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Path Finder methodology

How we rank the paths.

Every formula, every numeric band, every source. Published in full because guidance on a decision this big is only as good as the methodology behind it.

The contract

Same answers in, same ranked paths out. No guessing about you, no third parties looking over your shoulder, no hidden score. This page shows the math behind every card you see.

Four steps run in order. Eligibility rules out paths you can't take yet. Tier labels mark what's left as Likely, Reach, Long-shot, or Not workable as you've described it. Ranking sorts the survivors on seven things you care about (listed below). The top four or five become your result cards. A Long-shot path never ranks first.

The seven criteria, and their weights

The base weights sum to 100. The student's stated priority can shift the weights by a small amount (max ±10 on any single criterion). The shift is documented under each priority below.

  • Total financial burden (incl. opportunity cost) — 25
  • Time to RN from today (incl. prereqs, application cycle, waitlist) — 20
  • Goal alignment + long-term advancement — 15
  • Admission + completion probability — 15
  • Schedule / clinical feasibility — 15
  • Local employment fit — 5
  • Program quality + portability — 5

Priority shifts, applied additively before composite sum:

  • Lowest total cost: financial burden +5, quality -3, employment -2.
  • Fastest to RN license: time-to-RN +10, financial -5, employment -2, quality -3.
  • Fastest to first paycheck: time-to-RN +3, financial +2, employment -2, quality -3. Plus a separate "time-to-first-paid-credential" panel where LPN or CNA often wins.
  • Most flexible: schedule feasibility +5, employment -2, quality -3.

Feasibility tier demotion: long-shot paths multiply their composite by 0.55. Reach paths multiply by 0.85. Infeasible-as-configured paths score 0 and never appear as a top card.

What Long-shot means and why it pivots

A path is tagged Long-shot when the input set would make admission or completion materially unlikely, not just less comfortable. The clearest example: science GPA below 2.5 against a public ADN or BSN. Public RN programs in most metros are highly competitive; below a 2.5 science GPA, admission is unlikely without raising the GPA first.

Per the spec, the Long-shot tier is what stops the engine from confidently ranking an impossible path #1. The pivot in that case is: start as an LPN and bridge to RN; do a prerequisite GPA-repair plan and reapply in 12-24 months; or look at private programs (with the for-profit accreditation guardrail attached).

Correctness rules (locked verbatim)

These rules render verbatim on the result cards. They were reviewed adversarially by two outside models (Grok and Gemini) and pinned to specific language. Paraphrasing them is not allowed; the engine pulls from lib/path-finder/copy.ts so any wording change happens in one place.

ADN and BSN licensure

ADN and BSN graduates take the identical NCLEX-RN and earn the same RN license. The difference is hiring preference and advancement, not licensure. Some employers (the VA, military commissioning) require a BSN, and some states (e.g., New York's 'BSN in 10') require ADN-prepared RNs to earn a BSN within 10 years of initial licensure.

Direct-entry MSN

A direct-entry or entry-level MSN is a generalist RN prelicensure degree. It is NOT an NP or any APRN license. Marketing copy sometimes blurs this. A graduate still needs RN licensure and typically 1-2 years of bedside experience before starting an NP program.

CRNA prerequisites

CRNA requires RN licensure plus critical-care (typically ICU) experience plus a doctoral program. There is no direct path from zero to CRNA.

LPN/LVN as on-ramp

LPN/LVN is an on-ramp, not a dead-end. It is a distinct role whose scope varies by state (especially IV therapy, assessment, and acute-care roles). LPNs are heavily hired in long-term care and are increasingly phased out of acute-care hospitals in some states.

Prerequisite expiry

Core science prerequisites (A&P I/II, microbiology, chemistry) commonly expire in 5-7 years. 'Completed' is not the same as 'still valid.' If your sciences are older than five years, expect to retake at least some of them before applying.

Background check + drug screen

Clinical placement and licensure require a criminal-background check and drug screen. Prior convictions can affect eligibility; defer to the state Board of Nursing for case-specific guidance.

State variation

Program approval and competitiveness vary by state. Always defer to the state Board of Nursing. NursingFloor does not assert that a specific school is approved or that any applicant will be admitted.

Disclaimers shown on every result

Standard YMYL line

Guidance, not a guarantee. This does not predict admission, completion, licensure, or employment. Confirm program approval with your state Board of Nursing.

State-variation reminder

This is a national estimate. Program availability, cost, waitlists, and hiring vary widely by state. Confirm with your state Board of Nursing and local programs.

For-profit / accreditation guardrail

Before enrolling, verify ACEN or CCNE accreditation and the school's recent first-time NCLEX pass rate with your state Board of Nursing. High-cost, fast-track programs vary widely in outcomes; the accreditation and pass-rate checks are non-negotiable.

