Statement: power-law decay of the buffer-stock consumption gap (Stage A: ψ≡1)
Status: candidate theorem set with proof draft (stage_A_proof.md). Every claim carries its
ledger status from 00_THEOREM_PLAN.md. Notation follows Carroll’s buffer-stock papers
(BST). Lemmas are cited by number
(L0, L1, …, from the proof documents); primes (e.g. L9′) mark strengthened variants.
Reading this for the first time? Start with final_proof_myst — the
synthesis presentation of record (backward-induction spine, §2; the compactified
boundary-fixed-point core re-cast as one of its four rigor engines, §5; full economics
literature fabric, BST terminology, illustrative figures on HAFiscal’s estimated
calibrations); it imports every proof body by reference from the four proof documents.
1. Model and assumptions¶
A consumer solves the infinite-horizon income-fluctuation problem
max E₀ Σ_{t≥0} β^t L^t · Γ_t-normalized CRRA utility, u(c) = c^{1−ρ}/(1−ρ) (ρ>0; ρ=1 is log),in permanent-income-normalized form: given market resources m > 0 (beginning of period,
including current income), choose consumption c ∈ (0, m] (equivalently end-of-period assets
a = m − c ≥ 0), with next-period normalized resources
Assumptions.
(A1)
u′(c) = c^{−ρ},ρ > 0.(A2) Constant gross return
R > 0, constant permanent-income growth factorΓ > 0, discount factorβ ∈ (0,1). (Survival probabilityL ∈ (0,1]may be folded intoβ; see Remark 9.)(A3)
{θ_t}i.i.d.,E[θ] = 1,σ² := Var(θ) ∈ (0, ∞), with bounded supportsupp θ ⊆ [θ_min, θ_max],0 ≤ θ_min < 1 < θ_max < ∞— the bounded-support, mean-one transitory clause of BST’s Friedman–Muth income process (Assumption 1). (In BST the zero-income eventθ = 0w.p.℘ > 0is part of the maintained income-process assumption; hereθ_min = 0is permitted throughout, the results of §§2–4 hold with or without the atom, and §5’s constraint-end results require the worst-atom mass℘ > 0, which enters the maximal MPCκ̄ = 1 − ℘^{1/ρ}Þ_Rdirectly. For unbounded θ see Remark 8. Primitive form, per BST: when the zero-income event is active the transitory draw is TWO-PART — first the unemployment state (probability℘, income 0), then, if employed, the employed shock on its strictly positive support, scaled soE[θ] = 1unconditionally; the one-part mixture stated above is the derived marginal law, interchangeable in every expectation. The simulation machinery draws two-stage, and newborns’ first period uses the employed branch with the UNSCALED mean-one draw — see the ergodic-coverage companion.) No permanent shocks:ψ ≡ 1(Stage A).(A4) FHWC (finite human wealth):
ℛ := R/Γ > 1.(A5) RIC (return impatience):
Þ_R := (βR)^{1/ρ}/R < 1; writeκ̲ := 1 − Þ_R ∈ (0,1).(A6) GIC (growth impatience):
Þ_Γ := (βR)^{1/ρ}/Γ < 1. (NoteÞ_Γ = ℛ·Þ_R; under FHWC, GIC neither implies nor is implied by RIC.) — Not needed for the forcing floor (stage-A Lemma 6.1).(A0) The problem admits a unique solution
c: (0,∞) → (0,∞)with the standard properties (continuous, strictly increasing,0 < c(m) ≤ m; Euler equation with equality wherevera(m) > 0;cis the globally-stable fixed point of the Coleman–Reffett operator). [PROVEN-CITED: under A1–A6 the conditions FVAC and WRIC of Carroll (Theoretical Foundations of Buffer Stock Saving, Quantitative Economics; henceforth BST) hold —stage_A_proof.md§1 shows GIC+FHWC ⟹ FVAC and RIC ⟹ WRIC — and existence/uniqueness/stability also follow from Li–Stachurski 2014 JEDC / Ma–Stachurski–Toda 2020 JET 187 (CITE-CHECK on the exact hypothesis mapping is flagged in the ledger).]
