1 Better To Best Research Hub | BetterToBest.github.io/research-hub | BetterToBestResearch@gmail.com
2 Anthropic, PBC | anthropic.com
The persistence of welfare measurement failure in mainstream economic science is not primarily a data problem — it is a conceptual one. Standard welfare indicators were designed to measure the accumulation of nominal wealth within market structures that treat all financial outflows as equivalent. A dollar paid in mortgage interest and a dollar deposited into a savings account both reduce the household's cash balance by one dollar. In the language of standard accounting, they are identical. In their structural effect on household stability and long-run wealth trajectory, they are opposite.
This paper addresses three related measurement failures that become especially consequential when evaluating dual-currency and community ownership economic systems against traditional market economies.
Extractive financial contracts — market rent, mortgage interest, consumer debt service, and predatory fees — transfer household resources to counterparties without building household wealth. Generative instruments — equity accumulation, depreciation-adjusted ownership, cooperative share-building — redirect equivalent cash flows into household balance sheets. Standard welfare metrics assign equal negative weight to both.
In the United States, the average renter in the bottom income quintile directs approximately 62–68% of gross income to rent alone — a fully extractive transfer [9]. A comparable household participating in a Public Trust Housing (PTH) community directs a similar proportion to monthly payments, but those payments accrue entirely to the resident's Acre Equity account. Standard metrics rate both households identically.
In the Creative Currency Octaves (CCO) system, Basic Units (BU) are allocated monthly at approximately $1,200 per adult and redeemable at Public Trust Foundation (PTF) establishments at below-market prices. A PTF breakfast priced at 3 Basic Units replaces a $7.00 market-price meal; a PTF dinner at 5 BU replaces a $15.00 market-price meal. The purchasing power premium of each food-basket BU averages approximately 2.64× face value at PTF food price points, grounded in the 35–55% overhead reduction achieved by cooperative models such as Mondragon Corporation (Section 3). Standard income metrics record the BU allocation at face value, missing the price differential that makes food BU worth approximately 2.64× their nominal value — while a separate utility BU premium (ε_util = 1.80×) generates purchasing-power gains captured in the EPPM index (see Section 4.0b for full accounting convention).
Maslow's hierarchy of needs carries a precise economic implication: individuals whose survival is not secured cannot allocate cognitive and financial resources toward self-actualization, creative production, or multi-year entrepreneurial investment. Mullainathan and Shafir's (2013) research on scarcity cognition demonstrates that resource deprivation taxes cognitive bandwidth directly, reducing the effective intellectual capacity available for complex planning and delayed-gratification decisions [18]. Standard welfare metrics measure the level of income or wealth at a single point in time. They do not measure how many days that wealth buys of stable basic living — the critical parameter for whether a household can realistically commit capital to a venture without requiring break-even within the first two years.
The BLEI converts wealth and income into a unified temporal stability score, expressed in days, that captures this dimension and enables the six-tier Flourishing classification introduced in Section 4.
This paper makes three distinct contributions: (1) a measurement framework proposal — six indices that correct structural gaps in existing welfare metrics; (2) a simulation parameter specification — a formalized parameter set for agent-based modeling of alternative economic architectures; and (3) a comparative scenario analysis — calibrated projections for three US household profiles under CCO-PTF versus baseline conditions. These contributions are not empirical studies of deployed CCO-PTF systems, which do not yet exist at scale. They are forward-looking scenario models anchored to parameters validated by real-world analogues in Section 3.
The inadequacy of GDP-based welfare measurement has attracted extensive scholarly attention. Sen and Anand (1994) demonstrated that income-based measures systematically misrepresent welfare where non-income dimensions diverge from economic production, motivating the Human Development Index [1,2]. The Alkire-Foster Multidimensional Poverty Index improved on binary poverty thresholds by measuring simultaneous deprivations across ten indicators [3], yet treats each dimension as a stock at a single point in time and does not model the trajectory of wealth accumulation versus extraction over time.
Buffer-stock saving theory (Carroll, 1997) established that households maintain a target level of liquid wealth as a buffer against income uncertainty, with optimal consumption behavior strongly shaped by this precautionary motive [4]. This is the closest theoretical precedent to the BLEI's temporal framing, but it does not address the distinction between extractive and generative financial contracts. Lusardi, Schneider, and Tufano (2011) established that a majority of US households could not absorb a $2,000 financial shock without borrowing [5] — precisely the condition the BLEI formalizes as the Precarious tier.
Mullainathan and Shafir (2013) demonstrated experimentally that scarcity — defined as the subjective experience of having less than one needs — directly taxes cognitive bandwidth and impairs decision-making quality in ways that compound poverty traps [18]. This behavioral mechanism provides the psychological foundation for the BLEI's Flourishing threshold: below a certain temporal security level, households cannot realistically commit to multi-year investments regardless of nominal income.
Piketty's (2014) analysis of wealth concentration dynamics established that when the return on capital (r) exceeds economic growth (g), wealth inequality compounds over time [19]. The BLEI framework extends this insight at the household level: under extractive contracts, the household's effective r is negative (rent destroys wealth); under generative contracts (PTH Acre Equity), r is positive (monthly payments build compounding equity). The divergence between these trajectories is the core measurement gap the EDC and CSI are designed to capture.
Financial health measurement frameworks — including the CFPB Financial Well-Being Scale [20] and the US Financial Health Pulse survey — identify similar dimensions of resilience, day-to-day management, and forward-looking capacity. The BLEI differs from these primarily in its explicit modeling of the generative/extractive contract distinction, the dual-currency purchasing power adjustment, and its formalization as an agent-based simulation parameter rather than a survey instrument.