Numeric bands and their sources

Every duration, cost, waitlist, and wage in the engine lives in lib/path-finder/bands.ts as a min / typical / max band, with a source reference. v1 sources are tiered:

  • Primary: a primary-source citation (NCSBN, AACN, BLS, US Dept. of Education) with a stable URL.
  • Secondary: a widely-cited summary or AACN/NLN survey published within the last 3 years.
  • Qualitative: deliberately wide bands grounded in plain prevalence of practice. v1.1 will replace these with primary citations as the state-data wave lands.
BandMin / typical / maxSource tierCitation

LPN/LVN program length, full-time

program-length:lpn-lvn

Some hybrid/part-time LPN tracks extend to 24+ months. Confirm with your state BON.

11 mo / 13 mo / 18 mosecondary

American Association of Colleges of Nursing (AACN) program-length summaries; widely confirmed by state Board of Nursing approved-program directories.

www.aacnnursing.org/

ADN program length, full-time (program only, not including prereqs)

program-length:adn

Most ADN programs require 1-2 years of prerequisites BEFORE program admission. Timeline.ts adds this separately.

18 mo / 24 mo / 30 mosecondary

AACN and community-college consortium summaries; state Board of Nursing approved-program rosters.

www.aacnnursing.org/

Hospital diploma RN program length

program-length:diploma

Most regions have zero diploma programs. Confirm availability with your state BON.

24 mo / 30 mo / 36 moqualitative

Diploma programs are now rare; bands reflect prevalence in regions where any remain.

Traditional BSN program length

program-length:bsn

Includes general-education years for direct-from-HS BSN. Upper-division-only entry shortens this.

36 mo / 48 mo / 60 mosecondary

AACN; National League for Nursing (NLN) Annual Survey of Schools of Nursing.

www.aacnnursing.org/

Accelerated BSN (ABSN) program length, full-time

program-length:absn

Part-time ABSN tracks exist but are rare; expect full-time, intensive scheduling that typically forbids outside work.

12 mo / 16 mo / 18 mosecondary

AACN ABSN program rosters and AACN second-degree summaries.

www.aacnnursing.org/

LPN-to-RN bridge program length

program-length:lpn-to-rn

12 mo / 18 mo / 24 mosecondary

AACN and community-college bridge-program rosters; state BON approved-program lists.

www.aacnnursing.org/

RN-to-BSN completion program length

program-length:rn-to-bsn

Most RN-to-BSN is online; part-time pacing extends the band.

9 mo / 12 mo / 24 mosecondary

AACN; broad availability of online RN-to-BSN through state university systems.

www.aacnnursing.org/

Direct-entry / entry-level MSN program length

program-length:direct-entry-msn

Earns RN licensure plus a master's; does NOT confer NP or APRN licensure.

24 mo / 30 mo / 36 mosecondary

AACN direct-entry MSN program rosters; CCNE-accredited program directories.

www.aacnnursing.org/

Prerequisite coursework (from none to all complete)

prereqs:from-none

18 mo / 24 mo / 36 moqualitative

Prevalence of practice across community-college and state-university prerequisite sequences (A&P I/II, microbiology, chemistry, English, statistics, psychology, nutrition).

Application cycle (annual cohort)

cycle:annual

6 mo / 9 mo / 12 moqualitative

Prevalence of annual cohort start dates at public RN programs nationally.

Application cycle (biannual cohort)

cycle:biannual

3 mo / 5 mo / 7 moqualitative

Common ABSN cadence; some private programs offer multiple cohort starts per year.

Application cycle (rolling admissions)

cycle:rolling

1 mo / 2 mo / 4 moqualitative

RN-to-BSN is broadly rolling; some bridge programs accept applications continuously.

Public RN program waitlist (generic; varies widely by state and metro)

waitlist:generic-public-impacted

Range is intentionally wide. Some metros have zero waitlist; others have 2-3 years. Confirm with your target program.

0 mo / 12 mo / 36 moqualitative

California Board of Registered Nursing (BRN) and multiple state nursing-workforce reports note multi-year waitlists in impacted regions. v1.1 wires per-state bands from the schools dataset.

Private / rolling-admission waitlist

waitlist:private-or-rolling

0 mo / 0 mo / 3 moqualitative

Private and rolling-admission programs typically do not waitlist beyond next cohort start.

NCLEX exam scheduling + state licensure paperwork

nclex-and-licensure

Assumes first-attempt NCLEX pass. Retake adds 45 days minimum per NCSBN.

1 mo / 2 mo / 4 moprimary

NCSBN NCLEX candidate flow timelines; state BON licensure-by-examination processing notes.

www.ncsbn.org/

Program tuition + fees, low-cost public (ADN, LPN, LPN→RN at community college)

tuition:low

Out-of-district and out-of-state tuition often 2-3x higher.

