wealthschema/data sets/faith-based-international-pack
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Faith-Based & International Households Pack

Cross-border financial planning has been growing at the expense of pure-domestic planning for a decade. The drivers are demographic — first-generation immigrants are now the fastest-growing source of new HNW clients in major metros — and structural: visa-status-driven income volatility, FBAR / FATCA reporting, dual-residency tax issues, and faith-based screening preferences (which often correlate with country-of-origin) create a planning surface no domestic-only tool handles well. The Faith-Based & International Households Pack is 70 households built specifically for the platforms serving this growing market.

Households
70
Archetypes
6
Formats
JSON, CSV
Deviation
Moderate

Why this Data Set exists

Cross-border planning combines two things most platforms fail at: visa-status-and-tax-residency complexity (FBAR, FATCA, foreign income reporting, dual-residency tests, ITIN-to-SSN transitions) and faith-tradition screening (where the country-of-origin correlates with religion which correlates with screening preferences). Either alone is hard. Together they're a planning category that almost no off-the-shelf wealth platform addresses well — leaving the segment underserved by software vendors and overserved by white-glove independent practitioners with specialized expertise.

The data problem reflects the planning problem. Cross-border profiles are sparsely represented in production data (the segment is concentrated in specific geographies and employer types). Faith-tradition screening data is governed by privacy contracts. Hand-built fixtures rarely capture both dimensions at once. This Data Set fills the gap with 70 households where both the cross-border and faith-tradition dimensions are fully expressed — including the conditional demographic overlay that makes religion/race fields available for the planning use cases where they're relevant.

Use Cases

H-1B / immigrant financial onboarding
FBAR / FATCA compliance testing
Faith-based investment screening
Cross-border tax planning

Who uses this Data Set

H-1B-Targeted Wealth Platform Engineer

Validates the platform's H-1B-specific onboarding, RSU planning, and tax-residency logic against realistic H-1B workers spanning the visa-stage range — early-career on first visa term, mid-career renewing, late-career transitioning to green card or returning to country of origin.

Immigrant-Focused RIA

Tests the firm's immigrant-onboarding workflow against realistic recent-immigrant profiles, ensuring the tooling correctly handles ITIN-to-SSN transitions, foreign-income documentation, and the faith-tradition screening preferences that often accompany the immigrant client engagement.

FBAR/FATCA Compliance Lead at a CPA Firm

Validates the firm's FBAR / FATCA filing-readiness against realistic households with foreign accounts, ensuring the structured account-reporting requirements are correctly identified before tax season.

Faith-Based International Investment Manager

Tests the firm's faith-tradition screening logic against client profiles with religion-overlay populated, particularly the cases where the client's faith-community screening rules differ from US-domestic screening defaults (Hanafi vs. Maliki halal interpretation, Catholic vs. Protestant biblically-responsible variants).

Tax Specialist Building Cross-Border Tools

Validates the firm's foreign-tax-credit, treaty-benefit, and resident-vs-nonresident-alien analysis tools against realistic cross-border household profiles where the structural complexity drives the planning value.

What's inside

The 70 households cluster around six archetypes: F-06 international workers (H-1B, L-1, O-1 visa holders); U-01 recently banked (often recent immigrants in the banking-relationship-establishment phase); U-03 recent immigrants (working, building first US wealth); X-01 remote workers / digital nomads (often expatriates or location-flexible professionals); N-02 ESG / values-based investors with cross-border dimensions; and ES-01 ESG / faith-based / impact investors with country-of-origin-correlated screening.

Every household has structured cross-border data: visa status (H-1B, L-1, O-1, EB-5, F-1, J-1, green-card-holder, naturalised-citizen, dual-citizen, with-DACA-status); country-of-origin; primary tax residency (US-resident-alien, US-nonresident-alien, dual-status, expatriate); FBAR filing requirement status (with the threshold-crossing analysis); FATCA Form 8938 requirement status; foreign-income percentage; treaty-benefit eligibility for the country-pair. The conditional demographic overlay populates religion (and race/ethnicity) for these households where the planning use case warrants it.

The Data Set ships as JSON and CSV. The WealthSynth Methodology PDF documents the visa-status taxonomy, the FBAR/FATCA filing thresholds and methodology, the faith-tradition screening framework, the conditional privacy overlay specification, and the calibration source for typical cross-border profiles.

Preview a sample household

A redacted summary of one household from this Data Set — names, employers, exact balances, and metro area are stripped. Ages are bucketed, income and net worth are reported as bands. The full record (and all 70 like it) ships in the ZIP.

F-06·International Worker (H-1B)
representative archetype household
Household
Single
State
TX
Gross income (band)
$100k–$200k
Net worth (band)
Dependents
0
Income source types
w2 salary, w2 bonus
Members (1)
primary
Age 25–29
education

Technical Highlights

Visa status taxonomy
FBAR/FATCA filing flags
Faith-based exclusion taxonomy
Conditional privacy overlay (per PLAN §3.1)

Sample Schema Fields

sample_record.json
{
  "demographics.visa_status": <value>,
  "demographics.country_of_origin": <value>,
  "demographics_overlay.religion": <value>,
  "taxes.fbar_filing_required": <value>,
  "income.foreign_income_pct": <value>
}

Sample queries

Find H-1B workers approaching visa-renewal decisions

Returns H-1B workers whose visa term expires within 12 months — the planning window for renewal-or-transition decisions affecting RSU vesting, tax-residency, and asset structure.