Universal Basic Services (UBS) research offers the closest institutional analogy to the PTF mechanism. Coote and Percy (2020) argue that collective provision of core services — housing, food, transport, childcare — generates welfare gains that are systematically absent from income-based measurement because the price differential between collective and market provision constitutes real welfare that income statistics cannot capture [26]. Gough's (2019) theoretical framework for UBS establishes that public provisioning eliminates the purchasing-power gap that community-priced goods generate, a dynamic the BLEI formalizes through the ε coefficient [27]. Complementary and community currency research documents persistent adoption barriers — merchant acceptance thresholds, conversion friction, and inflation spillover concerns — that motivate the BLEI framework's treatment of PTF network density as a threshold variable governing ε rather than a continuous linear parameter [28,29]. General equilibrium analyses of universal income programs (Hoynes and Rothstein, 2019) find labor supply effects substantially smaller than standard theory predicts — consistent with the Alaska Permanent Fund evidence — and document price-level effects that are small when benefits are in-kind or consumption-restricted, directly informing the CCO dual-currency price-stability design [30]. Forget's (2011) Mincome experiment demonstrates that guaranteed income at BLEI Threshold-tier levels produces measurable reductions in hospitalization and mental health utilization [31], providing longitudinal evidence for the FBS channel's causal mechanism: temporal security reduces physiological stress burden and frees the cognitive bandwidth that Mullainathan and Shafir (2013) document as the operative constraint on advancement. Friedman's (1962) negative income tax framing and its experimental descendants [33] provide an important structural comparison: the BLEI measurement gap applies equally to NIT-style programs that raise nominal income without transforming the financial contracts governing wealth direction — the distinction this framework is designed to make visible.
None of these frameworks addresses the purchasing power premium generated by community-priced essential goods, nor do they model the compounding divergence between generative and extractive financial contracts at multi-year horizons. The BLEI framework is designed to address all three gaps.
The CCO-PTF system as a whole does not yet exist at national scale, but its three core mechanisms each have direct real-world analogues that provide empirical grounding for key parameters. This section documents those analogues and their implications for the BLEI framework.
Deployed System: Alaska Permanent Fund (1982–present). The Alaska Permanent Fund Dividend (APF) distributes oil revenue to all Alaska residents unconditionally: $1,312–$2,072 per year ($109–$173 per month) in recent years. Jones and Marinescu (2018) found that APF increased part-time work by 1.8 percentage points with no reduction in full-time employment — directly contradicting dependency-effect predictions [21]. Over 40 years of operation, the APF has shown no significant negative labor supply effects despite covering a meaningful share of basic living costs.
Parameter implication: BU allocation of $1,200 per month is approximately 7× the APF annual dividend. The CCO system operates at fundamentally different scale, requiring the PTF ecosystem as the price-control mechanism to maintain ε ≥ 2.0×. The APF data validates the absence of dependency effects from universal distributions; the PTF cooperative pricing mechanism is the CCO-specific innovation enabling the purchasing power premium.
Deployed System: ~300 CLTs across 46 US states (National CLT Network, 2023). Community Land Trusts separate land ownership (held by the trust in perpetuity) from home ownership (held by residents), enabling below-market housing with equity accumulation. The Burlington Community Land Trust (founded 1984) enables residents to pay 25–30% of income for housing versus 40–50% at market rate while building equity through a shared appreciation formula. Theodos et al. (2017) found CLT homeowners have 70% lower foreclosure rates than conventional mortgages [22]. Davis and Demetrowitz (2003) documented average CLT resident equity at resale of $13,000–$22,000 after ten years [23].
Parameter implication: The Acre Equity accumulation mechanism is functionally equivalent to CLT shared equity, with the PTH community replacing the land trust as the institutional owner. The CLT literature validates: (a) the feasibility of below-market housing payments that simultaneously build resident equity, (b) r_a values of 2–5% as consistent with long-run CLT appreciation data, and (c) the governance stability of democratically managed housing communities. The AE liquidity haircut schedule (Table 1a) is calibrated against CLT exit timing distributions (Davis and Demetrowitz, 2003 [23]).
Deployed System: Mondragon Corporation, Basque Country (1956–present). Mondragon comprises 80+ worker-owned cooperatives with approximately $12B annual revenue and 80,000+ worker-owners. Errasti et al. (2003) and Whyte and Whyte (1991) document overhead cost reductions of 35–55% relative to comparable conventional corporations, with operating margins retained within the cooperative rather than extracted by external shareholders [24,25]. Mondragon's food cooperative (Eroski) operates at gross margins 30–45% below conventional supermarket chains through collective purchasing and non-profit distribution logic.
Parameter implication: The PTF's 40–60% overhead reduction assumption — which generates the BU purchasing power premium ε ≥ 2.0× — is grounded in Mondragon's operational data. The ε = 2.64 base case represents a conservative estimate; Mondragon's food operations suggest ε values of 2.5–3.0× are achievable at mature cooperative scale. Early-phase PTF operations may achieve ε closer to 1.5–2.0× before achieving Mondragon-equivalent efficiency.