$4,000 / $12,000 / $25,000secondary

National in-district community-college tuition averages; BLS and US Dept. of Education IPEDS data.

nces.ed.gov/ipeds/

Program tuition + fees, moderate (public BSN, RN-to-BSN, diploma)

tuition:moderate

Private and out-of-state BSN often $60-150k+.

$18,000 / $40,000 / $80,000secondary

IPEDS published tuition + fees for public 4-year programs (in-state, full-time).

nces.ed.gov/ipeds/

Program tuition + fees, high (private BSN, some private RN-to-BSN)

tuition:high

$30,000 / $60,000 / $120,000secondary

IPEDS published tuition + fees for private nonprofit 4-year programs.

nces.ed.gov/ipeds/

Program tuition + fees, very high (private ABSN, private direct-entry MSN)

tuition:very-high

For-profit pricing varies; verify accreditation (ACEN or CCNE) before enrolling.

$40,000 / $80,000 / $150,000secondary

IPEDS for accelerated and master's-level private nonprofit programs.

nces.ed.gov/ipeds/

Books, scrubs, stethoscope, clinical-lab kit, background-check + drug-screen fees

books-and-supplies

$1,500 / $3,000 / $6,000qualitative

Prevalence across community-college and university nursing-program required-fee schedules.

NCLEX exam fee + state licensure application + fingerprint background-check fees

exam-and-licensure

$400 / $600 / $900primary

NCSBN published NCLEX fee schedule (US$200 NCLEX) and state BON application-fee summaries.

www.ncsbn.org/exams.htm

Foregone wages, low (already not working or fully scheduled around program)

opportunity-cost:foregone-wages-low

$0 / $0 / $5,000qualitative

Applies when weeklyWork is 0 or schedule is fully evenings/weekends with sustained part-time income.

Foregone wages, moderate (cutting full-time work to part-time during program)

opportunity-cost:foregone-wages-moderate

$10,000 / $30,000 / $60,000secondary

BLS OEWS median wages for current healthcare-adjacent roles (CNA, MA), scaled by program months and assumed hours reduction.

www.bls.gov/oes/

Foregone wages, high (ABSN or full-time program, work not feasible)

opportunity-cost:foregone-wages-high

ABSN typically forbids outside work; opportunity cost dominates the band.

$30,000 / $80,000 / $150,000secondary

BLS OEWS median wages for full-time work (national median wage, all occupations) scaled by full-time-equivalent program months.

www.bls.gov/oes/

No childcare delta (no dependents)

childcare-delta:zero

$0 / $0 / $0qualitative

Applies when dependents = no.

Childcare delta (sustained over program months)

childcare-delta:typical

Only applied when dependents = yes; program months drive the band.

$5,000 / $15,000 / $40,000secondary

Child Care Aware of America annual cost-of-care report; varies widely by state and child age.

www.childcareaware.org/

Registered Nurse, annual wage (national)

wage:rn-annual-national

State and metro variance is large; refresh annually.

$70,000 / $95,000 / $130,000primary

BLS Occupational Employment and Wage Statistics (OEWS), 29-1141 Registered Nurses, national median.

www.bls.gov/oes/current/oes291141.htm

Licensed Practical/Vocational Nurse, annual wage (national)

wage:lpn-annual-national

$48,000 / $60,000 / $78,000primary

BLS OEWS, 29-2061 Licensed Practical and Licensed Vocational Nurses, national median.

www.bls.gov/oes/current/oes292061.htm

Certified Nursing Assistant, annual wage (national)

wage:cna-annual-national

$30,000 / $38,000 / $50,000primary

BLS OEWS, 31-1131 Nursing Assistants, national median.

www.bls.gov/oes/current/oes311131.htm

NCLEX-RN first-attempt pass rate (national, by program; broad band)

nclex-rn-first-attempt-national

Per-program rates vary widely; verify your target program's rate with the state Board of Nursing.

75% / 85% / 95%primary

NCSBN quarterly NCLEX pass-rate reports (US-educated first-time candidates).

www.ncsbn.org/exams.htm

What's deferred to v1.1 / v2

  • Per-state competitiveness + waitlist data (replaces the v1 generic band).
  • Internationally-educated-nurse (IEN) input branch with credential evaluation, English-proficiency exams, visa/work-auth.
  • Entrance-exam input (TEAS/HESI band) feeding admission probability.
  • CNA-first on-ramp, paramedic/EMT-to-RN bridges, military medic articulation.
  • Title IV / aid nuance (second-degree ABSN Pell ineligibility, aggregate loan limits) in the cost model.
  • Supabase-saved results + email capture (the retention loop).

These are real and sequenced, not dropped. The v1 wedge stays narrow on purpose.