wealthschema/data sets/wealth-transfer-readiness-assessment
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Wealth Transfer Readiness Assessment

Wealth transfer is the largest single planning event most HNW clients will ever face — and the least often well-prepared for. Studies consistently show that 60-70% of wealth is lost across two generations, with most of the loss attributable not to investment performance but to lack of preparedness on the heir side and lack of structural planning on the grantor side. The Wealth Transfer Readiness Assessment is 110 HNW and UHNW households built for the firms helping clients close this preparedness gap: estate readiness scoring on a 0-100 scale, trust-structure analytics, charitable giving optimization, and the GST exemption tracking that drives multi-generational planning value.

Households
110
Archetypes
8
Formats
JSON, CSV, Parquet
Deviation
Moderate

Why this Data Set exists

Estate readiness scoring is one of the few planning surfaces where a single number — the readiness score — meaningfully shifts client behaviour. The number forces a conversation that 'you should review your estate plan' doesn't. But the score has to be defensible: it has to integrate document inventory, beneficiary alignment, trust structures, gifting strategy, and the heir-side preparedness. A scoring algorithm that produces a number you can't defend in client conversation isn't useful.

Building a defensible scoring tool requires test data with the full readiness picture structured. This is where most fixture data falls short. A household's GST exemption usage interacts with its trust structures interacts with its annual gifting strategy interacts with its expected estate value at death. Without all of these structured together, the readiness score collapses to whichever input is most easily measured (typically document completeness alone, which doesn't capture readiness in any meaningful sense).

This Data Set provides the integrated picture. 110 households where document inventory, beneficiary alignment, trust structures, gifting histories, charitable giving, and GST tracking are all structured and reconciled. The result is a corpus where a readiness scoring algorithm can be developed and validated honestly — including the cases where two households with the same total wealth have very different readiness scores because of structural differences in their planning.

Use Cases

Estate readiness scoring
Trust structure analytics
Charitable giving optimization
GST exemption tracking

Who uses this Data Set

HNW Wealth Platform PM Building Readiness Scoring

Validates the platform's estate readiness score across 110 HNW households whose readiness profiles span the realistic range — from 'no trust, beneficiary mismatches' to 'multi-generational structure with active gifting program and GST allocation.' Demos the score to advisor prospects with the supporting structural detail.

Family Office Estate Strategy Lead

Tests the firm's annual estate-readiness review process against realistic UHNW client profiles, surfacing the structural-planning opportunities (additional gifting, trust restructuring, GST allocation) that the existing review process surfaces inconsistently.

Trust Company Service Operations

Validates the firm's trust onboarding and annual-review workflow against realistic multi-trust HNW families, ensuring the workflow correctly captures the trust-structure topology, beneficiary structures, and the GST allocation status.

Charitable Giving Strategist at a Wealth Firm

Tests the firm's charitable-giving optimization tool against HNW clients with significant gifting capacity, ensuring the tool surfaces the right structures (DAF, CRT, CLT, private foundation) for each client's specific situation.

Estate-Planning Attorney Building Tech-Enabled Practice

Uses the corpus as a fixture set for testing client-intake workflows for HNW estate-planning engagements, ensuring the firm's intake captures the readiness factors that drive structural-planning recommendations.

What's inside

The 110 households cluster around eight HNW and UHNW archetypes: peak-earner corporate executives (P-01) who have built first trusts; established business owners (P-02) approaching exit-event planning; sudden-wealth recipients (P-06) navigating their first major estate decisions; affluent investors and HNW families (H-01, H-02) with active estate planning; widowed HNW spouses (H-04) consolidating after a loss; estate-planning clients as grantors (E-02); and the niche cases of professional athletes and entertainers (N-03) with concentrated career-earnings.

Every household has a structured estate readiness score on a 0-100 scale, computed from four sub-scores: document completeness (will, trust, ancillary documents — 25% weight); beneficiary alignment (whether designations match will/trust intent — 20% weight); planning-structure sophistication (presence of trusts appropriate to the wealth tier — 30% weight); and gifting-strategy activity (annual exclusion gifting + GST allocation usage — 25% weight). The structured trust-structure data captures every trust's type, grantor status, beneficiary structure, and GST exemption allocation. Annual gifting history covers the past 5 years with recipient and amount per year. Charitable giving totals and the structures used (DAF, CRT, CLT, private foundation) are documented.

The Data Set ships as JSON, CSV, and Parquet. The WealthSynth Methodology PDF documents the readiness-scoring methodology with each sub-score's calibration source, the trust-structure taxonomy, the charitable-giving structure taxonomy, and the GST-exemption tracking methodology.

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 110 like it) ships in the ZIP.

P-01·Peak Earner — Corporate Executive
representative archetype household
Household
Married Joint
State
NY
Gross income (band)
$500k–$1M
Net worth (band)
Dependents
2
Income source types
w2 salary, w2 bonus
Members (4)
primary
Age 45–49
professional services
spouse
Age 45–49
legal
dependent
Age 0–4
dependent
Age 0–4

Technical Highlights

Estate readiness scoring model
Trust structure taxonomy
GST exemption tracking
Philanthropy vehicle inventory

Sample Schema Fields

sample_record.json
{
  "estate.readiness_score": <value>,
  "estate.trust_structures[]": <value>,
  "estate.annual_gifting_history": <value>,
  "philanthropy.charitable_giving_total": <value>,
  "estate.gst_exemption_remaining": <value>
}

Sample queries

Find low-readiness HNW households (advisor outreach queue)

Returns HNW households (>$5M wealth) whose readiness score is below 50 — the prospects for whom estate-planning intervention has the highest expected value.