ε cost pass-through derivation. The ε = 2.64 base case rests on the following cost structure. Conventional food retail prices embed: direct variable costs (production, logistics, perishables) at approximately 35–40% of consumer price; conventional overhead including marketing, multi-tier distribution, and financing at 20–25%; and shareholder return and profit extraction at 15–20%. PTF establishments, operating as nonprofit cooperatives under collective purchasing arrangements, eliminate shareholder return entirely and reduce overhead by 40–55% through collective purchasing power, community capital financing, and Mondragon-style integration. PTF prices are set to cover direct costs plus minimal cooperative overhead (approximately 5–8% of market-equivalent):
The BLEI is a liquidity horizon measure: the number of days of basic living that a household's accessible economic resources can cover given current income flows and asset stocks. It is a hybrid measure by design, combining (a) liquid asset stock L — what the household holds — with (b) a liquidity-adjusted income term γ·Y — what the household can access as a buffer from ongoing income — and (c) a BU effective value term where applicable. The Acre Equity component carries a liquidity haircut reflecting the settlement lags and exit mechanics of PTH community equity (see Table 1a). This hybrid construction reflects how households actually experience financial resilience: both "how much do I have" and "how long can my income sustain me" are relevant to the temporal stability question.
BU allocation enters the BLEI, FBS, and EPPM formulas at different valuations by design. Each index has a distinct measurement purpose that determines whether BU is valued at face or effective purchasing power, and which BU categories appear in the numerator. This section establishes the convention that prevents double-counting across indices.
BLEI (Index I) uses food BU effective value only in the numerator. Under CCO-PTF, food is excluded from C_basic (denominator), and the 360 food BU per month generate $990 in effective PTF market value (360 × $2.75 market equivalent per BU). The 840 utility BU per month offset the $150 cash utility cost that remains in C_basic — their net BLEI contribution is therefore zero. Including both food-BU·ε_food and utility-BU·ε_util in the BLEI numerator while keeping utilities in C_basic would double-count utility welfare. Under corrected accounting: BU·ε in the BLEI formula = food BU effective value = $990.
EPPM (Index III) uses BU·ε_blended = $2,502 (food plus utility effective value) because EPPM measures total purchasing power relative to a baseline household, where both the food premium and the utility PTF price differential constitute real welfare gains versus market provision. The $2,502 figure belongs in EPPM, not in the BLEI numerator.
FBS (Index IV) uses BU at nominal face value ($1,200) in the numerator, representing the cash-equivalent reduction in food expenditures that frees household income for non-basic purposes. FBS measures monthly cash residual; the face-value BU reduces food cash outlay by the BU redemption amount.
The figures in the abstract and executive summary cite total monthly BU purchasing power of $2,502 as a shorthand for the system-wide welfare gain; the EPPM formula correctly captures this. Researchers implementing BLEI in agent-based models should initialize the BU·ε term as $990 per adult per month (food basket only) and use $2,502 for EPPM calculations.
The BLEI expresses the number of days of basic living covered by a household's accessible economic resources, accounting for liquid assets, liquidity-adjusted income, and Basic Unit allocation where applicable.
| Table 1a — Acre Equity Liquidity Haircut by PTH Tenure | |||
|---|---|---|---|
| PTH Tenure | Liquidity Coefficient (h_AE) | AE Included at | Rationale |
| Month 0–6 | 0.10–0.20 | 10–20% of face value | Settlement lags; exit fees; minimal secondary market. Calibrated against CLT early-exit data [23]. |
| Month 7–24 | 0.30–0.50 | 30–50% of face value | Partial liquidity; exit fee reduction; early market pricing emerging. |
| Month 25–60 | 0.60–0.75 | 60–75% of face value | Established equity; clear market value; standard exit options. Base-case projection cohort. |
| Month 60+ | 0.80–0.90 | 80–90% of face value | Mature equity; well-defined secondary market; reduced exit risk. |
The Flourishing tier threshold of 730 days — two full years of basic living covered — reflects the capital commitment horizon required for entrepreneurial ventures to become viable without requiring break-even within the first year.
PTH Acre Equity accumulation. Under Public Trust Housing, monthly payments (H) accrue entirely to the resident's Acre Equity balance. After n months (all rates expressed as annual figures, compounded monthly):
The EDC measures the proportion of gross monthly income captured by financial contracts that generate no household wealth accumulation. It is a diagnostic index: high EDC indicates that a large share of income is being permanently transferred to counterparties with no balance-sheet return to the household.
The EPPM is a dimensionless ratio expressing the effective purchasing power of CCO-PTF household income relative to a baseline household at the same nominal income level, after accounting for BU allocation (at full blended ε), EDC reduction, and PTF price differential. EPPM = 1.00 in the absence of CCO-PTF. Unlike BLEI, EPPM uses the full BU·ε_blended = $2,502 because it measures total purchasing power, not temporal stability days — both food and utility PTF premiums constitute real welfare gains relative to market provision.
The FBS measures monthly residual resources available above the basic living threshold. Drawing on Mullainathan and Shafir's (2013) cognitive bandwidth research, positive FBS is the mechanism through which temporal security translates into advancement capacity [18].
