BEARING·COHORT-POSITION STATE ESTIMATION·MARKETING-PLAN ATTAINMENT READ

Your marketing measurement substrate measures channels. Bearing reads the cohorts your plan depends on.

Your MMM tells you which channels drove last quarter’s incremental revenue. Bearing reads why your audience response is compressing when channel mechanics are operating normally.

First page of the cohort-position-state-estimation companion PDF
Companion · 39 pages · PDF
The read, on paper.
Download
Select a modeled operator · four consumer-brand categories
Apparel · Luxury · Acme Studio · marketing-plan attainment read
$610M
2026 marketing-plan revenue · DTC mass-premium · Measured / Northbeam substrate · Composed 04 June 2026

Paid social efficiency is compressing while Measured confirms channel mechanics test normal.

Acme’s aspirational-heavy portfolio (~70% of revenue across Cohorts 01–10) sits under compound Config 01+02+03 activation. Bearing reads why audience response is compressing when the channel mechanics are unchanged: the gap the MMM cannot causally engage.

Bearing Cohort-Position State Estimation Read · 04 June 2026 · BearingA
Auto · Northridge Motors · marketing-plan attainment read
$8.4B
2026 marketing-plan revenue · multi-brand dealer network · J.D. Power / IHS substrate · Composed 04 June 2026

Sales compression is concentrated in credit-constrained cohorts, beyond what the credit cycle alone predicts.

Northridge’s credit-constrained segments (24% of revenue) are compressing 22–35% beyond the credit cycle alone, compound Config 03+01+02. Meanwhile the EV-adopter cohort reads asymmetric Config-02 growth the trailing attribution under-models.

Bearing Cohort-Position State Estimation Read · 04 June 2026 · BearingA
Travel · Pacific Voyages · marketing-plan attainment read
$4.1B
2026 marketing-plan GMV · leisure-focused OTA · ADARA / Skift substrate · Composed 04 June 2026

International intent is compressing acutely while the paid-search bid landscape stays stable.

Pacific’s international segment (33% of GMV) is compressing through direct Config 04 intent suppression on a weeks-lead-time, while channel mechanics test normal. ADARA reads the symptom; it cannot engage the geopolitical-substrate cause.

Bearing Cohort-Position State Estimation Read · 04 June 2026 · BearingA
Banking · B2C · Cascadia Bank · marketing-plan attainment read
$1.92B
2026 marketing-plan net revenue · regional bank · Acxiom / Epsilon substrate · Composed 04 June 2026

Deposit acquisition is compressing while NIM expands and credit costs rise, bidirectional transmission.

Cascadia’s bidirectional exposure is visible in the actuals: NIM expanding while deposit acquisition compresses and credit costs rise. The substrate reads why mass-market cohort response is compressing beyond the wage cycle: which the LTV models cannot anticipate.

Bearing Cohort-Position State Estimation Read · 04 June 2026 · BearingA
02 /
The operator’s marketing plan

Acme Studio’s 2026 plan, at CMO altitude.

$610M plan revenue
Marketing-plan KPI framework
$610M
2026 plan revenue · $500M 2025 baseline
Blended CAC≤ $98
Customer LTV$420 · 60-mo
Repeat purchase38%
Blended iROAS2.4×
Aspirational growth+15% YoY
Planned channel allocation$52M · 8.5% of revenue
Paid social · Meta + TikTok$18M · 35%
CTV · brand + performance$12M · 23%
Paid search$8M · 15%
Influencer · Tier 2/3$5M · 10%
Email / retention / CRM$4M · 8%
Brand / PR$3M · 6%
Experiential / events$2M · 4%
Attribution & measurement substrate · Measured (causal incrementality + geo-experiments) · Northbeam in-platform · Triple Whale commerce · GA4 · Klaviyo + Shopify LTV
03 /
Q1–Q2 attainment + leading-indicator pattern

Where the plan is leaking, and the symptom the CMO cannot explain.

H1 2026 actual vs plan
KPI-level variance
The leading indicator
Revenue · H1
−4%
$292M vs $304M plan
Blended CAC
$112
vs $98 plan · +14%
Paid social iROAS
2.1×
vs 2.6× plan
Aspirational new-cust
+7%
vs +15% plan YoY
Premium retention
stable
no compression
Ultra-luxury
+ minor
asset-state-conditional
The leading-indicator pattern

Paid social audience response is compressing despite stable channel mechanics. Measured substrate confirms the channels are operating normally: creative testing is healthy, audience overlap is calibrated, the bid landscape is stable. The variance is not in the channel; it is in the audience response. Measured cannot causally explain why audience response is compressing when channel mechanics are unchanged.

04 /
Bearing’s read against the plan

The variance attribution, by KPI and cohort.

Plan × substrate
Per-KPI variance
12-mo forward
Q3–Q4 variance attributionplan assumes · Bearing reads · net variance
KPI / segmentPlan assumesBearing’s readNet variance
Aspirational new-customer acquisition+15% YoY−8 to −14%−23 to −29 pp
Paid social iROAS2.6×1.7–2.1×−0.5 to −0.9×
Blended CAC≤ $98$115–$135+$17 to +$37
Premium segment retentionstablestableno material variance
Ultra-luxury segmentstableelevated variance · Config 04+2 to −5%
Integrated portfolio variance against plan: the cohort compression, expansion and bidirectional segments composed into one attainment band. Revenue $525–$561M against $610M planned. Q3–Q4 attainment likely $48–$72M behind plan unless posture adjusts.
−8 to −14%vs 2026 plan revenue
05 /
Measurement-filter pass

Your MMM’s recommendation, filtered against cohort substrate.

MMM · attribution
Filter pass
Concrete dollar terms
Your measurement substrate recommends
Measured / Northbeam / Triple Whale

Measured recommends sustaining paid-social at the 2.6× projected iROAS and reallocating toward aspirational-segment expansion on trailing audience-response calibration; the model was calibrated against 2024–25 substrate where the recovery assumption held.

Bearing’s filter pass
Cohort-substrate read

~70% of the target audience sits in Cohorts 01–10 reading compound Config 01+02+03 compression. Incremental spend produces 30–50% lower conversion than the MMM projects; the trailing calibration inherits a recovery assumption the substrate contradicts.

WhyCohorts 01–10 · compound activation, the cohorts the recommendation targets sit under the configuration substrate the trailing model cannot read.
Expected variance against the MMM’s $11M H2 incremental-revenue projection: unreliable. Hold $9–15M against returns the substrate suggests will not materialize.Hold $9–15M
06 /
Specific Q3–Q4 budget recommendations

What you do about it. Hold, redirect, preserve.

Actionable read
Hold / redirect / preserve
Specific dollar amounts
Hold
against compressing cohorts
$4–7M
Paid social leaning into Cohorts 01–03 audience targets, 30–50% lower conversion against MMM-projected rates.
$2–3M
CTV brand-plus-performance in aspirational-targeted creative, sentiment substrate compresses response.
Redirect
to counter-cycle & structural growth
$3–5M
Premium-segment retention (Cohorts 11–17), configuration substrate less acute, LTV-expansion economics hold.
$1–2M
Ultra-luxury direct relationship (Cohorts 18–21), wealth-effect substrate, elevated variance with upside.
Preserve
flex against amplification
$2–3M
Flex capacity held against the Config 01 secondary-cycle activation trigger (Fed action / employment-data shift).
07 /
Avoided over-investment economics

The commercial mechanism, at CMO altitude.

Avoided-loss economics
Cost-justification
The filter’s value

For Acme Studio: Bearing’s read prevents over-investment in aspirational cohorts about to compress.

Bearing subscription$0.2–0.4M / yrScale-appropriate engagement at this operator’s altitude.
Avoided over-investment$9–15MPlanned Q3–Q4 spend held / reallocated against compressing cohort substrate.
Net preservation~25–60×Avoided over-investment against subscription cost.

$9–15M of planned Q3–Q4 marketing spend held against compressing cohort substrate. Net preservation against the MMM-projected $11M H2 incremental revenue from the aspirational growth assumption, which the substrate variance makes unreliable.

08 /
The substrate · why these recommendations

Same five configurations. Asymmetric transmission across 24 cohorts.

The variance attribution
surfaces here
Cohort × configuration

The recommendations above trace to this surface. Acme’s aspirational-heavy portfolio (~70% of revenue across Cohorts 01–10) sits under compound Config 01+02+03 activation. Bearing reads why audience response is compressing when the channel mechanics are unchanged: the gap the MMM cannot causally engage. Below: the operator’s cohort mix, then the cohort × configuration sensitivity that produces the variance.

