Generated model atlas

Budget model atlas

A useful budget comparison starts by asking what kind of district budget is being compared. This atlas turns the statewide cluster layer into shareable model frames before readers quote ranks, cost lines, or category signals.

NJDOE User-Friendly Budgets, 2025-26 latest year. Model membership uses latest-year UFB rows; real movement uses CPI-U and 2025 dollars where labeled. How this budget data works

Model frames8

Memberships915 overlapping rows

District rows595

Linked reports582

Operating scale$35.5B

Read the statewide reportFull synthesis path. Scan district first readsOne generated budget question per district. Choose comparison framesCounty, scale, cost-band, and category slices. Understand measuresUnits, denominators, and caveats. Build storylinesClaims, examples, counter-readings. Understand categoriesPupil-cost and source-row lenses. Browse reporting leadsNamed district prompts. Trace source mapFiles, row coverage, and caveats. Start from a questionIssue briefs and caveats. Find a districtOpen the long explorer.

Budget models before rankings

These model frames are intentionally overlapping. A district can be small, locally funded, and placement-heavy at the same time, so the model is a comparison prompt rather than a single label.

Model	Scale	Cost / funding	Structure signals	Examples	Caveat
High-cost, locally fundedHigh published cost paired with mostly local operating revenue points to local tax-base, scale, and service-structure questions.	104 districts103 linked reports; $3.3B operating; 96,671 UFB on-roll	$32,574 mean cost+$741 real comparative-cost movement; 87% local / 6% state	1% transfers; 1% school-based; 6% placement load4% special revenue; 3% debt service; $26,011 tax levy per UFB on-roll	Bergen Co Special Service $103,100Mercer Co Special Services School District $95,262Burlington Co Spec Serv $79,585	Comparative cost is NJDOE's published line; local share is General Fund operating revenue, not all-funds revenue.
Mostly state-funded operating budgetsThese districts depend on state revenue for most of the operating budget, so aid-line changes are central to the local story.	23 districts23 linked reports; $6.7B operating; 261,381 UFB on-roll	$23,110 mean cost+$1,417 real comparative-cost movement; 10% local / 85% state	16% transfers; 40% school-based; 8% placement load12% special revenue; <1% debt service; $2,328 tax levy per UFB on-roll	City of Orange Twp 91%Trenton Public School District 91%Camden City 90%	The funding share is operating revenue; it does not mean the state pays the same share of every grant, debt, or capital row.
One-time source supportFund-balance, reserve, and carryover source rows can make the funding story about recurrence rather than only local/state share.	328 districts319 linked reports; $19.4B operating; 732,946 UFB on-roll	$23,868 mean cost+$805 real comparative-cost movement; 51% local / 40% state	6% transfers; 13% school-based; 5% placement load8% special revenue; 2% debt service; $12,406 tax levy per UFB on-roll	Loch Arbour School District 80%Longport 43%Long Beach Island 42%	These are planned UFB revenue-source rows. They are not audited cash stress, proof of a structural deficit, or recurring operating revenue.
Charter/Renaissance transfer pressureTransfer-heavy budgets have a different operating-use structure from districts where most dollars stay inside General Fund current expense.	11 districts11 linked reports; $5.2B operating; 199,731 UFB on-roll	$25,450 mean cost+$102 real comparative-cost movement; 25% local / 68% state	23% transfers; 34% school-based; 8% placement load12% special revenue; <1% debt service; $5,903 tax levy per UFB on-roll	Camden City 54%Newark City 26%Asbury Park City 22%	Transfers are high-level General Fund appropriation rows divided by proposed operating budget as a common scale.
School-based budgeting systemsSchool-based budgeting rows signal a district model where resources are pushed into school-level statements instead of only central lines.	30 districts30 linked reports; $8.2B operating; 317,826 UFB on-roll	$23,927 mean cost+$564 real comparative-cost movement; 21% local / 73% state	13% transfers; 43% school-based; 7% placement load12% special revenue; <1% debt service; $4,745 tax levy per UFB on-roll	Harrison Town 61%Perth Amboy City 55%Phillipsburg Town 55%	School-based contribution rows are source-reported budget rows and should not be stacked with nested lower-level rows.
Small-district fixed-cost casesSmall UFB on-roll counts can make fixed administrative, facilities, tuition, and placement costs dominate the per-pupil story.	151 districts150 linked reports; $1.8B operating; 41,944 UFB on-roll	$27,060 mean cost+$627 real comparative-cost movement; 78% local / 15% state	<1% transfers; 0% school-based; 18% placement load5% special revenue; 2% debt service; $21,067 tax levy per UFB on-roll	Mercer Co Special Services School District $95,262Salem Co Special Service $63,018Cape May Co Special Serv $62,303	UFB on-roll is a planning-enrollment row and can differ from fall enrollment on district profiles.
Placement-heavy budgetsOut-of-district placement rows can explain why cost or tax burden looks high even when ordinary operating categories do not.	171 districts171 linked reports; $11.1B operating; 402,354 UFB on-roll	$24,582 mean cost+$1,584 real comparative-cost movement; 36% local / 56% state	12% transfers; 24% school-based; 12% placement load11% special revenue; 1% debt service; $9,411 tax levy per UFB on-roll	Saddle River Boro 162%Oaklyn Boro 80%Roosevelt Boro 75%	Placement load divides UFB budget-enrollment rows by UFB on-roll; it is a planning measure, not a student roster.
Large outside-operating scaleLarge grant, special-revenue, or debt-service scale can make all-funds totals diverge from the operating-budget story.	97 districts97 linked reports; $3.9B operating; 160,705 UFB on-roll	$22,763 mean cost-$210 real comparative-cost movement; 63% local / 31% state	2% transfers; 12% school-based; 4% placement load13% special revenue; 5% debt service; $14,222 tax levy per UFB on-roll	Hunterdon Co Ed Ser Comm 63%Lakewood Twp 36%Mullica Twp 28%	Outside-operating rows use proposed operating budget only as a scale reference; they are not part of one additive mix.