Component clarification (no double-counting). The C_basic_cash_monthly term in FBS is defined to exclude any component already captured in EDC_residual. Under CCO-PTF, housing cost is included in C_basic as PTH ($600); therefore EDC_residual in the FBS calculation represents consumer debt interest only — not housing. Under the baseline, where rent is included in C_basic, EDC_residual is similarly restricted to consumer debt interest. This avoids the double-subtraction of extractive flows. See Table 1b.
| Table 1b — FBS Component Definitions (Avoiding Double-Counting) | ||
|---|---|---|
| Component | Baseline | CCO-PTF |
| Y (income) | $2,083/mo | $2,083/mo |
| BU (monthly allocation, face value) | $0 | $1,200/mo |
| C_basic_cash_monthly | $1,950 (rent $1,300 + food $400 + util $150 + transport $200) | $950 (PTH $600 + util $150 + transport $200; food covered by BU) |
| EDC_residual × Y (FBS context) | Consumer debt interest only: ~$250/mo (EDC_residual ≈ 0.12 × $2,083) | Consumer debt interest only: ~$52/mo (EDC_residual ≈ 0.025 × $2,083) |
| FBS = max(0, Y + BU − C_basic − EDC_res · Y) | max(0, $2,083 − $1,950 − $250) = $0 (deficit: −$117) | max(0, $2,083 + $1,200 − $950 − $52) = $2,281/mo |
The CSI projects the intertemporal trajectory of household stability by compounding initial BLEI by net wealth growth rate, adjusted for extractive drain, and adding accumulated Acre Equity normalized to daily costs. It is intended as a forward-looking stability horizon, not a stock measure at a single point in time. All time indices (t) are in months; annual rates use monthly compounding.
Wealth accounting orthogonality. The two-term structure of CSI rests on a strict partition between W_accessible and AE. W_accessible — which initializes BLEI(i,0) — excludes AE entirely: W_accessible = liquid_assets + γ·Y. The r_wealth parameter captures returns on liquid assets and income-financed savings only; AE-linked returns must not enter r_wealth. AE evolves independently, initialized to zero at PTH entry and compounded at r_a/12 per month. The accounting identity is: W_total(t) = W_accessible(t) + h_AE·AE(t), where both components evolve under distinct rate parameters and their intersection is empty. Simulation implementations should verify AE is excluded from the wealth state variable used to initialize BLEI(i,0); violating this partition double-counts generative growth across both CSI terms.
The IPBI quantifies estimated annual welfare gains accruing to high-wealth households who do not directly participate in CCO-PTF but benefit from systemic improvements generated by broad poverty elimination. IPBI channels are treated as additive for estimation purposes, but exhibit partial overlap (notably between crime reduction and property value channels). The estimates are order-of-magnitude ranges derived from the macroeconomic cost-of-poverty literature and should not be treated as precise household-level projections. Note: the channel weight symbol π (for labor productivity) is distinct from the liquidity coefficient γ used in the BLEI formula. See Appendix A for a full symbol table.
The following table reports the sensitivity of BLEI outcomes (Profile A: near-poverty single adult) to variation in key parameters across their tested ranges. ε is the dominant parameter at short horizons (Month 0–6); r_a dominates at longer horizons (Month 36+). The framework produces BLEI scores above the Tier 2 Threshold (30 days) for CCO-PTF participants across all tested parameter combinations at Month 12.
| Parameter | Base Value | Low Test | High Test | BLEI Mo.0 (base → low → high) | BLEI Mo.12 (base → low → high) |
|---|---|---|---|---|---|
| ε_food (BU food purchasing power) | 2.64× | 1.50× | 3.00× | 71.3 → 47.2 → 103.4 days | 303 → 213 → 392 days |
| r_a (AE appreciation) | 4% / yr | 2% / yr | 7% / yr | 71.3 → 68.1 → 74.6 days | 303 → 289 → 322 days |
| γ (liquidity coefficient) | 0.20 | 0.12 | 0.28 | 71.3 → 60.0 → 82.7 days | 303 → 264 → 342 days |
| h_AE (AE liquidity haircut) | 0.60 | 0.00 | 0.90 | 71.3 → 65.9 → 74.5 days | 303 → 233 → 341 days |
| C_basic daily (CCO-PTF) | $31.67/day | $28.00/day | $45.00/day | 71.3 → 80.6 → 50.2 days | 303 → 343 → 213 days |
| C_basic regional (high-cost metro) | $31.67/day | — | $52.00/day (SF/NYC) | 71.3 days | 303 → — → 130 days (Stable) |
Key finding: The most vulnerable scenario combines low ε (1.50×, early-phase PTF), high regional cost ($45–52/day), and low AE haircut realization (0–20%). Even under these conditions, CCO-PTF participants maintain BLEI above 35 days at Month 12 — above the Tier 2 Threshold — due to the combined effect of reduced housing cost ($600 vs. $1,300) and the positive FBS generated by BU allocation even at reduced ε. The Flourishing tier (730 days) is reached between 40 and 55 months across the full sensitivity range for Profile A.
A welfare measurement framework that only performs under optimal conditions provides limited value for policy design. The following failure modes are identified as conditions under which the BLEI framework's projected improvements would be substantially degraded. Full treatment appears in the companion Risk Mitigation Framework paper [16].
Below approximately 40% PTF merchant participation in a given zone, ε falls toward 1.5–1.8× as insufficient volume prevents Mondragon-equivalent overhead reduction. The simulation network-density-gated synergy coefficient θ addresses this: below 55% participation density, cooperative synergies do not activate. Mitigation: Phase deployment beginning in high-density urban zones; SZH zone activation thresholds; PTF investment subsidy during early scaling. BLEI outcomes at ε = 1.50 remain above Threshold tier (Table 2).
PTF and PTH democratic governance can be captured by organized factions that redirect community resources toward narrow interests, degrading service quality and AE value. Mitigation: CIP transparent blockchain voting; supermajority requirements for major expenditure decisions; cross-zone audit oversight; interpersonal financial abuse protections for residents [16].