Aspirational tier · cohorts 01–10 · ~70% revenue
01Suburban Aspirational F 25-34 LM9%
02Urban Aspirational F 25-34 M10%
03Suburban Aspirational F 35-44 M11%
04Urban Aspirational F 35-44 UM6%
05Suburban Aspirational M 25-44 M7%
06Urban Aspirational M 25-44 UM5%
07Suburban Aspirational F 45-54 M8%
08Aspirational F 55-64 M-UM5%
09Gen Z Aspirational F 18-245%
10Gen Z Aspirational M 18-244%
Premium tier · cohorts 11–18 · ~25% revenue
11Coastal Premium F 30-44 UM4%
12Coastal Premium F 45-59 U3%
13Coastal Premium M 30-44 UM3%
14Suburban Premium F 35-54 UM4%
15Premium F 60+2%
16Tech/Finance Premium M 30-493%
17Premium F 25-34 UM4%
18Multi-Gen Wealth Premium F2%
Ultra-luxury & cross-tier · cohorts 19–24 · ~5% revenue
19Ultra-Luxury F 35-65 Top 1%1%
20Ultra-Luxury M 40-70 Top 1%1%
21UHNW F 40+ Top 0.1%0.5%
22Streetwear-Luxury M 22-401.2%
23Resale-Anchored Aspirational F0.8%
24Quiet-Luxury Established F 40-650.5%
24 × 5Cohort ↓ · Config →
C01Real wageThreshold · 2nd-cycle
C02Food / fuelActive · moderate
C03Consumer creditActive · tightening
C04Cross-compoundSustained · elevated
C05COVID legacyResidue · background
01 · AspirationalSuburban Aspirational F 25-34, Lower-MidTier II
-11 to -15%II
-4 to -8%II
-10 to -14%II
-4 to -8%II
+0 to -2%IIbg
02 · AspirationalUrban Aspirational F 25-34, MiddleTier II
-8 to -12%II
-2 to -5%II
-5 to -9%II
-3 to -6%II
+0 to -2%IIbg
03 · AspirationalSuburban Aspirational F 35-44, MiddleTier II
-13 to -18%II
-5 to -9%II
-12 to -17%II
-4 to -8%II
-1 to -3%IIbg
04 · AspirationalUrban Aspirational F 35-44, Upper-MidTier II
-7 to -11%II
-3 to -6%II
-4 to -7%II
-2 to -5%II
+1 to -1%IIbg
05 · AspirationalSuburban Aspirational M 25-44, MiddleTier II
-9 to -13%II
-4 to -7%II
-6 to -10%II
-3 to -6%II
-1 to +1%IIbg
06 · AspirationalUrban Aspirational M 25-44, Upper-MidTier II
-6 to -10%II
-3 to -6%II
-4 to -8%II
-2 to -5%II
+0 to +2%IIbg
07 · AspirationalSuburban Aspirational F 45-54, MiddleTier II
-16 to -22%II
-7 to -12%II
-10 to -16%II
-4 to -8%II
-2 to -4%IIbg
08 · AspirationalAspirational F 55-64, Mid–Upper-MidTier II
-9 to -14%II
-4 to -8%II
-6 to -10%II
-3 to -6%II
-1 to -3%IIbg
09 · AspirationalGen Z Aspirational F 18-24Tier II
-10 to -15%II
-5 to -9%II
-8 to -14%II
-4 to -8%II
+2 to -1%IIbg
10 · AspirationalGen Z Aspirational M 18-24Tier II
-7 to -12%II
-4 to -8%II
-8 to -13%II
-3 to -6%II
+1 to -1%IIbg
11 · PremiumCoastal Premium F 30-44, Upper-MidTier II
-5 to -9%II
-2 to -4%II
-3 to -7%II
-3 to -6%II
+1 to +3%IIbg
12 · PremiumCoastal Premium F 45-59, UpperTier II
-3 to -7%II
-1 to -3%II
-2 to -5%II
-2 to -5%II
+1 to +3%IIbg
13 · PremiumCoastal Premium M 30-44, Upper-MidTier II
-4 to -8%II
-2 to -4%II
-3 to -6%II
-2 to -5%II
+1 to -1%IIbg
14 · PremiumSuburban Premium F 35-54, Upper-MidTier II
-5 to -9%II
-3 to -5%II
-3 to -7%II
-3 to -6%II
+1 to +3%IIbg
15 · PremiumPremium F 60+, Upper–Upper-UpperTier II
-2 to -5%II
-1 to -2%II
-1 to -3%II
-2 to -4%II
+2 to +4%IIbg
16 · PremiumTech/Finance Premium M 30-49, UpperTier II
-6 to -12%II
-1 to -3%II
-2 to -5%II
-4 to +6%II
+1 to -1%IIbg
17 · PremiumPremium F 25-34, Upper-MidTier II
-5 to -10%II
-2 to -4%II
-3 to -7%II
-3 to -6%II
+1 to +3%IIbg
18 · PremiumMulti-Gen Wealth Premium F 35-65Tier II
-1 to -3%II
0 to -1%II
0 to -2%II
-3 to -6%II
+1 to +3%IIbg
19 · Ultra & cross-tierUltra-Luxury F 35-65, Top 1%Tier III
0 to -2%III
0 to -1%III
0 to -1%III
-3 to +4%III
+2 to +4%IIIbg
20 · Ultra & cross-tierUltra-Luxury M 40-70, Top 1%Tier III
0 to -2%III
0%III
0 to -1%III
-3 to +3%III
+1 to +3%IIIbg
21 · Ultra & cross-tierUHNW F 40+, Top 0.1%Tier III
0 to -1%III
0%III
0%III
-2 to +4%III
+2 to +4%IIIbg
22 · Ultra & cross-tierStreetwear-Luxury M 22-40Tier II
-6 to -12%II
-3 to -6%II
-10 to -16%II
-6 to -12%II
-1 to -3%IIbg
23 · Ultra & cross-tierResale-Anchored Aspirational F 25-40Tier III
-3 to -8%III
-2 to -5%III
-4 to -9%III
-2 to -5%III
+3 to +5%IIIbg
24 · Ultra & cross-tierQuiet-Luxury Established F 40-65Tier II
-2 to -5%II
-1 to -3%II
-2 to -4%II
-2 to -5%II
+3 to +7%IIbg
Acute ↓Moderate ↘Stable →Expansion ↗ ↑Bidirectional ⇅● active   ◐ threshold   ○ dormant   bg background

12-month-forward magnitude bands at the stated empirical altitude (Tier II calibrated, Tier III scaffolded), operating v1.B calibrations against v1.C current-state regime, not asserted as forecast. Hover a row or column to isolate a cohort or configuration.

09 /
Configuration regime read

Five configurations at current state. Category-conditional transmission.

June 2026 substrate
Same five configs
Asymmetric per category

The same five compound configurations operate against every category. What differs is transmission: which cohorts each configuration reaches, by what pathway, and with what sign. Each is characterized at its current-state regime, then read for its transmission into Acme Studio’s portfolio.

Config 01Real wage compression cycleRegime · Threshold-proximate · post-acute resolution, bifurcated across cohorts
Resolution · Aggregate resolved; middle-income persists 4–8% below 2021 peak · secondary cycle ~40–55% within 12mo

Aggregate real-wage has resolved, but middle-income aspirational cohorts (01–03, 05, 07) remain 4–8% below 2021 peak. Transmission lands acute on the aspirational tier; premium and ultra-luxury cohorts have recovered or exceeded peak. Secondary-cycle activation is threshold-proximate.

BLS ECI / CPS · Atlanta Fed Wage Tracker · EPI
Config 02Food and fuel inflation transmissionRegime · Moderate active phase · core services elevated, food/energy controlled
Resolution · Persistent moderate transmission through 2026–27 · acute reactivation ~20–30%

Food and fuel transmit through household budget reallocation. High necessities-as-percent-of-income aspirational suburban cohorts (01–03, 07) carry highest sensitivity; shelter inflation compounds for urban renters; premium-and-above transmission is structurally low.

BLS CPI · BEA PCE · USDA Food Price Outlook · EIA STEO
Config 03Consumer credit availability cycleRegime · Tightening active · BNPL stress, household balance-sheet bifurcation deepening
Resolution · Tight through 2026 H2 · further acute tightening ~35–50%

Tightening active with BNPL delinquency elevated. High-utilization aspirational cohorts (01–03, 07) and Gen-Z (09–10) carry acute transmission; credit-funded aspirational purchase compresses; wealth-anchored cohorts carry none.

Fed SLOO Q1 2026 · NY Fed HHDC Q1 2026 · Fed G.19
Config 04Cross-compound integrationRegime · Sustained acute substrate elevation · multiple compounds active concurrently
Resolution · Sustained through horizon · acute amplification ~30–45% (2–4× baseline transmission)

Transmits through sentiment (aspirational deferral), wealth-effect (premium/ultra asset values) and supply-chain pricing. Wealth-anchored cohorts (18–21) carry bidirectional variance as the asset state sits at threshold proximity.

Cross-compound canonical · Iran–Russia–Taiwan · capital-flight PHM-CMP-0203
Config 05COVID structural legacyRegime · Structural residue operating across cohorts at differentiated altitude
Resolution · Sustained residue through horizon · cohort-specific cycles (quiet-luxury active)

Structural residue, not cycle: DTC/social acquisition permanently elevated, retail frequency reduced. The quiet-luxury cycle (Cohort 24) and resale-substitution (Cohort 23) run counter to broader compression.