Budget squeeze typology

Model frames explain who is comparable; squeeze types explain what kind of budget pressure the evidence can test. Use this before turning a cost rank into a fiscal-cliff, aid-cut, taxpayer, or category story.

Squeeze type	How UFB spots it	Examples	Outside records	Open next	Block this shortcut
Local-cap squeezeMostly local revenue, so the tax and levy basis can be the constraint.	332 districts are at least 75% local-funded. Statewide operating revenue is 59% local / 35% state; local share moved -4 pts. Esttax context covers 552 districts.	Manasquan Boro93% local / 3% state; levy per UFB on-roll $13,156Paramus Boro93% local / 6% state; levy per UFB on-roll $25,886Holmdel Twp92% local / 7% state; levy per UFB on-roll $23,320	Levy-cap worksheet, cap-bank or waiver rows, state-aid notice, tax-basis records, municipal/regional apportionment, board budget presentation.	Funding brief Tax-burden brief Model atlas	Do not infer statutory cap exhaustion, household tax bills, or fiscal cliff from local share alone.
State-aid exposureA state-funded or shifting-aid district has a different machine from a local-cap district.	93 districts get at least half of operating revenue from state aid. State share moved +3 pts; local share moved -4 pts; mean comparative-cost movement was +$304 after inflation.	City of Orange Twp91% state / 9% local; comparative cost $23,272Trenton Public School District91% state / 6% local; comparative cost $24,083Camden City90% state / 4% local; comparative cost $29,260	State-aid notices, formula or transition-aid context, district aid narrative, levy-cap worksheet, and whether local tax pressure remains after aid movement.	Funding brief Source map District first reads	Do not write aid cut, formula entitlement, or taxpayer relief from UFB revenue shares alone.
Cost-engine squeezeThe pressure may live in a category, source family, service row, or student denominator.	Real operating budget per UFB on-roll moved +$1,116. Top pupil-cost mover: Support services +$413; top source-family mover: Preschool +$1.1B.	Support services+$413 real movement; latest average $4,359Bergen Co Special Service $25,005Mercer Co Special Services School District $22,745Classroom salaries and benefits-$286 real movement; latest average $12,404Mercer Co Special Services School District $52,427Bergen Co Special Service $49,245Preschool+$1.1B real source-family movement; latest scale $3.6BSpecial revenue funds+$786.3M real source-family movement; latest scale $5.1B	Line-item budget, staffing allocations, contracts, tuition and placement records, transportation/vendor documents, program changes, enrollment assumptions.	Category atlas Students/service-load Real movement	Do not add overlapping rows together or claim a category caused cuts without local records.
Denominator or service-load squeezePer-student movement can come from students, placements, or received rows as much as dollars.	UFB service rows show 5% sent-placement load and 16% special-education on-roll statewide. 575 latest UFB rows join to fall enrollment; UFB on-roll minus fall enrollment is +84,790.	Saddle River BoroPlacement-heavy planning load: 162%; BergenOaklyn BoroPlacement-heavy planning load: 80%; CamdenEssex Co Voc-TechHigh special-education on-roll: 116%; EssexOcean County VocationalHigh special-education on-roll: 105%; OceanFairfield TwpUFB denominator above fall enrollment: 657%; CumberlandOcean County VocationalFall enrollment above UFB denominator: -58%; Ocean	Budget enrollment assumptions, fall enrollment, placement and tuition records, sending/receiving agreements, special-education service load, staffing plan.	Students/service-load brief Measure guide Comparison atlas	Do not silently replace NJDOE comparative cost with UFB on-roll, fall enrollment, or a placement denominator.