Derived objects.
h := 1/(1−ℛ⁻¹) = R/(R−Γ) (normalized human wealth, current income included — BST eq-HDef)
w̄ := b + h (perfect-foresight total wealth, human and market — the PF agent's wealth)
c̄(m) := κ̲·(m−1+h) = κ̲·w̄ (BST's perfect-foresight consumption function eq-cFuncPFUnc; the asymptote)
x(m) := c̄(m) − c(m) = κ̲·(m−1+h) − c(m) (THE GAP — precautionary saving; x ≥ 0 by the forcing floor (stage-A Lemma 6.1)/L2; the gap g(w̄) := κ̲·w̄ − c(m(w̄)) = x(m(w̄)) is the same quantity in the PF-wealth coordinate)
þ_g := ln Þ_Γ (the log growth-patience rate, NEGATIVE under GIC, so −þ_g = ln(1/Þ_Γ) > 0 is the per-period descent rate — the log-ladder step)
q_∞ := ln(ℛ)/(−þ_g) > 0 (the transitory-only Kesten root, eq. (E0) of the derivation)Here h is BST’s human wealth
(eq-HDef): its PDV series starts at
the current period’s income, so the future-income-only quantity, where genuinely needed, is h − 1.
w̄(m) := b + h = m − 1 + h is perfect-foresight total wealth (human and market) — a
function of the state, not a constant — viewed at the decision moment after this period’s
returns have been realized on the kapital saved last period (BST’s k_t = a_{t−1};
b = ℛ·k at ψ ≡ 1 — BST’s bank balances). The bar marks an upper-bound
object, matching BST’s own perfect-foresight bound c̄(m) = (b + h)κ̲
(eq-cFuncPFUnc) and the
overbar-signifies-an-upper-bound convention (as in κ̲, the lower bound); w is unused in
BST, so there is no clash. The symbol x denotes the consumer’s precautionary saving — the
eXtra saving induced by precaution: the shortfall of consumption below the perfect-foresight rule,
x(m) := c̄(m) − c(m); the gap g(w̄) := κ̲·w̄ − c(m(w̄)) carries the same quantity in the
PF-wealth coordinate, w̄(m) := b + h (with b = m − 1, BST’s bank balances).
q_∞ is equivalently the unique positive root of Þ_Γ^{−q} = ℛ — the ψ≡1 case of the eigenvalue
equation (E): E[ψ^{1+q}] = ℛ·Þ_Γ^q.
2. Results¶
3. Stage B: permanent shocks — the Kesten channel proper. [ATTEMPTED PROOFS in stage_B_proof.md; supersedes the former Conjecture B. Statuses per result; algebra machine-verified in verify_algebra_B.py]¶
Model: m_{t+1} = (R/(Γψ_{t+1}))a + θ_{t+1}; normalized Euler c^{−ρ} = Þ_Γ^ρE_t[ψ_{t+1}^{−ρ}c(m_{t+1})^{−ρ}].
Assumptions: A1–A2; (B-A3) (ψ,θ) i.i.d., ψ ⊥ θ, E ψ = E θ = 1,
supp ψ ⊆ [ψ_min, ψ_max] ⊂ (0,∞) (ψ_min > 0), supp θ ⊆ [0, θ_max] (zero-income atom
permitted, as in A3), nondegeneracy σ_B² := Var(ψ(θ+h−1)) = E[ψ²]σ_θ² + h²σ_ψ² > 0; FHWC+RIC+GIC;
(B-A0) existence for the ψ-model (BST route; FVAC^ψ βΓ^{1−ρ}E[ψ^{1−ρ}] < 1 — genuinely
stronger than FVAC, assumed, finite since ψ_min > 0); (B-NA) (only for Thm B2) the
step S := ln(ψ/Þ_Γ) is non-arithmetic: supp S ⊆ λℤ for no λ > 0. [Restated per
review RB3: the first draft’s “ln ψ non-arithmetic” was the wrong object — RB3’s solved
counterexample ψ = Þ_Γe^{±0.2} satisfies it while the walk is arithmetic (span 0.2) and the
KRT fails. Any ψ with a density satisfies (B-NA); sufficient Þ_Γ-free version: ln ψ in no
shifted lattice a + λℤ.] κ̲ and h are UNCHANGED by ψ (the ψ-weights cancel in the limiting-MPC
computation; E ψ = 1 in human wealth); q_∞ = the unique positive (E)-root
E[ψ^{1+q}] = ℛÞ_Γ^q (Lemma A5, already ψ-general, with the corrected tilted mean 𝔏′(q_∞)).