Longitudinal cohort tracking 2020–26 · state-of-fashion reports
10 /
Historical compare

The portfolio replayed through five resolved cycles.

Compression / expansion %
Recovery duration
Current-state resemblance
+13%0−22%
-18 to -25%
2008–09Severe credit-ledRec · 36–48 mo
-3 to -6%
2014–15Moderate / EMRec · 18–22 mo
-2 to -4%
2018Trade-warRec · 12–14 mo
+8 to +18% net
2020–22COVID → stimulusRec · net rebound
-12 to -18%
2022–23Tightening / inflationRec · ~70–80% (Q1 26)
Current portfolio −8 to −14% (Acme projection) · resembles the matched cycle
Substrate-matching read
Three structural
distinctions

The closest substrate analogue is the 2022–23 tightening / inflation cycle, but with three structural distinctions. Acme’s aspirational-anchored portfolio projects −8 to −14% against pre-cycle baseline (Scenario A generic band −10 to −16%), resembling 2022–23 at middle-altitude with ~10–20% probability of acute amplification.

1Threshold not peak. Configuration 01 (real wage) is at threshold-proximate for a secondary cycle (~40–55% within 12mo) rather than at acute-phase peak as in 2022–23.
2Elevated Config 04. Configuration 04 (cross-compound) sits at elevated substrate altitude versus the 2022–23 baseline through sustained Iran–Russia–Taiwan integration.
3Background residue. Configuration 05 (COVID legacy) operates as background substrate that did not exist in the 2008–09 / 2014–15 / 2018 cycles, quiet-luxury and resale counter-cycles run within it.
11 /
Configuration alert architecture

What to monitor for this portfolio.

Threshold-proximate
In-quarter posture
Monitoring frequency
Config 03◐ Threshold-proximate

Consumer-credit tightening

High-utilization aspirational cohorts (01, 03, 07) and Gen-Z (09, 10) amplify on tightening; BNPL delinquency elevated. Active with ~35–50% probability of further acute tightening within 12 months.

Monitor · Weekly
Config 01◐ Threshold-proximate

Real-wage secondary cycle

Aspirational middle-income cohorts remain 4–8% below 2021 peak; secondary-cycle activation ~40–55% within 12 months would compound with Config 03.

Monitor · Monthly
Config 04● Active

Cross-compound amplification

Sustained substrate elevation; acute amplification (~30–45%) would lift the magnitude bands 2–4× and shift wealth-anchored cohorts (18–21) bidirectionally.

Monitor · Per substrate read
02 /
The operator’s marketing plan

Northridge Motors’s 2026 plan, at CMO altitude.

$8.4B plan revenue
Marketing-plan KPI framework
$8.4B
2026 plan revenue · $8B 2025 baseline
New vehicle65,000 units
Used vehicle110,000 units
Service revenue$1.8B
F&I attach78%
Cost / vehicle$580
Service retention62%
Planned channel allocation$58M · 0.69% of revenue
Digital acquisition · search + auto verticals$22M · 38%
OEM brand co-op$12M · 21%
Dealer-level local$10M · 17%
Service marketing / retention CRM$7M · 12%
EV-focused acquisition$4M · 7%
Lease-cycle retention$3M · 5%
Attribution & measurement substrate · J.D. Power retail attribution · IHS Markit / S&P Mobility registrations · Cars.com / Dealer.com · AutoTrader · DealerSocket CRM
03 /
Q1–Q2 attainment + leading-indicator pattern

Where the plan is leaking, and the symptom the CMO cannot explain.

H1 2026 actual vs plan
KPI-level variance
The leading indicator
New vehicle · H1
−7%
31,000 vs 33,500 units
Used vehicle · H1
−12%
53,000 vs 60,000 units
Service revenue
+3%
holding-period extension
EV acquisition cost
−22%
1.4× projected efficiency
F&I attach
71%
vs 78% plan
Service retention
64%
vs 62% plan
The leading-indicator pattern

Vehicle-sales compression is concentrated in credit-constrained segments: subprime auto, near-prime new, Gen Z first-vehicle. Mainstream-prime is holding; the EV-adopter cohort is outperforming. Dealer attribution reads channel-level efficiency clearly but cannot causally explain why credit-constrained cohort response is compressing 22–35% beyond what the credit cycle alone would predict.

04 /
Bearing’s read against the plan

The variance attribution, by KPI and cohort.

Plan × substrate
Per-KPI variance
12-mo forward
Q3–Q4 variance attributionplan assumes · Bearing reads · net variance
KPI / segmentPlan assumesBearing’s readNet variance
Used vehicle sales (110k plan)110,000 units−22 to −32%~24,000–35,000 units below
New · credit-constrained (A03/A11)recovery−22 to −35%~5,000–8,000 units below
EV-adopter cohort (A10)modeled rate+8 to +15%+$3–5M upside
F&I attach rate78%71–72%−7 to −9 pp
Service revenueplan+5 to +8%structural tailwind
Integrated portfolio variance against plan: the cohort compression, expansion and bidirectional segments composed into one attainment band. Revenue $7.6–$8.0B against $8.4B planned. Q3–Q4 attainment likely $200–$400M behind plan, concentrated in credit-constrained segments.
−5 to −9%vs 2026 plan revenue
05 /
Measurement-filter pass

Your MMM’s recommendation, filtered against cohort substrate.

MMM · attribution
Filter pass
Concrete dollar terms
Your measurement substrate recommends
J.D. Power / IHS / dealer attribution

Dealer attribution recommends sustaining digital acquisition into credit-constrained showroom intent on trailing close-rate, and holding OEM co-op weighting on subprime-auto creative.

Bearing’s filter pass
Cohort-substrate read

Subprime and near-prime cohorts (A03, A07, A11) are compressing 22–35% beyond the credit cycle alone through compound Config 03+01+02. Acquisition spend produces 35–50% lower vehicle-sale efficiency than the plan calibration assumes.

WhyA03 · A07 · A11 · compound, the cohorts the recommendation targets sit under the configuration substrate the trailing model cannot read.
Hold $6–9M; the trailing model cannot anticipate the credit-constrained compression or the EV-adopter Config-02 growth asymmetry the spend should redirect toward.Hold $6–9M
06 /
Specific Q3–Q4 budget recommendations

What you do about it. Hold, redirect, preserve.

Actionable read
Hold / redirect / preserve
Specific dollar amounts
Hold
against compressing cohorts
$4–6M
Digital acquisition leaning into credit-constrained targeting, 35–50% lower vehicle-sale efficiency than planned.
$2–3M
OEM co-op on subprime-auto creative, cohort response compressing; co-op leverage does not compensate.
Redirect
to counter-cycle & structural growth
$3–4M
EV-focused acquisition, Config 02 transmission accelerating cohort growth; materially elevated ROI vs plan calibration.
$2–3M
Service marketing + retention CRM, extended holding periods amplify service revenue.
$1–2M
Mainstream-prime retention against the existing dealer base as new-vehicle purchase delays.
Preserve
flex against amplification
No flex tranche specified; downside is Config 01 secondary-cycle activation compounding the credit-constrained compression.
07 /
Avoided over-investment economics

The commercial mechanism, at CMO altitude.

Avoided-loss economics
Cost-justification
The filter’s value

For Northridge Motors: Bearing’s read prevents over-investment in credit-constrained acquisition about to compress.

Bearing subscription$0.4–0.7M / yrScale-appropriate engagement at this operator’s altitude.
Avoided over-investment$6–9MPlanned Q3–Q4 spend held / reallocated against compressing cohort substrate.
Net preservation~10–22×Avoided over-investment against subscription cost.

$6–9M of planned Q3–Q4 marketing spend held against compressing cohort substrate. Net preservation is larger once the redirected spend’s elevated efficiency in EV and service segments is counted.

08 /
The substrate · why these recommendations

Same five configurations. Asymmetric transmission across 12 cohorts.

The variance attribution
surfaces here
Cohort × configuration

The recommendations above trace to this surface. Northridge’s credit-constrained segments (24% of revenue) are compressing 22–35% beyond the credit cycle alone, compound Config 03+01+02. Meanwhile the EV-adopter cohort reads asymmetric Config-02 growth the trailing attribution under-models. Below: the operator’s cohort mix, then the cohort × configuration sensitivity that produces the variance.

