchored by a deliberately changed metaphor, and the matrix it emits - is unsubsumed by any shipped skill or short chain. The honest disposition for a method with a genuinely distinct artifact and move but a shared setup is a Build held at C with the overlap fully disclosed, not the deletion of a working, distinct-output skill. A maintainer who raised the overlap ceiling could reopen this; on the current ~20% bar, the distinct reconstruction half carries it.

7. Excluded figures

No primary-source effect size or quantified-effectiveness statistic for CLA was located, so none is reported here and none influences the grade. The frequently repeated workshop-format descriptor (“works best with five to a few dozen participants”) is a facilitation guideline, not a measured effect, and is treated as such. The recurring teaching image that “CLA is an iceberg with layers” is a pedagogical analogy from the foresight literature, not evidence of equivalence or of effect; it is addressed in the distinctness section above and is not counted toward the grade.

8. Sources

Named sources

• Sohail Inayatullah, “Causal Layered Analysis: Poststructuralism as method,” Futures 30(8) (1998): 815-829. The foundational paper introducing CLA as a futures research technique; a theory/method paper, not an empirical study. Establishes the four layers and the deconstruction-reconstruction process. Foundational / practitioner. (C/P)
• Sohail Inayatullah (ed.), The Causal Layered Analysis (CLA) Reader: Theory and Case Studies of an Integrative and Transformative Methodology (Tamkang University Press, 2004). The canonical collection of CLA theory and applied case studies; case-based and illustrative, not controlled. Practitioner / case studies. (C)
• Brian J. Bishop, Peta L. Dzidic & Lauren J. Breen, “Causal layered analysis as a policy methodology,” Global Journal of Community Psychology Practice 4(2) (2013). A single 17-farmer CLA workshop presented “as an example”; the authors explicitly make no claims about empirical testing and report no comparative outcomes. Cited to show the evidence base is illustrative, not experimental. Case study. (C)
• Sohail Inayatullah, “Causal Layered Analysis Defined” (Metafuture, 2014) and “Causal layered analysis - Deepening the future.” The author’s own working description of the up-down movement and the reconstruction of a new myth/metaphor (the “the patient will see you now” / “I am an expert of my body” examples). Practitioner / primary doctrine. (C)
• Richard A. Slaughter, “Probing Beneath the Surface,” Futures 21(5) (1989). The levels-of-futures typology that prompted CLA; lineage, not evidence for CLA’s effectiveness. Foundational lineage. (C)
• Wikipedia, “Causal layered analysis.” Used to confirm the foundational citation (Inayatullah 1998, Futures 30(8): 815-829), the four-layer definitions, and the author-acknowledged limitations; secondary, corroborating only. Reference. (not graded)

Excluded under the evidence rule: no primary-source effect size or quantified-effectiveness statistic for CLA was located, so none is reported and none moves the grade; the “five-to-a-few-dozen participants” workshop guideline is a facilitation descriptor, not a measured effect; and the foresight literature’s habit of drawing CLA as “an iceberg with layers” is a teaching analogy, addressed in the distinctness section, not counted as evidence.