Master identity (machine-verified): ψ_{t+1}w̄_{t+1} = Þ_Γw̄ + W_{t+1} + ℛg(w̄) with
W := ψ(θ+h−1) − h, E[W] = 0, Var(W) = σ_B² — permanent shocks force the gap through
human-wealth revaluation (the h²σ_ψ² term), and the ψ^{−ρ} Euler weight cancels the
rescale Jacobian exactly, so Stage-A’s linearization bookkeeping carries over verbatim.
Side conditions and the discretized-ψ bridge (§B9)¶
E[ψ^{1+q_∞}|ln ψ|] < ∞, E[ψ^{−ρ}] < ∞: trivial under (B-A3); stated and moved past.
(B-NA) for computational (discrete) ψ [criterion CORRECTED per reviews RB3/RB4 — the first
draft’s version was wrong in both directions]: the condition is on the step values
s_i := ln ψ_i − þ_g — an N-atom ψ is arithmetic iff all s_i lie in one lattice λℤ
(equivalently: all pairwise ratios s_i/s_j rational); it involves Þ_Γ, not the ψ-atoms alone.
Consequences: a 2-atom ψ is arithmetic iff s₁/s₂ ∈ ℚ — generically FALSE (the old
“always arithmetic for 2 atoms” is retracted); incommensurable log-atom DIFFERENCES are
sufficient for non-arithmeticity, never necessary; where genuinely arithmetic, the span is
the gcd-type generator of the {s_i} (S = ±λ has span λ, not |ln(ψ₁/ψ₂)| = 2λ) and w̄^{q_∞}x
carries a span-periodic prefactor — now a THEOREM (B2-arith above), with the prefactor
explicit: P_B = (λ/𝔏′)Σ_mF̂(·+mλ). Its SIZE is expected ≈ e^{−α/span}-small by the R3
law, and RB3’s solved true-lattice case measured < 1e-7 at span 0.2 (≥ 3 orders below the
naive transfer) — the size bound remains the open L9′(b)-analogue. Numerics may treat A as
constant; a theorem for a specific discretization checks the s_i ∈ λℤ condition and, where
arithmetic, applies B2-arith. (L9′ itself is a separate queue item.)
4. Remarks¶
(What is new.) The literature proves
c(m)/m → κ̲andc′(m) → κ̲(BST lemma-MPCBoundsConvg; Ma–Toda 2022 JMathE, vol. 98 art. 102562, under regularly-varying u′) and the dual wealth-tail Pareto exponents (Beare–Toda 2022 ECMA; MST 2020 JET Thm 3.3 (CITE-CHECK number); Stachurski–Toda 2019 JET), but no rate or form for the primal gap. Even the LEVEL convergence x → 0(our L3) appears not to be stated in the literature (the ratio and derivative limits do not imply it); it falls out of the gap equation in two lines.(Primal ≠ shadow of dual.) At ψ≡1 with bounded θ under GIC, the ergodic wealth distribution has compact support (the wealth recursion is a contraction with bounded innovations), so there is NO wealth Pareto tail — yet the consumption gap is a power law. The two power laws are distinct objects sharing a root family: dual root
E[(Þ_Γ/ψ)^ζ] = 1(no positive root at ψ≡1) vs primal rootE[ψ^{1+q}] = ℛ·Þ_Γ^q(root exists at ψ≡1 thanks to the level ℛ > 1).(Where the power law comes from.) The gap equation’s rescaling
w̄ ↦ Þ_Γw̄ + O(1)is multiplicative; inln w̄it is a random-walk/renewal structure — so the decay is a power law, not an exponential, which would require additive-in-mdynamics, i.e.Þ_Γ = 1, the GIC knife-edge (Cor. A4.4). This is the rigorous version of the derivation’s §2.(Sharpness of A1’s constants.) The σ² in the lower bounds is sharp in order: as σ² → 0 the model degenerates to PF and
x ≡ 0. After the R2 F-3 repair, thew̄^{−q_∞}lower bound in (ii) carries its σ² explicitly (the ladder base is priced by the forcing floor’sc₋σ²/y_bdry— stage-A Lemma 6.1 — rather than by qualitative strict-Jensen positivity), so the σ²-degeneration of the (ii)-constant is now a formula, not an allusion to boundary data.(Both constraints allowed.) The artificial constraint a ≥ 0 is assumed for concreteness; with the natural borrowing constraint (θ_min > 0) all statements hold verbatim above the respective
m̄— the asymptotics never see the constraint directly (excursion bound), only through the boundary data (hence throughPand the q_∞<1 constants, NOT through q_∞ or B).(Fine structure of P — factored out; NOT required for any theorem here.) Whether