Mainstream-prime · A01–A02 · 32%
A01Suburban Mainstream-New 30-44 Prime18%
A02Suburban Mainstream-New 45-59 Prime14%
Credit-constrained · A03 · A07 · A11 · 24%
A03Mainstream-New Near-Prime/Subprime9%
A07Used-Purchase Subprime10%
A11Gen Z First-Vehicle5%
Premium / luxury · A04 · A05 · 22%
A04Aspirational-New Premium Prime14%
A05Affluent-Luxury-New8%
Used · mid-credit · A08 · 12%
A08Used-Purchase Mid-Credit12%
EV-adopter · A10 · 6%
A10EV-Adopter Upper-Mid–Affluent6%
Lease / multi-vehicle · A09 · A12 · 4%
A09Lease-Cycle Premium2%
A12Multi-Vehicle Affluent2%
12 × 5Cohort ↓ · Config →
C01Real wageThreshold · 2nd-cycle
C02Food / fuelActive · moderate
C03Consumer creditActive · tightening
C04Cross-compoundSustained · elevated
C05COVID legacyResidue · background
A01 · Mainstream-primeSuburban Mainstream-New 30-44, PrimeTier II
-6 to -10%II
-8 to -14%II
-5 to -10%II
-3 to -7%II
-8 to -12%IIbg
A02 · Mainstream-primeSuburban Mainstream-New 45-59, PrimeTier II
-5 to -9%II
-6 to -12%II
-4 to -8%II
-3 to -7%II
-6 to -10%IIbg
A03 · Credit-constrainedMainstream-New 25-39, Near-Prime/SubprimeTier II
-14 to -22%II
-10 to -16%II
-22 to -35%II
-6 to -10%II
-4 to -8%IIbg
A04 · Premium / luxuryAspirational-New 30-49, Premium PrimeTier II
-3 to -6%II
-3 to -6%II
-3 to -6%II
-3 to -6%II
-3 to -6%IIbg
A05 · Premium / luxuryAffluent-Luxury-New 40-65Tier II
-2 to -4%II
-1 to -3%II
-1 to -3%II
-4 to +4%II
-2 to -4%IIbg
A06 · Premium / luxuryUltra-Luxury-New 45+, Top 1%Tier III
0 to -2%III
0 to -1%III
0 to -1%III
-3 to +5%III
-1 to +1%IIIbg
A07 · Used-purchaseUsed-Purchase 25-44, SubprimeTier II
-16 to -25%II
-8 to -14%II
-25 to -40%II
-5 to -9%II
used-mkt reconfigIIbg
A08 · Used-purchaseUsed-Purchase 45+, Mid-CreditTier II
-8 to -14%II
-5 to -10%II
-10 to -16%II
-3 to -7%II
used-mkt dynamicsIIbg
A09 · Lease / multi-vehicleLease-Cycle Premium 30-49Tier III
-3 to -6%III
-2 to -5%III
-5 to -10%III
-3 to -6%III
lease retentionIIIbg
A10 · EV-adopterEV-Adopter 30-55, Upper-Mid–AffluentTier II
-2 to -5%II
+8 to +15%II
-3 to -8%II
-5 to -10%II
structural growthIIbg
A11 · Credit-constrainedGen Z First-Vehicle 18-26Tier III
-8 to -14%III
-6 to -12%III
-15 to -25%III
-5 to -10%III
-3 to -7%IIIbg
A12 · Lease / multi-vehicleMulti-Vehicle Affluent 40-65Tier II
-2 to -5%II
-2 to -4%II
-1 to -3%II
-3 to +3%II
-3 to -6%IIbg
Acute ↓Moderate ↘Stable →Expansion ↗ ↑Bidirectional ⇅● active   ◐ threshold   ○ dormant   bg background

12-month-forward magnitude bands at the stated empirical altitude (Tier II calibrated, Tier III scaffolded), operating v1.B calibrations against v1.C current-state regime, not asserted as forecast. Hover a row or column to isolate a cohort or configuration.

09 /
Configuration regime read

Five configurations at current state. Category-conditional transmission.

June 2026 substrate
Same five configs
Asymmetric per category

The same five compound configurations operate against every category. What differs is transmission: which cohorts each configuration reaches, by what pathway, and with what sign. Each is characterized at its current-state regime, then read for its transmission into Northridge Motors’s portfolio.

Config 01Real wage compression cycleRegime · Threshold-proximate · post-acute resolution, bifurcated across cohorts
Resolution · Aggregate resolved; middle-income persists 4–8% below 2021 peak · secondary cycle ~40–55% within 12mo

Wage compression defers replacement and trades buyers down a tier or trim. Subprime and near-prime cohorts (A03, A07, A11) acute; mainstream-prime moderate (6–12-month deferral); luxury minimal direct.

BLS ECI / CPS · Atlanta Fed Wage Tracker · EPI
Config 02Food and fuel inflation transmissionRegime · Moderate active phase · core services elevated, food/energy controlled
Resolution · Persistent moderate transmission through 2026–27 · acute reactivation ~20–30%

Fuel inflation is a direct vehicle operating expense, not budget reallocation, acute for suburban auto-dependent cohorts. The EV-adopter cohort (A10) reads asymmetric growth: fuel inflation accelerates EV adoption.

BLS CPI · BEA PCE · USDA Food Price Outlook · EIA STEO
Config 03Consumer credit availability cycleRegime · Tightening active · BNPL stress, household balance-sheet bifurcation deepening
Resolution · Tight through 2026 H2 · further acute tightening ~35–50%

Auto’s load-bearing configuration. Purchase is structurally credit-gated. Subprime / used cohorts (A03, A07) compress 30–45% on tightening; mainstream-prime extend terms; premium and luxury substitute cash.

Fed SLOO Q1 2026 · NY Fed HHDC Q1 2026 · Fed G.19
Config 04Cross-compound integrationRegime · Sustained acute substrate elevation · multiple compounds active concurrently
Resolution · Sustained through horizon · acute amplification ~30–45% (2–4× baseline transmission)

Sentiment-driven big-ticket deferral across all cohorts; wealth-effect compounds for luxury; EV supply-chain (semiconductor / battery) residue transmits to A10.

Cross-compound canonical · Iran–Russia–Taiwan · capital-flight PHM-CMP-0203
Config 05COVID structural legacyRegime · Structural residue operating across cohorts at differentiated altitude
Resolution · Sustained residue through horizon · cohort-specific cycles (quiet-luxury active)

Remote-work substrate permanently reduced commute-driven replacement frequency (~10–15% annual mileage); the used-car market reconfigured 2020–24; EV adoption structurally accelerated.

Longitudinal cohort tracking 2020–26 · state-of-fashion reports
10 /
Historical compare

The portfolio replayed through five resolved cycles.

Compression / expansion %
Recovery duration
Current-state resemblance
+8%0−27%
-22 to -32%
2008–09Auto credit crisisRec · 40+ mo
-2 to -4%
2014–15MinimalRec · 8–10 mo
-5 to -9%
2018Trade-war / tariffRec · 12–14 mo
+5 to +12% net
2020–22Chip shortage → surgeRec · net rebound
-12 to -18%
2022–23Credit / affordabilityRec · pending
Current portfolio −5 to −9% (Northridge projection) · resembles the matched cycle
Substrate-matching read
Three structural
distinctions

The closest analogue is the 2022–23 affordability cycle. Northridge’s portfolio projects −5 to −9% against pre-cycle baseline, with elevated downside if the Config 01 secondary cycle activates, credit-constrained cohorts (A03, A07, A11) carry materially deeper compression than the aggregate.

1Sharper credit channel. The 2026 credit reset makes the affordability channel sharper than 2022–23. Config 03 is threshold-proximate for the credit-constrained segment.
2EV asymmetry. The EV-adopter Config 02 growth response is absent from every prior cycle, fuel inflation accelerates adoption rather than compressing demand.
3Secondary-cycle downside. A Config 01 secondary cycle would compound with current Config 03 tightening, lifting the credit-constrained band’s downside.
11 /
Configuration alert architecture

What to monitor for this portfolio.

Threshold-proximate
In-quarter posture
Monitoring frequency
Config 03◐ Threshold-proximate

Consumer-credit reset

Auto demand is monthly-payment-set; credit-constrained cohorts (A03, A07, A11) amplify acute on tightening. Active, ~35–50% probability of further acute tightening within 12 months.

Monitor · Weekly
Config 02● Active

EV fuel asymmetry

The EV-adopter growth response depends on the fuel cycle; reactivation accelerates A10 adoption +8 to +15%. Monitor fuel-price path and incentive schedule.

Monitor · Monthly
Config 01◐ Threshold-proximate

Real-wage secondary cycle

A secondary wage cycle would compound with Config 03 across mainstream and credit-constrained segments.

Monitor · Monthly
02 /
The operator’s marketing plan

Pacific Voyages’s 2026 plan, at CMO altitude.

$4.1B plan revenue
Marketing-plan KPI framework
$4.1B
2026 plan revenue · $3.5B 2025 GMV baseline
Take rate12–13%
Booking CAC$42
Repeat booking32%
Intl / domestic mix38% / 62%
Planned channel allocation$215M · 5.2% of GMV
Paid search$86M · 40%
Meta + display$43M · 20%
Email / CRM / loyalty$32M · 15%
Brand / content / influencer$22M · 10%
Affiliate / meta-search$19M · 9%
Mobile app / push$13M · 6%
Attribution & measurement substrate · ADARA travel multi-touch · Skift attribution · last-touch + view-through hybrid · Skift Research + Phocuswright
03 /
Q1–Q2 attainment + leading-indicator pattern

Where the plan is leaking, and the symptom the CMO cannot explain.