households.filter(h =>
  h.assets.total > 5_000_000 &&
  h.estate.readiness_score < 50
).sort((a, b) =>
  b.assets.total - a.assets.total)
Surface families with unallocated GST exemption

Returns households whose GST exemption used is below 50% of the lifetime exemption AND who have grandchildren or great-grandchildren as named beneficiaries — the planning population for whom additional GST-exempt gifting would compound value across generations.

households.filter(h =>
  h.estate.gst_exemption_used < 6_805_000 &&
  h.estate.beneficiaries_by_account.some(b =>
    ['grandchild', 'great_grandchild'].includes(
      b.beneficiary_relationship))
)
Identify charitable-structure mismatches

Returns households whose charitable giving exceeds $50K/year but who don't have a tax-efficient giving structure (DAF, CRT, or private foundation) — outright giving is leaving meaningful tax efficiency on the table.

households.filter(h =>
  h.philanthropy.charitable_giving_total > 50000 &&
  !h.philanthropy.has_tax_efficient_structure
)
Compute readiness-score components for a household

For each household, returns the four sub-scores that compose the overall readiness score — useful for displaying the breakdown in client-facing reports and for explaining why the readiness score has the value it does.

households.map(h => ({
  id: h.id,
  overall: h.estate.readiness_score,
  document_completeness: h.estate.score_components.documents,
  beneficiary_alignment: h.estate.score_components.beneficiaries,
  structure_sophistication: h.estate.score_components.structure,
  gifting_activity: h.estate.score_components.gifting
}))

Methodology

Each household's readiness score is computed against a structurally complete model. Document completeness scores against the canonical estate-document set (will, revocable trust, durable POA, healthcare directive, HIPAA authorization, plus any trust-specific documents). Beneficiary alignment scores by checking each account designation against the household's stated will/trust intent. Structure sophistication scores against a wealth-tier-appropriate baseline (a $30M family without a GST-exempt trust scores lower than the same family with one). Gifting activity scores annual-exclusion-gift utilisation rate and GST-exempt-gift activity. The four sub-scores are weighted to produce the overall 0-100 score. Calibration sources include the Northern Trust 'Family Wealth Planning' studies, the FOX (Family Office Exchange) readiness assessment framework, and the Schwab Charitable annual giving studies. The corpus passes the WealthSynth consistency validator (readiness-score components reconcile with the underlying structured data; trust structures are internally complete; GST allocations are mathematically consistent) and the LLM-as-judge gate. Annual refresh tracks federal exemption changes, GST exemption changes, and methodology updates.

Included Archetypes (8)

Frequently asked questions

How is the readiness score calibrated?+

The 0-100 score is composed of four weighted sub-scores. The weights and the per-component scoring rubric are documented in the Methodology PDF. The calibration is anchored against the Northern Trust 'Family Wealth Planning' framework and validated against industry-published readiness-assessment results. The score is intentionally interpretable: a 75 means the household has one or two specific gaps (typically beneficiary alignment or gifting activity); a 40 means meaningful structural work is needed.

What's the wealth-tier distribution?+

About 35% of the corpus is in the $1M-$5M range; 40% is in the $5M-$30M range; 25% is in the $30M+ range. The distribution is intentionally weighted toward the wealth tiers where estate-readiness scoring matters most — the under-$1M segment doesn't typically have the planning surface to score meaningfully on.

Are GST-exempt trusts handled correctly?+

Yes. GST-exempt trust structures use the canonical irrevocable structure with grantor's lifetime GST exemption allocated at funding. The corpus tracks the allocation event date, the trust's GST-exempt status, and the remaining grantor exemption. About 25% of the corpus has at least one GST-exempt trust; about 8% has multiple GST-exempt structures (typical for UHNW dynasty planning).

Are charitable structures realistic?+

Yes. The corpus uses the realistic distribution of charitable structures by wealth tier: DAFs are dominant for the $1M-$10M segment; private foundations appear above $10M; CRTs and CLTs are concentrated in households with concentrated-stock or income-shifting opportunities. The structures' annual giving and grant-making activity is calibrated against Schwab Charitable and NPT-published industry data.

How is the TCJA-sunset planning surfaced?+

Households with estate values above the post-sunset exemption ($6.8M individual / $13.6M married projected) but below the current exemption ($13.61M / $27.22M) are flagged as having 'use-it-or-lose-it' planning urgency. About 30% of the corpus has explicit planning underway against the sunset (lifetime gifting in excess of annual exclusion, irrevocable trust funding before the sunset).

Are heir-side readiness factors included?+

Partially. The household-level data captures whether next-generation beneficiaries have been engaged in family planning conversations (the 'have you had the talk' factor that drives much of multi-generational success). Detailed heir-side preparedness data — heir financial literacy, life-stage readiness — lives in B09 (Next-Gen Attrition Predictor) which is the companion bundle for next-gen planning.

Does the corpus reflect post-mortem trust mechanics?+

Households with a recent grantor death (typically the H-04 widowed HNW spouse archetype) have structured post-mortem trust mechanics: A-B trust funding, QTIP elections, alternate valuation date elections, basis step-up calculations. About 8% of the corpus is post-mortem cases with active trust administration.

How does this fit alongside B06 (Estate Planning Beta) and B12 (Estate & Trust Planning)?+

B06 is broad — full estate lifecycle from new families through HNW. B11 narrows to the HNW/UHNW segment with readiness scoring. B12 focuses on multi-trust complexity for family-office and trust-company practitioners. Many estate-tech buyers purchase B11 + B06 for the readiness-plus-broad combination; B12 is for the specialized family-office / trust-administration use case.

Related Wealth Data Sets

$4,500
one-time purchase
110 households (ZIP)
Methodology PDF
JSON, CSV, Parquet formats
Account required to purchase

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