Pis constant and how large its oscillation is are refinements owned by the standalone appendixperiodic_factor_fine_structure.md. In brief: “P constant” is numerically REFUTED (R3,osc(P)/P̄ ≈ e^{−α/(−þ_g)}, α ≈ 0.8–1.2) and reduced (via Theorem B2-arith at ψ≡1) to the explicit criterionc_k(P) = (−þ_g)^{−1}F̂^(2πk/(−þ_g)); generic (a.e.) non-constancy is a theorem, universal is probably false (tiling obstruction). The oscillation SIZE has a PROVEN unconditional linear boundosc(P) ≤ (−þ_g)·TV(P′)/6(⟹ effective constancy at the estimated calibrations’ −þ_g, extrapolated ~10^{−10}–10^{−41}, which is all the application needs) and an open sharp exponential boundosc(P) ≤ Ce^{−c/(−þ_g)}(reduced to strip-analyticity of F̂,c = 2πwwithwthe analyticity-strip half-width — a local symbol, not the perfect-foresight-wealth coordinatew̄— measured þ_g-independentw ≈ 0.15). None of this is consumed by A1/A2/A3, B1–B3, B-res, the forcing floors, or the HAFISCAL/HARK application.(Effective, not practically tight — rephrased per review R2 F-8.) All upper/lower bounds are effective: every constant is an explicit function of
(ρ, β, R, Γ, θ_min, θ_max, σ²)via the proof’s threshold (writtenx₀in the proof documents; ourw̄₀— the proof documents write the wealth coordinate asx = m + hand the gap asg(x); theirg(x)is ourg(w̄)),C₀,K̂(no compactness or soft arguments anywhere in L2–L11). But the compounded constants are astronomically conservative (R2 measured e.g.Π̄ = e^{K̂S̄} ≈ 1e14at case A, giving upper constants ~19 orders above truth; the F-3-explicit q_∞<1 lower constant costs ~9 orders), so the finite-w̄ BOUNDS are practically vacuous on estimation grids. What is practically meaningful is the ORDER content plus the tight local up/down ladder inequalities (the displays tagged(five-up)/(five-dn)infinal_proof.md; MyST labelseq-five-up/eq-five-dninfinal_proof_myst.md), which hold at their design tightness1 + K̂/w̄(R2’s audit). The effectiveness claim is about the absence of soft steps, not about usable finite-w̄ error bars.(Unbounded θ.) L4′ (Lemma 5.3): if
supp θis unbounded (θ ≥ 0) butE[θ^k] < ∞for somek > max(1, q_∞) + 1, Theorems A1–A3 hold verbatim (PROVEN-HERE, REFUTER-REVIEWED RC4 — RC4-F1 fix incorporated: the anchor carries an explicity_varentry for the fat-tailed-θ variance floor): (A) the workhorse holds on the good eventA(w̄) = {θ ≲ Þ_Γw̄}with truncated moments → the full moments (A^c-tails at relative orderw̄^{−(k−1)}, below every ladder slot iffk > max(1,q_∞)+1); (B) the UPPER chain survives verbatim (it consumes only the pathwise lower bracketw̄_{t+1} ≥ Þ_Γw̄ − 1, θ ≥ 0); (C) the LOWER chain runs on a depth-adapted truncation laddery_{j+1} = Þ_Γy_j + y_j^{1/2} + Canchored at a FIXED levely_anc ≥ 2y★(it stalls at the fixed pointy★, not atw̄₀) — exponent-preserving and with a positive-constant probability product, both numerically confirmed (verify_L4prime_checks.py). The lognormal benchmark has all moments; the discretized-lognormal numerics are covered by the bounded-support theorems as stated.(Mortality.) With survival probability L (perpetual-youth), replace β by βL throughout:
Þ_Γ = (βLR)^{1/ρ}/Γ,q_∞ = ln ℛ/ln(1/Þ_Γ)— matchingqstar_discretein the harness. The Blanchard annuity variant additionally rescales R; either way mortality enters ONLY through Þ_Γ (and Þ_R).(Practical implication, unchanged.) The principled tail extrapolator is
x ≈ C·w̄^{−q}withq = min(1, q_∞)(Theorems A1–A3), as implemented in the HARK PR (decay_extrap_form='powerlaw'); the slope-matchedQ_emp = B·(m_top−1+h)sits near q_∞ on short grids and migrates tomin(1,q_∞)on deep ones (Cor. A4.2) — the harness’s observed migration is now a theorem-backed diagnostic, not a stylized fact.