One-time bridgeFund balance, reserve, and carryover support ask whether the plan can recur.	328 districts meet the material one-time source-row screen, totaling $1.9B. Latest recap balances and reserves total $3.6B.	Long Beach IslandCapital reserve withdrawals: 42%; $6.3M total; largest row Capital reserve withdrawals at $6.0M; 3 source rowsWoodlynne BoroCapital reserve withdrawals: 31%; $7.1M total; largest row Capital reserve withdrawals at $4.0M; 3 source rowsJersey CityBudgeted fund balance: $160.2M; $160.2M total; largest row Budgeted fund balance at $148.8M; 2 source rowsNewark CityBudgeted fund balance: $109.8M; $109.8M total; largest row Budgeted fund balance at $90.7M; 3 source rowsCape May PointHigh balance-to-budget cushion: 324%; Cape MayElizabeth CityLarge real balance growth: +$94.2M; Union	Audit or ACFR reserve schedules, budgeted fund-balance notes, board reserve actions, cash-flow notes, recurrence plan, adopted budget book.	One-time support Side-file brief Source map	Do not call planned source rows audited cash stress, recurring revenue, spendable surplus, or a deficit finding.
Live proposal squeezeThe proposed column can show the current action even when the long trend says something else.	Latest proposed operating budgets move +$371.3M versus revised/current rows; the proposal comparative-cost row moves +$215; UFB on-roll moves +21,220.	Sea Girt BoroProposed comparative cost increase: +$5,688; MonmouthSalem County VocationalProposed comparative cost increase: +$5,552; SalemSandyston-Walpack TwpProposed comparative cost increase: +$5,001; SussexSalem Co Special ServiceProposed comparative cost decrease: -$18,817; SalemGloucester Co Spec ServProposed comparative cost decrease: -$7,547; GloucesterSaddle River BoroProposed comparative cost decrease: -$7,280; Bergen	Proposed and adopted budgets, board hearing slides, minutes, staffing plan, program/cut list, contracts, grant notices, recurrence check.	Current proposal Named proposal rows Reporting leads	Do not mix nominal proposal movement with CPI-adjusted trend or call it audited actual spending.
Outside-operating exceptionCapital, debt, grants, unusual rows, shared services, and role/resource side files can redirect the story.	Side files include $918.8M in positive unusual-item rows, 4,931 shared-service rows, and 5,699 selected administrative salary rows.	Hunterdon Co Ed Ser Commn/a special revenue; n/a debt service; comparative cost n/aLakewood Twpn/a special revenue; n/a debt service; comparative cost n/aTeaneck TwpHigh unusual-item scale: $400.0M; BergenTeaneck TwpHigh unusual-item scale: 331%; BergenPaterson CityPublishes school-resource statements: $16.1M; PassaicHarrison TownPublishes school-resource statements: $351,489; Hudson	Grant award documents, debt/capital schedules, shared-service agreements, unusual-item explanations, resource statements, salary/contract records.	Outside-operating brief Side-file brief Source map	Do not fold grants, capital, debt, unusual rows, shared-service savings, or selected salary rows into recurring operating cost.