Below approximately 60% CCO participation rate, conversion tax revenue may be insufficient to fund the $1,200/adult BU allocation at national scale without external fiscal support. Preliminary analysis estimates a self-funding threshold of approximately 60–65% participation at a 12% conversion tax rate, subject to income distribution assumptions. Mitigation: Phased deployment in targeted communities; parallel government subsidy during transition; voluntary participation incentives.
BU-stimulated demand without PTF price anchoring could raise prices in non-essential markets. The dual-currency design (BU restricted to essentials; 12% conversion tax on CCO-to-fiat) limits this channel. Mitigation: PTF market share target of 18% for essential goods provides sufficient price anchoring for the BLEI C_basic denominator; non-essential market inflation does not affect BLEI unless households consume non-essentials with primary currency resources that would otherwise fund C_basic. General equilibrium modeling of this channel is addressed in the companion dual-currency inflation paper.
If PTH communities experience governance failure or housing market decline, AE values may not be realizable at projected levels. The liquidity haircut table (Table 1a) partially addresses this. Mitigation: Maintenance reserve requirements; insurance backstop mechanisms; CIP oversight with capital reserve requirements [16]. Sensitivity analysis (Table 2) shows h_AE = 0.00 (complete illiquidity) still produces Tier 3–4 BLEI outcomes at Month 12 due to the FBS channel.
We apply the BLEI suite to three US household profiles using 2023 Consumer Expenditure Survey data as the baseline [9,10,11]. These are calibrated scenario models, not observations of existing CCO-PTF households. They demonstrate the framework's measurement properties under optimal CCO-PTF parameters — the conditions achievable with full deployment as described in the companion simulation replication framework [13]. CCO-PTF parameters: $1,200/adult/month BU; PTF meal pricing 3/4/5 BU (breakfast/lunch/dinner); PTH monthly payment $600 (100% generative, r_a = 0.04). All figures in 2023 USD. BLEI calculations use BU food-only accounting convention (Section 4.0b); EPPM uses full BU·ε_blended = $2,502.
Monthly income: $2,083 (25th wage percentile). Renter. Liquid savings: $1,000. h_AE = 0.60 for projections beyond Month 6. Month 0 uses γ = 0.12 (entry); Month 12+ uses γ = 0.20 (CCO floor established).
| Metric | Baseline | CCO-PTF (Optimal) | Change |
|---|---|---|---|
| Monthly income | $2,083 | $2,083 | — |
| BU allocation (EPPM effective value) | $0 | $2,502/mo (BU·ε_blended) | +$2,502 |
| Housing / type | $1,300 rent (extractive) | $600 PTH (builds Acre Equity) | −$700 cash; $600 building AE |
| Monthly food cost | $400 cash | 360 BU from allocation | $400 freed from cash |
| EDC | 0.625 | 0.025 | −60 points |
| Daily cash basic cost | $68.33/day | $31.67/day | −54% |
| BLEI — Month 0 | 18.3 days (Tier 1: Precarious) | 71.3 days (Tier 2: Threshold) | 3.9× |
| BLEI — Month 12 | 18.3 days (Tier 1: Precarious) | 303 days (Tier 3: Stable) | 16.6× |
| BLEI — Month 33 | 18.3 days (no change) | ~730 days (Tier 5: Flourishing entry) | Tier 5 at ~2.8 years |
| BLEI — Month 60 | 18.3 days (no change) | ~1,328 days (Tier 5: Flourishing) | 72.6× |
| Financial Bandwidth Score (FBS) | $0/mo (deficit) | $2,281/mo | +$2,281 advancement capital |
| EPPM (dimensionless ratio) | 1.00× | 5.80× | +480% |
The Acre Equity compound effect. Under the baseline, BLEI is structurally static at 18.3 days: rent extracts $1,300/month, $0 FBS leaves no savings buffer, and there is no accumulation mechanism. Under CCO-PTF, $600/month accrues to Acre Equity compounding at 4% annually. By Month 33 (approximately 2.8 years), accumulated equity combined with ongoing FBS brings BLEI above 730 days, entering the Flourishing tier. The ratio is not constant — it is exponential. The baseline household does not approach this tier through any endogenous mechanism.
Monthly income: $6,215 ($74,580/year, Census 2023). Homeowner, 30-year mortgage at 7% ($420K home). Year-1 interest: $1,960/month. Liquid savings: $30,000.
| Metric | Baseline | CCO-PTF (Optimal) | Change |
|---|---|---|---|
| Monthly income | $6,215 | $6,215 | — |
| BU allocation (2 adults, EPPM effective) | $0 | $5,004/mo | +$5,004 |
| Housing cost / type | $2,236 P&I ($1,960 interest extractive) | $600/mo PTH, 100% generative | $1,960 extraction eliminated |
| Monthly food cost | $717 cash | 720 BU from allocation | $717 freed from cash |
| EDC | 0.364 | 0.030 | −33 points |
| Daily cash basic cost | $104.03/day | $43.40/day | −58% |
| BLEI — Month 0 | 296 days (Tier 3: Stable) | 759 days (Tier 5: Flourishing) | 2.57× — Flourishing at entry |
| BLEI — Month 60 | ~392 days (Tier 4: Secure) | ~1,675 days (Tier 5: Flourishing) | 4.27× |
| EPPM | 1.00× | 2.79× | +179% |
Median household Flourishing at entry. Three simultaneous effects converge: $5,004/month in effective BU purchasing power covers all food and significant utilities; eliminating $1,960/month in mortgage interest restores the largest single extractive outflow; and the daily cash cost halves from $104 to $43, extending every dollar of liquid savings 2.4× further. The FBS gain of $3,400+/month enables children's education, business investment, and creative participation that the mortgage extraction rate structurally prevents.