households.filter(h =>
  h.demographics.visa_status === 'H-1B' &&
  monthsBetween(today(), h.demographics.visa_expiration) <= 12
)
Surface FBAR filing requirements

Returns households whose foreign-account aggregate balance exceeds the $10K FBAR threshold — the queue for FBAR filing reminders and documentation collection.

households.filter(h =>
  h.taxes.foreign_account_aggregate > 10000 &&
  h.taxes.fbar_filing_required
)
Identify ITIN-to-SSN transition cases

Returns recent immigrants whose recent SSN issuance suggests a credit-history-and-banking-relationship-rebuild opportunity — the queue for advisor outreach and product-recommendation transitions.

households.filter(h =>
  h.demographics.itin_filer_history &&
  !h.demographics.itin_filer &&
  monthsSince(h.demographics.ssn_issued_date) <= 12
)
Track faith-tradition screening preferences by country

Groups households by country-of-origin and the faith-tradition-screening preferences that apply — useful for designing region-and-tradition-specific product recommendations.

households.filter(h =>
  h.demographics_overlay.religion_practice
).reduce((acc, h) => {
  const key = `${h.demographics.country_of_origin}-${
    h.demographics_overlay.religion_practice}`;
  acc[key] = (acc[key] || 0) + 1;
  return acc;
}, {})

Methodology

Each household's cross-border profile is generated against archetype-specific patterns. H-1B workers concentrate in tech and healthcare sectors with realistic income distributions and visa-stage trajectories. Recent immigrants span the spectrum from low-income working families establishing first US wealth to high-income H-1B-converting-to-green-card professionals. Faith-tradition screening preferences correlate with country-of-origin per published immigration-and-religion data; the corpus reflects this without over-determining (a household from a Muslim-majority country might be Muslim with halal screening, or non-religious, or Christian with biblically-responsible screening — the corpus distribution reflects realistic variation). FBAR / FATCA filing requirements are calculated from foreign-account aggregate balances and the appropriate threshold (FBAR $10K, FATCA $50K-$600K depending on filing status and residency). The corpus passes the WealthSynth consistency validator (visa-status is consistent with country-of-origin and employment; FBAR/FATCA requirements are mathematically correct; faith-tradition screening is coherent with religion-overlay) and the LLM-as-judge gate. Annual refresh tracks immigration-policy changes, FBAR/FATCA threshold updates, and tax-treaty changes.

Included Archetypes (6)

Frequently asked questions

How does the conditional privacy overlay work?+

Per the v4 privacy contract, race/ethnicity and religion fields appear only in households tagged for B08 and B26 — the two bundles where the planning question makes the data relevant. Households in B26 have these fields populated; households in other bundles don't. The Methodology PDF documents the privacy framework in detail.

Are visa-status taxonomies current?+

Yes. The corpus covers H-1B, L-1A/L-1B, O-1A/O-1B, EB-1/EB-2/EB-3, F-1 (with OPT and STEM extension where applicable), J-1, green-card holders, naturalised citizens, and dual citizens. DACA status is tracked where applicable. Annual refresh tracks USCIS rule changes.

Are foreign accounts realistic?+

Yes. About 70% of the corpus has at least one foreign account (typically in the country-of-origin). Account types include foreign bank accounts, foreign retirement accounts (which often have specific tax treatment), foreign investment accounts, and foreign real estate income. The structured account-by-account data lets your tools test the FBAR / FATCA reporting logic correctly.

Does the corpus include treaty-benefit analysis?+

Yes. About 60% of the corpus has at least one treaty-eligible income source where applying the treaty produces meaningfully different US tax outcomes. The structured treaty-benefit data includes the country pair, the income type, the treaty article reference, and the calculated benefit. Annual refresh tracks treaty changes.

How are dual-residency cases handled?+

About 15% of the corpus is dual-resident — meeting both US tax-residency tests and country-of-origin residency tests simultaneously. The structured tie-breaker analysis (using the relevant treaty's tie-breaker article where applicable) is documented per household. These are some of the most complex cross-border tax cases and the corpus supports specifically testing software for them.

Are faith-tradition screening rules calibrated for non-US traditions?+

Yes. Halal-compliance screening varies by Islamic legal school (Hanafi, Maliki, Shafi'i, Hanbali); the corpus reflects the variation rather than collapsing to a single 'halal' screening. Catholic and Protestant biblically-responsible screening interpretations differ (particularly on healthcare-related exclusions); the corpus tracks the difference. Hindu and Buddhist ethical-investing frameworks are documented per their distinct traditions.

Does the corpus include cross-border real estate?+

Yes. About 35% of the corpus has at least one foreign real estate position — typically inherited family property in the country of origin or investment property purchased pre-immigration. The structured cross-border real estate data covers the foreign-tax treatment, the FBAR / FATCA reporting implications, and the US-side estate-planning treatment.

How does this fit alongside B08 (ESG Values) and B24 (Impact & Faith)?+

All three use the conditional privacy overlay. B08 focuses specifically on ESG-preference elicitation and screening. B24 focuses on impact-investment vehicles, DAFs, and shareholder advocacy. B26 focuses on cross-border financial considerations plus faith-tradition screening as a secondary dimension. Buyers serving the cross-border faith-based-investor segment typically purchase all three for comprehensive coverage.

Related Wealth Data Sets

$4,000
one-time purchase
70 households (ZIP)
Methodology PDF
JSON, CSV formats
Account required to purchase

Purchases are for internal use only. Redistribution or resale of data is prohibited under the WealthSchema Data License.

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