H1 2026 actual vs plan
KPI-level variance
The leading indicator
Total GMV · H1
−9%
$1.78B vs $1.95B plan
International GMV
−18%
acute weakness
Domestic GMV
−2%
largely on track
Intl paid-search conv.
−25%
vs forecast
Take rate
12.8%
modest intl compression
Drive-vacation (T09)
−8%
fuel transmission
The leading-indicator pattern

International travel intent is compressing acutely while channel mechanics operate normally. The paid-search bid landscape is stable for international destination keywords; creative is performing; site experience is calibrated. The compression is audience-level intent suppression through geopolitical substrate transmission. Exactly the substrate ADARA cannot natively engage.

04 /
Bearing’s read against the plan

The variance attribution, by KPI and cohort.

Plan × substrate
Per-KPI variance
12-mo forward
Q3–Q4 variance attributionplan assumes · Bearing reads · net variance
KPI / segmentPlan assumesBearing’s readNet variance
International GMV ($1.56B H2)$1.56B−12 to −22%$190–$345M below
Domestic GMV ($2.54B H2)$2.54B−2 to −6%$50–$150M below
Value-leisure (T01, ~28%)plan−8 to −14%compound 01+02+03
Premium / luxury (T04/T05/T11)stableselective compressionmodest variance
Gen Z experiential (T10)growth−5 to −10%despite revenge-travel
Integrated portfolio variance against plan: the cohort compression, expansion and bidirectional segments composed into one attainment band. GMV $3.6–$3.8B against $4.1B planned. Q3–Q4 attainment likely $280–$490M GMV behind plan, concentrated in the international segment.
−7 to −12%vs 2026 plan revenue
05 /
Measurement-filter pass

Your MMM’s recommendation, filtered against cohort substrate.

MMM · attribution
Filter pass
Concrete dollar terms
Your measurement substrate recommends
ADARA / Skift attribution

ADARA multi-touch recommends sustaining international-destination paid search on the stable bid landscape and trailing conversion, the booking attribution reads channel mechanics as healthy.

Bearing’s filter pass
Cohort-substrate read

International cohorts (T03–T06, T10) sit under acute Config 04 intent suppression; conversion is already −25% against forecast. The CAC inflation runs against a substrate that does not recover within the plan horizon.

WhyT03–T06 · T10 · geopolitical, the cohorts the recommendation targets sit under the configuration substrate the trailing model cannot read.
Hold $18–27M: the largest avoided over-investment across the four operators, reflecting OTA marketing intensity against travel’s dominant Config-04 exposure.Hold $18–27M
06 /
Specific Q3–Q4 budget recommendations

What you do about it. Hold, redirect, preserve.

Actionable read
Hold / redirect / preserve
Specific dollar amounts
Hold
against compressing cohorts
$12–18M
International destination paid search, intent suppressed; CAC inflation against a substrate that does not recover within the plan horizon.
$4–6M
International meta / display brand, sentiment substrate suppressing top-funnel engagement.
$2–3M
Drive-vacation display, fuel transmission compressing this cohort’s budget.
Redirect
to counter-cycle & structural growth
$4–6M
Domestic premium-leisure (T04, T11), substrate less acute, LTV economics hold.
$3–5M
Gen Z experiential (T10), structural growth despite cohort compression.
$2–4M
Loyalty retention against the existing customer base through the compression cycle.
Preserve
flex against amplification
$3–5M
Flex capacity held against Config 04 acute amplification scenarios that would shift international destination substrate further.
07 /
Avoided over-investment economics

The commercial mechanism, at CMO altitude.

Avoided-loss economics
Cost-justification
The filter’s value

For Pacific Voyages: Bearing’s read prevents over-investment in international destination spend during sustained geopolitical substrate.

Bearing subscription$0.3–0.6M / yrScale-appropriate engagement at this operator’s altitude.
Avoided over-investment$18–27MPlanned Q3–Q4 spend held / reallocated against compressing cohort substrate.
Net preservation~35–80×Avoided over-investment against subscription cost.

$18–27M of planned Q3–Q4 marketing spend held against suppressed international-intent substrate, the largest avoided over-investment across the four operators, reflecting OTA marketing intensity plus Config 04 acute transmission to travel’s dominant cohort exposure.

08 /
The substrate · why these recommendations

Same five configurations. Asymmetric transmission across 11 cohorts.

The variance attribution
surfaces here
Cohort × configuration

The recommendations above trace to this surface. Pacific’s international segment (33% of GMV) is compressing through direct Config 04 intent suppression on a weeks-lead-time, while channel mechanics test normal. ADARA reads the symptom; it cannot engage the geopolitical-substrate cause. Below: the operator’s cohort mix, then the cohort × configuration sensitivity that produces the variance.

Value-leisure & drive · T01 · T09 · 36%
T01Domestic Value-Leisure28%
T09Drive-Vacation Family8%
Mid-leisure · T02 · T03 · 40%
T02Domestic Mid-Leisure22%
T03International Mid-Leisure18%
Premium-leisure · T04 · T05 · T11 · 18%
T04Premium-Leisure12%
T05Luxury-Leisure3%
T11Retired Premium-Leisure3%
Experiential · T10 · 6%
T10Gen Z Experiential6%
11 × 5Cohort ↓ · Config →
C01Real wageThreshold · 2nd-cycle
C02Food / fuelActive · moderate
C03Consumer creditActive · tightening
C04Cross-compoundSustained · elevated
C05COVID legacyResidue · background
T01 · Value-leisureDomestic Value-Leisure 25-44Tier II
-5 to -10%II
-6 to -12%II
-8 to -14%II
-3 to -7%II
+0 to +2%IIbg
T02 · Mid-leisureDomestic Mid-Leisure 30-54Tier II
-3 to -7%II
-3 to -6%II
-3 to -6%II
-2 to -5%II
+2 to +5%IIbg
T03 · Mid-leisureInternational Mid-Leisure 30-54Tier II
-3 to -6%II
-3 to -6%II
-2 to -5%II
-10 to -20%II
+3 to +7%IIbg
T04 · Premium-leisurePremium-Leisure 35-65Tier II
-2 to -4%II
-1 to -3%II
-1 to -3%II
-8 to -15%II
+3 to +5%IIbg
T05 · Premium-leisureLuxury-Leisure 45+Tier II
0 to -2%II
0 to -1%II
0 to -1%II
-5 to -12%II
+5 to +8%IIbg
T06 · Premium-leisureUHNW Travel 40+, Top 1%Tier III
0%III
0%III
0%III
-3 to -10%III
+4 to +7%IIIbg
T07 · BusinessBusiness Travel Mid-Career 30-54Tier II
0 to -3%II
0 to -2%II
0%II
-3 to -6%II
-25 to -40%IIbg
T08 · BusinessExecutive Travel 40-65Tier II
-2 to -5%II
-1 to -3%II
0%II
-3 to -6%II
-15 to -25%IIbg
T09 · Value-leisureDomestic Drive-Vacation Family 30-49Tier II
-4 to -8%II
-10 to -16%II
-5 to -10%II
-1 to -3%II
+0 to +3%IIbg
T10 · ExperientialGen Z Experiential 22-30Tier III
-8 to -14%III
-5 to -10%III
-12 to -22%III
-8 to -15%III
+5 to +10%IIIbg
T11 · Premium-leisureRetired Premium-Leisure 65+Tier II
-1 to -3%II
-2 to -4%II
0 to -1%II
-6 to -12%II
+4 to +7%IIbg
Acute ↓Moderate ↘Stable →Expansion ↗ ↑Bidirectional ⇅● active   ◐ threshold   ○ dormant   bg background

12-month-forward magnitude bands at the stated empirical altitude (Tier II calibrated, Tier III scaffolded), operating v1.B calibrations against v1.C current-state regime, not asserted as forecast. Hover a row or column to isolate a cohort or configuration.

09 /
Configuration regime read

Five configurations at current state. Category-conditional transmission.

June 2026 substrate
Same five configs
Asymmetric per category

The same five compound configurations operate against every category. What differs is transmission: which cohorts each configuration reaches, by what pathway, and with what sign. Each is characterized at its current-state regime, then read for its transmission into Pacific Voyages’s portfolio.

Config 01Real wage compression cycleRegime · Threshold-proximate · post-acute resolution, bifurcated across cohorts
Resolution · Aggregate resolved; middle-income persists 4–8% below 2021 peak · secondary cycle ~40–55% within 12mo

Value-leisure cohorts (T01, T09, T10) trim trip frequency and downgrade tier; mid-leisure substitutes domestic for international; premium-and-above wealth-anchored cohorts maintain travel through wage compression.