Annual income: $200,000. No direct CCO-PTF participation. Estimated welfare gains through systemic improvements generated by broad poverty reduction. Channel estimates use conservative lower bounds; see Section 4, Index VI, for channel overlap caveats.
| IPBI Benefit Category | Annual Estimate | Basis |
|---|---|---|
| Crime reduction (security savings + insurance) | $3,500–$9,000 | Anderson (1999) [6]; McCollister et al. (2010) [32]: 35–55% crime reduction × household security expenditure |
| Health insurance premium reduction | $800–$2,400 | System-wide cost relief from poverty-linked healthcare reduction [15] |
| Property value appreciation | $13,000–$32,500 | 2–5% appreciation on $650K median high-wealth home [7] |
| Labor productivity gain (employer context) | $4,000–$12,000 | 11–14% workforce productivity gain from financial stress elimination [8] |
| Market expansion (positive-FBS consumer base) | $1,500–$4,000 | Enlarged consumer base with advancement capital |
| Total annual IPBI | $22,800–$59,900 | Conservative lower bound ($22,800) is preferred; upper bound likely overstates by 10–20% due to CR/PV channel overlap |
The BLEI suite generates a revised parameter set for agent-based modeling of the CCO-PTF system. Four corrections are required in any simulation that previously used standard welfare metrics.
First, PTH payments must route to an Acre Equity state variable rather than being subtracted from liquid wealth. Second, BU allocation should be modeled at food-BU effective value ($990/adult/month) in BLEI and at full BU·ε_blended ($2,502) in EPPM — using a single value for both overstates BLEI or understates EPPM. Third, BU allocation must be set as a flat parameter independent of octave level: octave controls conversion capacity, not basic unit allocation. Fourth, agent advancement probability must be gated by FBS: P(advance) = 1 − exp(−λ × FBS), so agents with zero financial bandwidth cannot advance regardless of quality score.
| Parameter | Standard Metrics Version | BLEI-Corrected Version |
|---|---|---|
| Poverty definition | Income > poverty line | BLEI ≥ 30 days (Tier 2: Threshold) |
| Stability target | Not specified | BLEI ≥ 365 days (Tier 4: Secure) |
| Flourishing target | Not specified | BLEI ≥ 730 days (Tier 5: Flourishing) |
| BU value in BLEI | $1,200 face value (error) | $990 food-BU effective value per adult (corrected) |
| BU value in EPPM | $1,200 face value (error) | $2,502 blended effective value (corrected) |
| BU scaling with octave | BU × octaveCap (error) | Flat $1,200/adult; octave controls conversion capacity only |
| PTH payment routing | Subtract from liquid wealth | Add to Acre Equity at liquidity haircut h_AE (Table 1a) |
| EDC in FBS | Full EDC applied to Y (double-counts housing) | EDC_residual (consumer debt only); housing in C_basic separately |
| Gini metric | Nominal wealth | EDC-adjusted net wealth: W_net = W_nominal − (EDC × Y × 12) |
| Advancement gating | Quality score only | FBS-gated: P(advance) = 1 − exp(−λ × FBS) |
| Synergy coefficient θ | Uniform 0.15–0.25 | Network-density-gated: 0 below 55% PTF density; scales to 0.25 at 90% |
The BLEI framework suggests a reframing of the central question in welfare economics. Rather than asking how much people earn or how equal the distribution is — both static and direction-blind — the relevant questions become: how many days of stable basic living does this household's total economic position support? And is that number growing or shrinking over time?
The near-poverty household earning $2,083/month under the baseline and the near-poverty household earning $2,083/month under optimal CCO-PTF conditions look identical on a paycheck. They experience radically different economic realities: the first operates at 18.3 days of stability with zero financial bandwidth; the second at 71.3 days and rising, with $2,281/month of advancement capital available for the first time. The difference is not income — it is the direction and destination of financial flows.
The Flourishing tier threshold of 730 days is particularly important for policy design. It represents the point at which a household can commit capital to a venture without requiring break-even within two years — the standard viability horizon for most small business and creative enterprise. Under the baseline, the near-poverty household never approaches this tier through any endogenous mechanism. Under CCO-PTF, they reach it within 33 months through the compound divergence between Acre Equity accumulation and extractive rental stagnation — without any increase in primary-currency income.
The IPBI analysis complicates the standard political economy framing of redistributive systems as zero-sum transfers. High-wealth households benefit by $22,800–$59,900 annually from systemic poverty elimination through indirect channels. This may more accurately represent a correction of a negative-externality market failure, in which poverty generates social costs borne diffusely by all market participants but not priced into the financial contracts that sustain poverty.
The comparison to Nordic welfare states is instructive. The Nordic post-redistribution Gini range of 0.27–0.29 represents the best sustained outcome under existing institutional architectures. The CCO-PTF simulation's EDC-adjusted Gini target of 0.22 falls meaningfully below this range — but it is achieved through a structurally different mechanism: not redistribution of after-tax income, but transformation of the financial contracts that govern the direction of economic flows before redistribution. The Alaska Permanent Fund validates universal distributions without dependency effects [21]; the CLT literature validates community equity accumulation [22,23]; Mondragon validates cooperative overhead reduction at the magnitude required by ε ≥ 2.0× [24,25]. The CCO-PTF system proposes integrating these three proven mechanisms at national scale.
