wealthschema/archetypes/f-01-new-graduate-tech-worker
F-01FormationFormationlow tax complexity

New Graduate Tech Worker

Recent college graduate in a tech role, high income relative to peers, significant student debt, renting in HCOL city, beginning to invest.

F-01 is the year-one-out-of-school engineer in a high-cost metro: first W-2, first 401(k) enrollment, six-figure student-debt expectation that ends up being five-figure reality, and an RSU schedule that has not yet vested its first cliff.

Age Range
22–28
Net Worth
$0–$100k
Cohort
Formation

About this archetype

F-01 captures the earliest tax and benefits surface in the entire catalogue. The defining technical wrinkles are concentrated at onboarding: a first-year withholding profile that almost always under- or over-withholds because the W-4 default assumes a full year of wages against a partial-year base, a 401(k) match that the household frequently fails to capture in full during the eligibility-waiting window, and an RSU grant whose first vest will land mid-following-year and produce a supplemental-withholding mismatch. Student loans dominate the liability side — every one of the 30 corpus households carries both credit-card and student-loan balances — and the borrower is typically still in the six-month post-graduation grace period or has just exited it, so SAVE/IBR/Standard repayment-plan choice is a live question rather than a settled one.

Cash flow is structurally unusual: a median gross of $55,496 against rent in a Tier-1 tech metro produces a savings rate that looks much worse than the wealth tier suggests. The corpus' median liquid net worth of $26,771 is dominated by checking-plus-savings rather than brokerage, because most households have not yet hit their first full vest. Five of 30 households sit in negative-net-worth territory; this is by design, modelling the new grad whose principal student-loan balance still exceeds accumulated 401(k) contributions and any signing-bonus residual.

What sets F-01 apart from neighbouring archetypes is the single-earner, high-income-trajectory, low-current-net-worth combination paired with equity comp that has not yet materially appeared on a tax return. The household is not yet a Tech Employee with Equity (A-06) — RSUs are scheduled rather than vested, and the AMT/ISO surface is theoretical. It is not yet a Dual-Income Couple (F-03) — only one earner exists and dependents are essentially absent (4 of 30). It is the lifecycle moment immediately before either of those branches is taken.

Defining characteristics

  • RSU vesting (scheduled, not yet realized)
    Most households have a 4-year RSU grant with a 1-year cliff still in front of them. Compensation-modeling fixtures need to handle the case where grant-date FMV is known but vest-date FMV is not.
  • Student loans
    All 30 corpus households carry student-loan balances alongside credit cards. The relevant testing surface is repayment-plan choice (Standard vs SAVE vs IBR) and the first-year interest-deduction phase-out near the upper bound of the corpus income range.
  • HCOL renter
    20 of 30 households rent in high-cost metros. Affordability and FHA/conventional pre-qual flows show 24 households with an active home-purchase goal that is several years out of reach at current savings rates.
  • 401(k) beginner
    Single filing status across all 30 households, with first-employer 401(k) enrollment as the dominant retirement vehicle. Contribution rates are well below the §402(g) limit; auto-escalation modelling is the relevant feature surface.
  • High savings potential
    Income-to-fixed-expense gap is favourable, but median liquid net worth of $26,771 reflects the fact that high potential has not yet been converted to actual balances. Trajectory modelling against a fixed income-growth assumption is where this shows up.

Corpus signature

n = 30 households

Aggregated across the 30 F-01 households in the shipped v3 corpus corpus. Numbers describe the corpus, not population claims.

Median income
$55k
p25–p75 $50k–$62k
Median net worth
$46k
mean $40k
Liquid net worth
$27k
median
Investable assets
$37k
median
Income distribution
$40k–48k
5
$48k–56k
11
$56k–64k
6
$64k–72k
8
Net-worth distribution
$-34k–1k
5
$1k–36k
8
$36k–71k
12
$71k–106k
5
Goals across the corpus
Retirement30 / 30
Home purchase24 / 30
Emergency fund16 / 30
Debt payoff12 / 30
Education funding4 / 30
Liability composition
Credit cards30 / 30
Student loans30 / 30
Auto loans12 / 30
Mortgages6 / 30
  • 6 of 30 (20%) are homeowners; the remainder rent.
  • VA, FL, NM account for 6 of 30 households — 20% of the corpus.
  • Median adult-member age is 25 (range 22–28 across primaries and spouses).
  • 4 of 30 (13%) carry one or more dependents.
  • Single is the dominant filing status (30 of 30).

Representative household

F-01-seed-27
Ethan P.Single Parent·Tampa-St. Petersburg-Clearwater, FL

Ethan is one of the small minority of F-01 households (4 of 30) that carries a dependent — a single-parent edge case useful precisely because it stresses HoH-vs-Single filing logic against a profile that otherwise looks like a textbook new graduate. Gross income of $55,560 sits at the corpus median; the $601k education-funding target dwarfs the $44k home-purchase goal, and both are flagged off-track. The diagnostic value is the interaction between an industry-coded 'Education' primary, a sub-poverty-relative dependent-care cost, and a retirement target ($1.17M) that current savings rates do not approach.