BLS ECI / CPS · Atlanta Fed Wage Tracker · EPI
Config 02Food and fuel inflation transmissionRegime · Moderate active phase · core services elevated, food/energy controlled
Resolution · Persistent moderate transmission through 2026–27 · acute reactivation ~20–30%

Fuel inflation directly compresses the drive-vacation budget (T09 acute) and transmits through airline surcharges to budget cohorts; luxury minimal direct.

BLS CPI · BEA PCE · USDA Food Price Outlook · EIA STEO
Config 03Consumer credit availability cycleRegime · Tightening active · BNPL stress, household balance-sheet bifurcation deepening
Resolution · Tight through 2026 H2 · further acute tightening ~35–50%

Value-leisure (T01) and Gen-Z experiential (T10) carry acute transmission: travel is often credit- or BNPL-funded; premium-and-above low.

Fed SLOO Q1 2026 · NY Fed HHDC Q1 2026 · Fed G.19
Config 04Cross-compound integrationRegime · Sustained acute substrate elevation · multiple compounds active concurrently
Resolution · Sustained through horizon · acute amplification ~30–45% (2–4× baseline transmission)

Travel’s load-bearing configuration. Geopolitical substrate suppresses international intent directly, on a weeks-not-months lead-time, international cohorts (T03–T06, T08, T10) acute; route-specific per destination pattern.

Cross-compound canonical · Iran–Russia–Taiwan · capital-flight PHM-CMP-0203
Config 05COVID structural legacyRegime · Structural residue operating across cohorts at differentiated altitude
Resolution · Sustained residue through horizon · cohort-specific cycles (quiet-luxury active)

Business-travel permanent reduction ~25–40% below pre-2020 through hybrid-work, the deepest Config-05 impact across all categories; leisure recovered to an elevated baseline; experiential revenge-travel sustained.

Longitudinal cohort tracking 2020–26 · state-of-fashion reports
10 /
Historical compare

The portfolio replayed through five resolved cycles.

Compression / expansion %
Recovery duration
Current-state resemblance
0−75%
-25 to -35%
2008–09Credit-ledRec · 24–36 mo
-2 to -5%
2014–15MinimalRec · 8–10 mo
-5 to -10%
2018Geopolitical eventsRec · 10–12 mo
-65 to -85%
2020–22COVID travel collapseRec · revenge surge
-10 to -18%
2022–23Geopolitical (intl)Rec · partial
Current portfolio −7 to −12% (Pacific projection) · resembles the matched cycle
Substrate-matching read
Three structural
distinctions

The closest analogue is the 2022–23 geopolitical cycle (the 2020–22 COVID collapse of −65 to −85% is structurally distinct). Pacific’s portfolio projects −7 to −12%, with the international segment (33% of GMV) carrying the elevated Config 04 downside.

1Elevated geo substrate. Config 04 sits at elevated substrate altitude through sustained Iran–Russia–Taiwan integration, broader and more persistent than the single-conflict 2022–23 baseline.
2Permanent base shift. Config 05 holds the business-travel base permanently ~25–40% below pre-2020: a level change, not a recovering cycle.
3Bimodal leisure. Config 01 compresses leisure-value while the experience residue expands experiential and premium-leisure, the portfolio is bimodal.
11 /
Configuration alert architecture

What to monitor for this portfolio.

Threshold-proximate
In-quarter posture
Monitoring frequency
Config 04◐ Threshold-proximate

Geopolitical route substrate

Direct transmission to international long-haul and expedition cohorts (T03–T06, T08, T10) on a weeks-not-months lead-time. Sustained, with ~30–45% acute-amplification probability.

Monitor · Weekly · sustained
Config 05● Active

Business-travel base

The reconfigured corporate-travel base sits permanently ~25–40% below pre-2020; managed-business-travel does not recover to baseline. Read as level, not cycle.

Monitor · Quarterly
Config 02● Active

Drive-vacation fuel

Fuel inflation directly compresses the drive-vacation budget (T09) and budget-airline pricing; monitor the fuel-price path.

Monitor · Monthly
02 /
The operator’s marketing plan

Cascadia Bank’s 2026 plan, at CMO altitude.

$1.92B plan revenue
Marketing-plan KPI framework
$1.92B
2026 plan revenue · $50B assets · 7% YoY plan
New deposits$4.2B
Lending origination$1.8B
Wealth AUM growth$850M
Deposit acq. cost$185
Planned channel allocation$115M · 6% of revenue
Branch + local digital + direct mail$42M · 37%
Digital acquisition$28M · 24%
Wealth-management acquisition$18M · 16%
Retention CRM / cross-sell$14M · 12%
Brand / sponsorship / community$8M · 7%
Small-business segment$5M · 4%
Attribution & measurement substrate · Acxiom data + Epsilon attribution + proprietary customer-LTV models · relationship-attribution for wealth
03 /
Q1–Q2 attainment + leading-indicator pattern

Where the plan is leaking, and the symptom the CMO cannot explain.

H1 2026 actual vs plan
KPI-level variance
The leading indicator
Total revenue · H1
+2%
NIM expansion
Deposit acquisition
−12%
$1.85B vs $2.1B plan
Deposit acq. cost
$215
vs $185 · +16%
Lending origination
−10%
consumer-concentrated
Wealth AUM growth
−4%
$410M vs $425M
Credit cost provisions
+18%
subprime + mortgage
The leading-indicator pattern

Bidirectional configuration transmission is visible in the actuals: NIM is expanding (favorable Config-03 transmission to bank economics) while deposit acquisition compresses and credit costs rise (unfavorable transmission to mass-market cohort behavior). Epsilon reads the symptoms at attribution altitude but cannot causally explain why mass-market cohort response is compressing beyond what the wage cycle alone would predict.

04 /
Bearing’s read against the plan

The variance attribution, by KPI and cohort.

Plan × substrate
Per-KPI variance
12-mo forward
Q3–Q4 variance attributionplan assumes · Bearing reads · net variance
KPI / segmentPlan assumesBearing’s readNet variance
Mass-market deposit acq. ($2.0B H2)$2.0B−10 to −16%$200–$320M below
Subprime credit cost / lendingplanelevated charge-off+$30–50M prov · −$80–120M orig.
NIM expansionbaselinesustained+$20–40M
Wealth-mgmt AUM ($425M)$425Masset-state-dependent−$40–100M (swing −$200M/+$100M)
Retired B08 · HY savingsplanstructural growth+$50–80M deposits
Integrated portfolio variance against plan: the cohort compression, expansion and bidirectional segments composed into one attainment band. Net revenue $1.79–$1.86B against $1.92B planned. Q3–Q4 attainment $60–$130M behind plan, partly offset by NIM expansion and B08 deposit growth.
−3 to −7%vs 2026 plan revenue
05 /
Measurement-filter pass

Your MMM’s recommendation, filtered against cohort substrate.

MMM · attribution
Filter pass
Concrete dollar terms
Your measurement substrate recommends
Acxiom / Epsilon / proprietary LTV

The LTV models recommend sustaining mass-market deposit acquisition on historical cohort-LTV calibration, the channel mechanics read as stable.

Bearing’s filter pass
Cohort-substrate read

Mass-market cohorts (B01, B07, B09) are compressing through compound Config 01+02; deposit CAC is +16% against stable channel mechanics. The LTV calibration is unreliable under regime shift, and the models net out the bidirectional deposit-spread expansion entirely.

WhyB01 · B07 · B09 · bidirectional, the cohorts the recommendation targets sit under the configuration substrate the trailing model cannot read.
Hold $5–8M: the smallest of the four, reflecting banking’s bidirectional transmission: some configurations operate favorably to bank economics even as they compress cohort acquisition.Hold $5–8M
06 /
Specific Q3–Q4 budget recommendations

What you do about it. Hold, redirect, preserve.

Actionable read
Hold / redirect / preserve
Specific dollar amounts
Hold
against compressing cohorts
$3–5M
Mass-market deposit-acquisition digital, CAC inflation against compressing cohort response.
$2–3M
Subprime / credit-building lending-product marketing, credit cost rises faster than origination economics support.
Redirect
to counter-cycle & structural growth
$2–3M
Retired mass-affluent (B08) HY-savings acquisition, cohort substrate net-positive through Config 03.
$2–3M
Wealth-management retention (B05) against asset-state-dependent variance.
$1–2M
Recent-mortgage retention (B10) as new-mortgage acquisition compresses.
Preserve
flex against amplification
$2–4M
Flex capacity held against Config 04 acute amplification affecting the wealth-management AUM trajectory.
07 /
Avoided over-investment economics

The commercial mechanism, at CMO altitude.

Avoided-loss economics
Cost-justification
The filter’s value

For Cascadia Bank: Bearing’s read prevents over-investment in mass-market deposit acquisition about to compress, and surfaces the deposit-spread expansion on the same reset.