General equilibrium effects — inflation in non-PTF sectors, housing market adjustment, and labor supply responses — represent the most significant gap between this framework's partial-equilibrium scenario analysis and full policy prediction. Hoynes and Rothstein's (2019) review of universal income evidence finds price-level effects that are small when benefits are consumption-restricted to specific goods categories — a finding directly applicable to CCO's dual-currency design, where BU are restricted to PTF essentials [30]. Labor supply responses in the Alaska Permanent Fund literature show negligible negative employment effects from universal distributions comparable in scale to the BU allocation [21]. Non-PTF price-level effects from BU-stimulated demand are addressed in the companion dual-currency inflation paper; preliminary analysis suggests the 12% conversion tax and BU sectoral restrictions are sufficient to limit non-essential market inflation to below 1.5% annually, below the threshold at which BLEI's C_basic denominator would be materially affected. Forget's (2011) Mincome evidence provides longitudinal support for the FBS mechanism: guaranteed income at Threshold-tier levels reduces hospitalization rates, consistent with cognitive bandwidth research on stress and health [31].
The ε coefficient is derived from representative PTF pricing targets calibrated against Mondragon food cooperative data. Early-phase PTF establishments with smaller scale may achieve ε values closer to 1.5–2.0× rather than 2.64. Sensitivity analysis (Table 2) confirms that BLEI outcomes remain above the Threshold tier even at ε = 1.50. The cost pass-through model (Section 3.3) provides the first-order derivation; full structural estimation of consumer price pass-through — decomposing fixed and variable cost shares across PTF product categories — remains an important extension.
The simulation pipeline underlying the comparative scenario analysis (Section 7) is described in detail in the companion replication framework [13], which includes Python code with seeded randomness for full Monte Carlo reproduction. Researchers applying the BLEI framework to novel contexts should release their simulation code and parameter datasets alongside published results.
The FBS advancement probability function P(advance) = 1 − exp(−λ·FBS) uses a capability coefficient λ drawn from a uniform distribution. Empirical calibration against observed entrepreneurial entry rates as a function of financial runway would substantially strengthen this mechanism, as would external validation using historical microdata (PSID/SCF) to test whether temporal stability measures predict entrepreneurial entry, debt delinquency, or upward income mobility outcomes.
Demographic heterogeneity — multi-adult households, families with children, older adults, disability status — is partially addressed through the three household profiles but warrants systematic mapping from household size and composition to BLEI tiers. Tax and benefit interactions (EITC phase-out, SNAP reduction, Medicaid thresholds) can substantially modify effective BLEI under CCO-PTF and are not modeled here; these interactions depend on program design choices that require separate analysis.
The conversion tax rate and participation threshold required for fiscal self-sufficiency — covering $1,200/adult/month BU at national scale — require a formal fiscal closure model. Preliminary analysis estimates 60–65% participation at a 12% conversion tax rate as a self-funding threshold, subject to income distribution assumptions and participation rate dynamics. Stochastic robustness testing (income volatility, health shocks, job loss, housing downturns) using Monte Carlo bands around BLEI and CSI trajectories would strengthen the buffer-stock realism of the framework beyond the current deterministic sensitivity analysis.
No causal identification strategy is claimed for the IPBI estimates, which are order-of-magnitude derivations from macroeconomic literature rather than causal estimates from CCO-PTF deployment data. As pilot programs develop, quasi-experimental methods (difference-in-differences, synthetic control) should be applied to refine these parameters. The governance and regulatory structures — charters, reserves, audits, zoning, antitrust compliance — minimally necessary to sustain ε ≥ 2.0× and AE appreciation at r_a ≥ 0.02 over time are documented in the companion Risk Mitigation Framework [16].
This paper introduced six complementary indices — BLEI, EDC, EPPM, FBS, CSI, and IPBI — constituting a unified temporal stability framework for evaluating post-scarcity economic systems against conventional market economies. The framework corrects three structural gaps absent from existing welfare measurement: the extraction-accumulation asymmetry; the purchasing power premium of community-priced essential goods; and the temporal stability dimension governing Maslow-tier advancement feasibility. A BU purchasing power accounting convention distinguishes food-BU contributions to BLEI from utility-BU purchasing power captured in EPPM, preventing double-counting across indices and enabling rigorous agent-based simulation implementation.
Applied to optimal CCO-PTF conditions against current US trajectories, the framework reveals a welfare gap substantially larger than Gini-based comparisons suggest, growing exponentially over time due to compound divergence between generative equity accumulation and extractive contract stagnation. Near-poverty households reach the Flourishing tier within approximately 33 months under optimal conditions. Median households achieve it immediately. High-wealth non-participants benefit by an estimated $22,800–$59,900 annually without direct participation.
Key parameters are grounded in three deployed real-world analogues: the Alaska Permanent Fund validates universal BU allocation without dependency effects; community land trust data validates the Acre Equity accumulation mechanism and r_a calibration; and Mondragon Corporation validates the cooperative overhead reduction underlying ε ≥ 2.0×, with a cost pass-through model (Section 3.3) anchoring the ε = 2.64 base case. Sensitivity analysis confirms BLEI improvements persist across the full tested parameter range. A worked numerical example (Appendix B) and full symbol table (Appendix A) support independent replication.