Gross income
$55,560
Net worth
$61,166
Liquid NW
$40,725
Age
23
Top goals on this household
Home purchase
$44,448
Education funding
$601,655
Retirement
$1,167,900

Schema fields covered

Every F-01 household ships with — at minimum — these JSON fields populated. The full schema is documented in the data set you purchase.

members[].age
income.combined_gross
net_worth.total
filing_status
accounts.taxable.lots[].acquisition_date
accounts.taxable.lots[].cost_basis
accounts.taxable.lots[].unrealized_pnl
taxes.wash_sale_flags

Who builds against this archetype

Three buyer profiles draw on F-01 most often. Robo-advisor and direct-to-consumer brokerage onboarding teams use it to validate first-account intake where the customer arrives with a W-2 stub but no prior brokerage history — the corpus exercises minor-to-major account transitions, employer-plan eligibility waiting periods, and the supplemental-withholding edge cases around signing bonuses. Student-loan servicers and refinance platforms (private student-loan refinance providers plus federal servicer integrations) use F-01 for SAVE/IBR/Standard repayment-plan comparison engines where the borrower's first-year AGI is still partial. Tax-software QA teams use it for the §221 student-loan interest deduction phase-out range and the W-4 mid-year-start withholding pattern that consistently surfaces refund-vs-balance-due bugs.

Testing scenarios this corpus is calibrated for

  • 01401(k) onboarding flows with employer-match modelling under an eligibility-waiting-period gate.
  • 02Student-loan repayment-plan comparison (Standard vs SAVE vs IBR) for borrowers in the grace-period-to-first-payment transition.
  • 03First-year W-4 withholding accuracy testing for partial-year W-2 income with signing-bonus supplemental withholding.
  • 04FHA and conventional mortgage pre-qualification rejection paths — 24 of 30 households carry a home-purchase goal that current DTI does not support.
  • 05RSU grant-tracker UX where grant-date FMV is recorded but no vest has yet occurred — exercise the empty-history rendering state.
  • 06Negative-net-worth handling in budgeting and net-worth-graph rendering (5 of 30 households are negative).

Edge cases and what's not in this corpus

F-01 deliberately excludes equity that has actually vested in material amounts. If your testing surface requires ISO/NQSO exercise, AMT preference items, or 83(b) elections that have been filed and matured, A-06 (Tech Employee with Equity) is the correct corpus — F-01 households have grants on paper only. Self-employment income is also out of scope; the new grad in a 1099 contract role is F-02 (Gig Economy Starter). Recent graduates on employment-visa status with FBAR exposure live in F-06 (International Worker — H-1B), not here. Finally, F-01 carries no dependents at the modal household; the rare new-grad single-parent case (the corpus surfaces a few) is structurally closer to A-02 once children are present.

Calibration notes

Income bands during v3 synthesis were anchored to BLS Occupational Employment Statistics for entry-level software and adjacent technical roles, with HCOL concentration informed by the geographic clustering observed in Bureau of Economic Analysis MSA-level wage data. Student-loan balance distributions reference Federal Reserve G.19 consumer-credit aggregates and broad NCES completion-debt averages rather than any specific cohort match. Per CLAUDE.md §9 the v3 corpus is frozen and these calibration claims describe the priors applied during synthesis, not a reproducible regeneration path. Equity compensation is modelled as scheduled grants without realized vests by design — the post-vest profile lives in A-06.

How this differs from related archetypes

Frequently asked questions

What does the F-01 archetype represent?+

F-01 — New Graduate Tech Worker models the household in its first 12–24 months out of college: one W-2 income in the $40k–$72k band, student loans on every record, scheduled but not yet vested RSU compensation, and renting in a Tier-1 tech metro. It is the formation-phase entry point that branches into A-06, F-03, or F-02 depending on which life event hits next.

How does F-01 differ from A-06 (Tech Employee with Equity)?+

F-01 is pre-vest; A-06 is post-vest. F-01 households carry RSU grants on paper but have not yet produced realized equity income, so AMT, ISO exercise mechanics, and concentrated-position risk are not yet on the balance sheet. A-06 is the right archetype once vests have begun to materially appear on the W-2.

Why do all F-01 households carry student loans?+

By design. The defining technical surface for the corpus is the interaction between first-year W-2 income and active student-loan repayment — repayment-plan choice, the §221 interest deduction phase-out, and the post-grace transition. Records without student loans would not exercise that testing surface and are modelled in other formation archetypes.

What income range does the F-01 corpus cover?+

Median gross income of $55,496 with a 25th-to-75th-percentile range of $49,753 to $62,466. The distribution skews to the lower entry-level band rather than the top-of-market signing offers that show up in A-06; this is intentional because F-01 represents the median first-year experience, not the top-decile outlier.

Can F-01 be used to test mortgage pre-qualification flows?+

Yes — specifically the rejection or marginal-approval path. 24 of 30 corpus households carry an active home-purchase goal but have DTI ratios and down-payment savings inconsistent with conventional or FHA approval at current income. The corpus is well-suited to testing the 'not yet' messaging path and FHA-vs-conventional eligibility differentials.

Is the F-01 corpus regenerable?+

No. The shipped v3 F-01 corpus is frozen as of the corpus drift confirmation on 2026-05-09. Sampler improvements land in a future v4 release with per-archetype golden fixtures in CI; the current 30 households are not reproducible from current code.

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Life Stage

Formation
Accumulation
Preservation
Distribution
Transfer