Bearing subscription$0.3–0.5M / yrScale-appropriate engagement at this operator’s altitude.
Avoided over-investment$5–8MPlanned Q3–Q4 spend held / reallocated against compressing cohort substrate.
Net preservation~12–25×Avoided over-investment against subscription cost.

$5–8M of planned Q3–Q4 marketing spend held against compressing cohort substrate, the smallest absolute magnitude across the four, reflecting banking-B2C’s bidirectional transmission: some configurations operate favorably to bank economics even as they compress cohort acquisition.

08 /
The substrate · why these recommendations

Same five configurations. Asymmetric transmission across 11 cohorts.

The variance attribution
surfaces here
Cohort × configuration

The recommendations above trace to this surface. Cascadia’s bidirectional exposure is visible in the actuals: NIM expanding while deposit acquisition compresses and credit costs rise. The substrate reads why mass-market cohort response is compressing beyond the wage cycle: which the LTV models cannot anticipate. Below: the operator’s cohort mix, then the cohort × configuration sensitivity that produces the variance.

Mass-market · B01 · B02 · 40%
B01Mass-Market Working-Age 25-4418%
B02Mass-Market Established 45-5922%
Subprime / Gen-Z · B07 · B09 · 20%
B07Gen Z Banking-Native12%
B09Subprime / Credit-Building8%
Mass-affluent · B03 · B04 · 18%
B03Mass-Affluent 30-4910%
B04Mass-Affluent Established 50-658%
Wealth-management · B05 · 8%
B05Affluent / Wealth-Mgmt8%
Retired mass-affluent · B08 · 10%
B08Retired Mass-Affluent 65+10%
Recent-mortgage · B10 · 4%
B10Recent-Mortgage Holders4%
11 × 5Cohort ↓ · Config →
C01Real wageThreshold · 2nd-cycle
C02Food / fuelActive · moderate
C03Consumer creditActive · tightening
C04Cross-compoundSustained · elevated
C05COVID legacyResidue · background
B01 · Mass-marketMass-Market Working-Age 25-44Tier II
-8 to -14%II
-5 to -10%II
-10 to +5%II
-3 to -6%II
+5 to +10%IIbg
B02 · Mass-marketMass-Market Established 45-59Tier II
-3 to -7%II
-2 to -5%II
-4 to +3%II
-2 to -5%II
+3 to +6%IIbg
B03 · Mass-affluentMass-Affluent 30-49Tier II
-1 to -4%II
-1 to -3%II
-1 to -3%II
-4 to -8%II
+4 to +7%IIbg
B04 · Mass-affluentMass-Affluent Established 50-65Tier II
-1 to -3%II
-1 to -2%II
0 to -2%II
-5 to -10%II
+3 to +5%IIbg
B05 · Wealth-managementAffluent / Wealth-Mgmt 40-65Tier II
0 to -2%II
0 to -1%II
0 to -1%II
-8 to +5%II
+2 to +4%IIbg
B06 · Wealth-managementUHNW Private Bank 45+Tier III
0 to -1%III
0%III
0%III
-10 to +8%III
+1 to +3%IIIbg
B07 · Subprime / Gen-ZGen Z Banking-Native 18-26Tier II
-10 to -16%II
-6 to -12%II
-15 to -25%II
-4 to -8%II
+10 to +15%IIbg
B08 · RetiredRetired Mass-Affluent 65+Tier II
-2 to -4%II
-3 to -6%II
+2 to +5%II
-6 to -12%II
+2 to +4%IIbg
B09 · Subprime / Gen-ZSubprime / Credit-Building 22-44Tier II
-14 to -22%II
-10 to -16%II
-25 to -38%II
-5 to -10%II
+3 to +6%IIbg
B10 · Recent-mortgageRecent-Mortgage Holders 28-44Tier II
-8 to -14%II
-6 to -12%II
-10 to -18%II
-5 to -10%II
+2 to +4%IIbg
B11 · Mass-affluentPre-Retirement Mass-Affluent 55-64Tier II
-2 to -5%II
-1 to -3%II
0 to -2%II
-10 to -18%II
+3 to +5%IIbg
Acute ↓Moderate ↘Stable →Expansion ↗ ↑Bidirectional ⇅● active   ◐ threshold   ○ dormant   bg background

12-month-forward magnitude bands at the stated empirical altitude (Tier II calibrated, Tier III scaffolded), operating v1.B calibrations against v1.C current-state regime, not asserted as forecast. Hover a row or column to isolate a cohort or configuration.

09 /
Configuration regime read

Five configurations at current state. Category-conditional transmission.

June 2026 substrate
Same five configs
Asymmetric per category

The same five compound configurations operate against every category. What differs is transmission: which cohorts each configuration reaches, by what pathway, and with what sign. Each is characterized at its current-state regime, then read for its transmission into Cascadia Bank’s portfolio.

Config 01Real wage compression cycleRegime · Threshold-proximate · post-acute resolution, bifurcated across cohorts
Resolution · Aggregate resolved; middle-income persists 4–8% below 2021 peak · secondary cycle ~40–55% within 12mo

Mass-market and subprime cohorts (B01, B07, B09, B10) carry acute transmission, slowed deposit growth and rising loan delinquency simultaneously; mass-affluent-and-above low.

BLS ECI / CPS · Atlanta Fed Wage Tracker · EPI
Config 02Food and fuel inflation transmissionRegime · Moderate active phase · core services elevated, food/energy controlled
Resolution · Persistent moderate transmission through 2026–27 · acute reactivation ~20–30%

Transmits through overdraft-cycle activation, card-balance growth and savings depletion for mass-market; higher tiers minimal direct.

BLS CPI · BEA PCE · USDA Food Price Outlook · EIA STEO
Config 03Consumer credit availability cycleRegime · Tightening active · BNPL stress, household balance-sheet bifurcation deepening
Resolution · Tight through 2026 H2 · further acute tightening ~35–50%

Banking’s load-bearing configuration: bidirectional. Tightening compresses origination but expands net interest margin; mass-market cohorts compress on credit cost while the retired mass-affluent cohort (B08) benefits from high-yield-savings spread.

Fed SLOO Q1 2026 · NY Fed HHDC Q1 2026 · Fed G.19
Config 04Cross-compound integrationRegime · Sustained acute substrate elevation · multiple compounds active concurrently
Resolution · Sustained through horizon · acute amplification ~30–45% (2–4× baseline transmission)

Wealth-anchored cohorts (B05, B06, B11) carry wealth-effect and sequence-of-returns variance; mass-market shifts toward saving; safety-haven deposit inflows possible.

Cross-compound canonical · Iran–Russia–Taiwan · capital-flight PHM-CMP-0203
Config 05COVID structural legacyRegime · Structural residue operating across cohorts at differentiated altitude
Resolution · Sustained residue through horizon · cohort-specific cycles (quiet-luxury active)

Digital-banking adoption permanent; branch rationalization ongoing; BNPL substrate persistent; the Gen-Z banking-native cohort (B07) is structurally COVID-era-formed.

Longitudinal cohort tracking 2020–26 · state-of-fashion reports
10 /
Historical compare

The portfolio replayed through five resolved cycles.

Compression / expansion %
Recovery duration
Current-state resemblance
+8%0−22%
-15 to -30%
2008–09Financial crisisRec · 4–7 yr
-1 to -3%
2014–15MinimalRec · 6–8 mo
-2 to -4%
2018Rate normalizeRec · 8 mo
+5 to +12% net
2020–22Deposit surge / rate-hikeRec · net positive
-2 to -5%
2022–23NIM vs credit costRec · partial
Current portfolio −3 to −7% net revenue · resembles the matched cycle
Substrate-matching read
Three structural
distinctions

The closest analogue is the 2022–23 rate cycle, where NIM benefit offset rising credit costs to a shallow net. Cascadia projects −3 to −7% on net revenue, the bidirectional transmission nets credit compression against deposit expansion, but the gross movement is materially larger than the net suggests.

1Bidirectional net. The same reset compresses credit while expanding deposit spread, net variance is shallow (compression-directional) but the gross movement within the portfolio is far larger.
2Sharper charge-off. Subprime and Gen-Z (B07, B09) charge-off proximity is sharper than 2022–23 as the credit reset sits threshold-proximate.
3Compounding downside. A Config 01 secondary cycle would compound with current Config 03 tightening on the mass-market deposit-and-credit base.
11 /
Configuration alert architecture

What to monitor for this portfolio.

Threshold-proximate
In-quarter posture
Monitoring frequency
Config 03◐ Threshold-proximate

Rate / credit reset · bidirectional

The same reset compresses credit-revolving and subprime (B07, B09) on charge-off while expanding deposit and high-yield-savings (B08). Active, ~35–50% probability of further acute tightening.

Monitor · Weekly
Config 01◐ Threshold-proximate

Real-wage secondary cycle

A secondary wage cycle would compound with Config 03 on the mass-market deposit-and-credit base, slowed deposit growth and rising delinquency together.