The six indices are formalized as simulation parameters addressing five model errors common in prior agent-based implementations: the symmetric-extraction error, BU face-value misvaluation, BU·ε double-counting, octave-scaling error, and FBS-advancement decoupling. Together they constitute a measurement toolkit for evaluating the welfare properties of alternative economic architectures — tools whose absence makes the cost of the status quo systematically invisible.
The authors gratefully acknowledge the open research community at the Better To Best Research Hub and the GitHub Discussions forum for conceptual feedback and critical review of earlier drafts. Formal peer review feedback from Stanford's PaperReview.ai contributed substantially to this version — particularly on stock-flow accounting convention, BU purchasing power partitioning across indices, the AE liquidity haircut empirical grounding, CSI wealth accounting orthogonality, FBS double-counting clarification, ε pass-through derivation, and the addition of UBS and general equilibrium literature comparisons. ChatGPT (OpenAI) provided additional review. This research was conducted independently and received no external funding. Duke Johnson serves as principal investigator and original developer of the Compassionism framework. Claude (Anthropic) contributed mathematical formalization, empirical modeling, and editorial refinement. All research is published open-access under Creative Commons Attribution 4.0 International (CC BY 4.0).
All symbols appearing in the BLEI index suite, with their definitions, units, and the indices in which they appear. Note: π denotes the IPBI labor productivity channel weight (distinct from the BLEI liquidity coefficient γ). Full-width symbol reuse across unrelated constructs is avoided; see Section 4 for formula-level notation.
| Symbol | Definition | Unit | Index |
|---|---|---|---|
| BLEI(i,t) | Basic Living Economic Index for household i at time t | days | I |
| L(i,t) | Liquid assets of household i at time t (includes AE at haircut h_AE) | USD | I, V |
| γ | Liquidity coefficient: fraction of monthly income accessible as buffer (0.12 at entry; 0.20 CCO-established) | dimensionless | I, V |
| Y(i,t) | Monthly primary-currency income of household i at time t | USD/month | I–VI |
| BU(i,t) | Monthly Basic Unit allocation (flat: $1,200/adult; octave controls conversion, not allocation) | BU/month (≡ USD/month) | I–IV |
| BU_food_eff | Food BU effective PTF market value per month (= 360 BU × $2.75 = $990; BLEI accounting) | USD/month | I |
| ε(t) | BU effective purchasing power coefficient at PTF prices (generic notation) | dimensionless | I, III |
| ε_food | BU purchasing power at PTF food prices (base case 2.64×; range 1.50–3.00) | dimensionless | I, III |
| ε_util | BU purchasing power at PTF utility/service prices (base case 1.80×; range 1.40–2.50) | dimensionless | III |
| ε_blended | Blended BU effective purchasing power for full allocation (= $2,502/$1,200 ≈ 2.085×; EPPM accounting) | dimensionless | III |
| C_basic(t) | Daily cost of basic living in primary currency at time t | USD/day | I, IV, V |
| h_AE | Acre Equity liquidity haircut (tenure-dependent; Table 1a) | dimensionless [0,1] | I, V |
| AE(i,t) | Accumulated Acre Equity of household i through month t | USD | I, V |
| H | Monthly PTH payment (= $600 base case; 100% routes to AE) | USD/month | AE formula |
| r_a | Annual Acre Equity appreciation rate (base case 4%; range 2–7%) | annual rate | AE formula, V |
| t | Time index, measured in months throughout | months | All |
| n | Months of PTH participation (used in AE accumulation formula) | months | AE formula |
| EDC(i) | Extractive Drain Coefficient for household i (full: rent + mortgage interest + consumer debt interest + fees) | dimensionless [0,1] | II, V |
| EDC_residual | EDC restricted to consumer debt interest only (used in FBS to avoid double-counting housing costs) | dimensionless [0,1] | IV |
| ΔEDC | EDC Liberation Differential: EDC_baseline × Y × 12 (annual extraction previously transferred) | USD/year | II |
| EPPM(i) | Effective Purchasing Power Multiplier for household i (dimensionless; 1.00 at baseline) | dimensionless | III |
| FBS(i,t) | Financial Bandwidth Score: monthly cash residual above basic living threshold | USD/month | IV |
| λ(i) | Individual capability coefficient governing advancement probability | 1/USD | IV |
| P(advance) | Octave advancement probability; gated by FBS | dimensionless [0,1] | IV |
| CSI(i,t) | Compound Stability Index: forward-looking stability horizon in days | days | V |
| r_wealth | Annual net wealth growth rate on W_accessible (excludes AE returns) | annual rate | V |
| W_accessible | Accessible liquid wealth (excludes AE; initializes BLEI); W_accessible = liquid_assets + γ·Y | USD | V |
| IPBI | Indirect Participant Benefit Index: estimated annual welfare gains to non-participants | USD/year | VI |
| α, β, π, δ, ζ | IPBI channel weighting coefficients (CR, PH, LP, PV, ME respectively); π ≠ γ (the BLEI liquidity coefficient) | dimensionless | VI |
| CR, PH, LP, PV, ME | IPBI benefit channel values: crime reduction, public health, labor productivity, property value, market expansion | USD/year | VI |
| θ | Network synergy coefficient; 0 below 55% PTF density; scales to 0.25 at 90%+ | dimensionless | Simulation |
| ρ | PTF zone participation density | dimensionless [0,1] | Simulation |
The following derivations show all intermediate steps for Profile A (near-poverty single adult, $2,083/month income, $1,000 liquid savings) at CCO-PTF entry (Month 0). These computations confirm the stated table values and illustrate the BU purchasing power accounting convention (Section 4.0b).