5. The constraint end (bottom knot): the q_0 power law¶
Sections 2–4 characterize how c(m) approaches its high-wealth asymptote (the
perfect-foresight line κ̲(m−1+h), from below, as a power law with the eigenvalue exponent
min(1,q_∞) — Theorem A1, Corollary A4). This section is the
mirror at the other end: how c(m) approaches its
constraint-end asymptote (the maximal-MPC line, from below, as m falls to the borrowing
constraint). The two ends turn out to be structurally different
(Remark C1): the high-wealth
end is governed by a nontrivial eigenvalue with a possible log-periodic prefactor
(Theorem A2); the
constraint end is governed by the utility curvature ρ alone, with no periodic prefactor
(Theorem CE).
Full derivation and proofs: constraint_end_proof.md; pre-registered
battery verify_constraint_end_checks.py (ALL PASS).
Setup and objects (transitory worst atom; ψ≡1). Add to A1–A6:
(C-A3)
{θ_t}i.i.d. with a worst atom:θ = θ_min ≥ 0with probability℘ ∈ (0,1), andsupp θ ⊆ [θ_min, θ_max]. The natural borrowing constraint ism̲ := −θ_min/(ℛ−1) ≤ 0(the most one can owe and still repay under the worst income path;m̲ = 0in the zero-income caseθ_min = 0). Write excess resourcesm^e := m − m̲ > 0.
Derived (the constraint-end analogues of κ̲, h):
κ̄ := 1 − ℘^{1/ρ}·Þ_R (the MAXIMAL MPC — BST eq-MPCmaxDefn; the m^e→0 limit of c/m^e)
λ := ℛ·(1 − κ̄) = ℘^{1/ρ}·Þ_Γ < 1 (the worst-branch contraction rate toward the constraint)
γ(m) := κ̄·m^e − c(m) ≥ 0 (THE CONSTRAINT-END GAP; γ/m^e → 0)κ̄ is the m→m̲ mirror of κ̲
(BST eq-MPCmaxDefn):
c(m)/m^e → κ̄ as m^e → 0
(BST lemma-MPCBoundsConvg;
eq-cBounds gives
κ̲_t m ≤ c_t(m) ≤ κ̄_t m per period). Note λ = ℛ(1−κ̄) < 1 is the exact
factor by which the worst-income branch maps m^e toward the constraint.
Remarks (constraint end)¶
C1. (The two ends are structurally different.) High-wealth end: the one-step map
m ↦ (Þ_Γ/ψ)mis random-multiplicative, so the gap solves a renewal/eigenvalue problem (rootq_∞ofE[ψ^{1+q}] = ℛÞ_Γ^q) with a lattice/periodic prefactor. Constraint end: the binding one-step map is the single deterministic contractionm^e ↦ λ m^e(only the worst atom returns you to the constraint), so there is no eigenvalue to solve and no periodicity — the exponent is fixed by the curvature ofu′at the level of the Euler expansion, giving exactlyρ.C2. (The amplitude
K.)K > 0is explicit modulo one boundary-data constant — the non-worst branches’ marginal-utility massJ₀ := Þ_Γ^ρ E_t[c(m_{t+1})^{-ρ}\mathbf 1\{θ_{t+1}>θ_min\}]atm^e = 0— exactly as the high-wealth amplitudeA(Thm A2) depends on boundary data; the closed skeleton isK = J₀κ̄^ρ/(ρ[(1−λ^ρ)/κ̄ + ℛ/λ])(proof §2). The exponentq_0(= ρ) needs no boundary data.C3. (Permanent shocks — CLOSED 2026-07-14, see §5b below.) The ψ-general theory (Theorem CE-ψ,
st-thm-CE-psi) provesq_0 = ρunder the uniform-contraction criterion℘_eff^{1/ρ}Þ_Γ < ψ_minand characterizes the complementary regime as a renewal/eigenvalue problem — confirming both halves of the original conjecture. The remaining rigor item is GAP-CE-ψ-II (regime-II amplitude;st-rem-CE-regime).C4. (Coordinate invariance.) Thm CE is stated invariantly in
c-space (κ̄ − c/m^e ≍ (m^e)^ρ, verified directly). The MoMχ-coordinate renderingχ = μ + b₀ + O(e^{ρμ})follows becauseω,χare smooth non-degenerate functions of the position ofcbetween its bounding lines; the exactb₀/χconstants use the MoMω-definition (consumed by the MoM implementation workstream, out of scope here).