Monitor · Monthly
Config 04● Active

Wealth / sequence-of-returns

Wealth-management (B05, B06) and pre-retirement (B11) cohorts carry asset-state-dependent and sequence-of-returns variance; safety-haven deposit inflows possible.

Monitor · Per substrate read
12 /
Cross-category structural read

Four CMOs, one pattern: measurement detects the symptom; cohort substrate explains the cause.

12A · dominant config
12B · properties
12C · depth-plus-breadth

All four modeled operators face marketing-plan KPI variance their measurement substrate detects but cannot causally explain: Acme’s paid-social compression with stable channel mechanics, Northridge’s credit-constrained cohort compression beyond the credit cycle, Pacific’s international intent suppression with a stable bid landscape, Cascadia’s deposit-acquisition compression with stable channel performance. The variance is cohort-concentrated, not channel-concentrated. Each category carries a dominant configuration through which transmission is sharpest.

4 categories
× 5 configs
C01Real wage
C02Food / fuel
C03Consumer credit
C04Cross-compound
C05COVID legacy
Apparel · LuxuryAcme Studio · 24
Wage compressionaspirational
Food / fuelcompounds
Credit-fundedactive
Sentiment + wealthdiffuse
Quiet-lux / resalecounter-cycle
AutoNorthridge · 12
Replacement defermoderate
EV fuel asymmetrysplit
Credit-gatedacute
Sentiment deferdiffuse
Commute baseresidue
TravelPacific Voyages · 11
Leisure trimmoderate
Drive fuelT09 acute
Financed tripsvalue cohorts
Geopolitical directfirst-order
B-travel permanentlevel shift
Banking · B2CCascadia · 11
Deposit + charge-offbidirectional
Overdraft cyclemass-market
Credit bidirectionalboth signs
Wealth / sequenceasset-state
Digital adoptionstructural
Dominant transmissionSecondary transmissionExpansion / asymmetricDiffuse / structural
Apparel · Luxury

Tier bifurcation, sharpest differential.

Configs 01+02+03 compound on the aspirational tier (Cohorts 01/03/07 integrated −25 to −38%) against ultra-luxury counter-cycle expansion under the same substrate, the clearest demonstration that transmission is cohort-conditional, not configuration-property alone.

Auto

Credit-cycle dominance, EV asymmetry.

Purchase is credit-gated, so Config 03 dominates the portfolio, yet the EV-adopter cohort reads asymmetric Config-02 growth: fuel inflation accelerates adoption rather than compressing demand.

Travel

Direct geo transmission, permanent base shift.

Config 04 routes first-order into international and expedition cohorts on a weeks-lead-time, while Config 05 holds the business-travel base permanently ~25–40% below pre-2020, a level change, not a recovering cycle.

Banking · B2C

Bidirectional transmission, operator-within-substrate.

Banking is the credit cycle: the same Config-03 reset compresses revolving and subprime cohorts on charge-off while expanding deposit-spread and high-yield-savings cohorts, opposite signs from one configuration.

12C · Depth plus breadth

Bearing operates both. Depth at apparel-luxury: 24 cohorts at Tier II altitude, 600 sensitivity cells across 5 configurations × 5 resolved cycles, six portfolio scenarios, a five-cycle historical compare and full build-and-review. Breadth across auto, travel and banking-B2C: 11–12 cohorts each at scaffolding altitude with configuration transmission, heatmap, modeled operator and current-state read intact.

Avoided over-investment scales with category marketing intensity: $18–27M Pacific Voyages (highest, OTA intensity × acute Config-04), $9–15M Acme Studio, $6–9M Northridge Motors, $5–8M Cascadia Bank (lowest, bidirectional transmission partly offsetting). The methodology composes either depth or breadth; the corpus extends per category; identical analytical architecture, category-conditional reads.

13 /
What this read marks

Five structural conclusions at CMO altitude.

Composed at
regime-shift altitude
On cohort epistemic state
01 /regime-shift altitude

Your measurement reads channels; Bearing reads cohort state

Marketing measurement substrate operates within the regime, at channel attribution altitude; Bearing operates at regime-shift altitude on cohort epistemic state. Measured, J.D. Power, ADARA and Acxiom each read channel performance accurately, and each fails to explain why audience response compresses while channel mechanics test normal.

02 /category-conditional

The variance is cohort-concentrated, not channel-concentrated

Your substrate frames variance in channel terms (“paid social is underperforming”). Bearing reframes it in cohort terms: the cohorts the channel targets are compressing through configuration substrate operating on epistemic state. Channel reallocation alone does not address cohort compression; cohort-substrate-aware reallocation does.

03 /asymmetry universal

Counter-cycle and bidirectional exist in every portfolio

Within every operator portfolio sit structural counter-cycle and asymmetric responses: quiet-luxury and resale growing while aspirational compresses, the EV-adopter fuel asymmetry, experiential revenge-travel against a permanently reduced business base, the high-yield-savings beneficiary. These produce specific redirect-and-amplify opportunities, not just holds.

04 /quantified

Reading what your measurement does not

The methodology’s contribution is reading what your measurement does not measure, and the avoided over-investment that produces. Quantified per operator: $9–15M Acme Studio, $6–9M Northridge Motors, $18–27M Pacific Voyages, $5–8M Cascadia Bank, held or reallocated against the trailing-model recommendation.

05 /sector-agnostic

Demonstrated through asymmetry, not repetition

The methodology’s sector-agnostic property is validated through asymmetric-transmission demonstration, not transmission-pattern repetition. Depth at one category plus breadth across three composes the structural claim: identical analytical architecture, category-conditional reads.

14 /
What remains the operator’s work

The methodology reads. You reason from the read.

Four operators
Outside this read
01 /

Budget reallocation

Bearing reads exposure; the CMO decides reallocation. The hold / redirect / preserve amounts are the read of where exposure sits, not an instruction to move the budget.

02 /

Creative & channel

Creative posture, campaign execution and channel optimization remain at the marketing-measurement, agency and internal-team altitude. This read does not produce them.

03 /

Brand strategy

Brand strategy beyond cohort-portfolio composition is the operator’s work. Bearing reads the portfolio’s position; it does not compose the brand.

04 /

Board narrative

Board and C-suite narrative integrate this read with the CMO’s view of plan, competitive context and execution capability. The methodology marks; the operator reasons from the marks.

15 /
Colophon

A Bearing Cohort-Position State Estimation Read.

BearingA’s
institutional product

This artefact is a Bearing Cohort-Position State Estimation Read: the deployed institutional product, composed at CMO altitude for consumer-brand marketing leaders evaluating Bearing’s analytical contribution alongside their existing measurement substrate. The operator’s question is plan-attainment-anchored: am I going to hit my Q3 marketing-plan KPIs, where am I leaking efficiency, and what do I do about it. The cohort substrate is the explanation layer for that question. Bearing is the engine; BearingA is the company; PHM (the Predictive History Method) is the canonical methodology origin invoked only at methodology-claim altitude.

The four modeled operators: Acme Studio ($610M plan / $500M DTC), Northridge Motors ($8.4B plan / $8B dealer network), Pacific Voyages ($4.1B plan / $3.5B GMV OTA), Cascadia Bank ($1.92B plan / $50B regional), are demonstration constructs, not engagements. Every cohort, magnitude band, KPI structure, attainment trajectory and configuration state composes against the v1 build substrate (v1.A–v1.K) at the stated empirical altitude: Tier II calibrated, Tier III scaffolded, not asserted as forecast. Marketing-plan structures and attribution references are modeled at v1 scaffolding altitude from typical industry patterns, not validated against any real operator.

Cannot-be-wrong is enforced architecturally: the read marks KPI variance bands and configuration substrate, never deterministic outcomes.

Bearing Cohort-Position State Estimation Read · 04 June 2026 · BearingA
Build substrate · v1.A apparel-luxury cohort universe · v1.B 600-cell sensitivity calibrations · v1.C configuration regime current-state · v1.D cross-configuration heatmap · v1.E historical compare · v1.G/H/I auto / travel / banking-B2C extensions · v1.J cross-category integration · v1.K modeled marketing plans (CMO altitude)
Corpus anchors · BLS ECI/CPI · BEA PCE · NY Fed HHDC · Fed SLOO/G.19 · Measured / Northbeam · J.D. Power / IHS · ADARA / Skift · Acxiom / Epsilon · cross-compound canonical
Amendment 01 · operator-question-anchored reorder · CMO-altitude framing · composed 04 June 2026

BearingA

The standing measurement substrate. Bearing reads why your audience response is compressing when your channel mechanics are operating normally; the cohort substrate your measurement infrastructure cannot natively engage.

Bearing · BearingA · 04 June 2026Consumer brand · Cohort-Position State Estimation ReadCannot-be-wrong, enforced architecturally

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The COGS verticalThe vertical this read composes against.Open → The proof pointsTen dated situations, each carrying a ratio.Open → The recordEvery load-bearing claim, drilled to primary source.Open → All readsThe full set of deployed reference reads.Open →
BearingA Geopolitics reads forward.