5b. The permanent-shock extension (GAP-CE-ψ closure, 2026-07-14)¶
Proof bodies: constraint_end_proof_psi.md (F1/F2, the (CE-ψ) equation, the (E-ψ↓)
eigen-equation, the two regimes). Pre-registered battery: verify_ce_psi_checks.py.
Status tags as in §2.
Objects. Worst transitory atom ξ_min with mass ℘_w (zero-income case: ξ_min = 0,
℘_w = ℘); ψ ∈ [ψ_min, ψ_max], E[ψ] = 1; ℛ̃(ψ) = R/(Γψ).
m_min = −ξ_min/(ℛ̃_max − 1), ℛ̃_max = R/(Γψ_min); m^e = m − m_min
λ(ψ) = ℘_w^{1/ρ}·Þ_Γ/ψ (branch-wise contraction on the worst-transitory event)
℘_eff = the worst-JOINT-atom mass: ℘_w when ξ_min = 0; ℘_w·P[ψ = ψ_min] for discrete ψ
with ξ_min > 0 (the fiber-selection effect, proof §4) — exactly HARK's
`WorstIncPrb`.Proposition C1-ψ (κ̄ is ψ-invariant). [PROVEN-HERE, proof §0(F2); battery gate B2]
The growth-normalization weight (Γψ)^{−ρ} cancels exactly against the (Γψ)^{+ρ}
carried by next-period resources on the reachable worst fiber, so for EVERY
ψ-distribution
κ̄ = 1 − ℘_eff^{1/ρ}·Þ_R,the ψ≡1 formula with the joint worst mass (matches BST eq-MPCmaxDef and HARK’s
calc_mpc_max accounting).
Theorem CE-ψ (regime I: uniform contraction). [PROVEN-HERE at the ψ≡1 proof’s rigor level, proof §§1–2; battery gates B1/B4] If the worst-branch map contracts through the smallest permanent shock,
℘_eff^{1/ρ}·Þ_Γ < ψ_min (equivalently λ(ψ_min) < 1),and the generic non-resonance w·E[λ(ψ)^ρ] ≠ 1 holds, the constraint-end approach
exponent is unchanged by permanent shocks:
q_0 = ρ: γ(m^e) = κ̄m^e − c(m) ≍ (m^e)^{1+ρ}, MPC → κ̄, no log-periodic prefactor(the ψ-mixture’s homogeneous root is strictly negative and excluded by 0 ≤ γ ≤ κ̄m^e,
exactly as at ψ≡1; the mixture additionally smooths).
Characterization (regime II) + the remaining gap. [DERIVED; amplitude rigor OPEN =
GAP-CE-ψ-II; battery gate B5 adjudicates empirically] If λ(ψ_min) > 1 (an expanding
worst fiber — e.g. any fixed ℘_w with ψ-support reaching low enough ψ_min; the
precise sense in which a continuous permanent component reinstates renewal), the
homogeneous equation
(E-ψ↓) w·(℘_eff^{1/ρ}Þ_Γ)^s·E[ψ^{−s}] = 1, w ∈ (0,1) the feedback weight,acquires a positive root s*₊, and the constraint end becomes a random-multiplicative
(renewal) problem with
q_0 = min(ρ, s*₊).Whether the (m^e)^{s*₊} mode carries generic nonzero amplitude is the open rigor item
(GAP-CE-ψ-II); the battery’s regime-II specs test it empirically: fitted exponents at
s*₊ confirm amplitude-genericity, fits pinned at ρ would refute it. The regime
boundary ℘_eff^{1/ρ}Þ_Γ = ψ_min is a primitive, checkable criterion (HS-mean (code id CAL-HS): the worst
JOINT atom is the lowest employed-income atom — θ_min ≈ 0.581 undercuts the unemployment
income 0.7 — giving ℘_eff ≈ 0.020 and λ(ψ_min) ≈ 0.15: deep in regime I, so the
estimated calibration keeps q_0 = ρ).