The typology is a reporting screen. It combines General Fund operating revenue, NJDOE comparative cost, CPI-adjusted movement, proposal rows, service-load denominators, source families, reserves, and side files without making them additive or causal.

How model frames change the evidence

Each model points to a different first-read package. The same cost number can mean a tax-base story, aid story, transfer story, placement story, fixed-cost story, or outside-operating story.

Model	Start with	Open	Examples	Block this overread
High-cost, locally funded	Start with the published comparative-cost line, county peer range, local revenue share, tax levy per UFB on-roll, and same-model examples.	Compare frames Measure guide Find districts	Bergen Co Special Service $103,100Mercer Co Special Services School District $95,262	A locally funded high-cost pattern is not a finding about waste; tax base, grade span, regional status, and service structure still matter.
Mostly state-funded operating budgets	Start with state-aid dependence, local levy scale, school-based budgeting, transfers, and named aid-line movement.	Compare frames Measure guide Find districts	City of Orange Twp 91%Trenton Public School District 91%	State-funded does not mean all funds or all programs are state paid, and it does not explain every appropriation row.
One-time source support	Start with budgeted fund balance, reserve withdrawals, carryover source rows, close-year balances, and latest proposal movement.	Compare frames Measure guide Find districts	Loch Arbour School District 80%Longport 43%	A one-time source row is not audited cash stress, proof of a structural deficit, or recurring operating revenue.
Charter/Renaissance transfer pressure	Start with transfer share, named charter/Renaissance or tuition lines, state funding share, and local peer cost position.	Compare frames Measure guide Find districts	Camden City 54%Newark City 26%	Transfer rows are high-level appropriations; they should not be stacked with nested line items as one clean use schedule.
School-based budgeting systems	Start with school-based contribution rows, school-resource statements where published, state funding share, and district report source rows.	Compare frames Measure guide Find districts	Harrison Town 61%Perth Amboy City 55%	School-based budgeting is an allocation model, not proof that every school receives equal or adequate resources.
Small-district fixed-cost cases	Start with UFB on-roll, fall enrollment, administrative and facilities scale, county range, and side-file explanations.	Compare frames Measure guide Find districts	Mercer Co Special Services School District $95,262Salem Co Special Service $63,018	A high per-pupil number in a tiny district can be fixed-cost arithmetic rather than a program-cost story.
Placement-heavy budgets	Start with sent-placement rows, special-education on-roll, tuition/transportation lines, and fall-enrollment context.	Compare frames Measure guide Find districts	Saddle River Boro 162%Oaklyn Boro 80%	Placement load is a UFB planning row, not a roster or causal claim about special education costs.
Large outside-operating scale	Start with special-revenue scale, debt-service scale, recap/reserve rows, unusual explanations, and all-funds-vs-operating differences.	Compare frames Measure guide Find districts	Hunterdon Co Ed Ser Comm 63%Lakewood Twp 36%	Outside-operating scale uses operating budget only as a denominator reference; it is not part of one additive operating mix.

Timing and membership checks

Budget models help readers choose fair comparisons, but the time basis, denominator, and source-row basis still need to travel with the claim.

Check	Basis	Use it for	Do not infer
Current model membership	Classifies districts by latest-year 2025-26 UFB rows: funding mix, use structure, size, placement load, and outside-operating scale.	Use to choose a comparison frame before ranking a district.	Membership is overlapping and latest-year only.
Real movement inside a model	Compares 2019-20 to 2025-26 using CPI-U and 2025 dollars where labeled real.	Use to ask whether a model group moved differently from the statewide baseline.	It is not a causal cohort study; district membership is based on latest-year structure.
District examples	Shows high-signal examples for each model using the model's own sorting measure.	Use as reporting starts and links into full district reports where published.	Examples are not best/worst lists or performance ratings.
Source-row follow-up	Routes model claims into source families, named lines, side files, tax basis, and service-load evidence.	Use after the model frame is clear and a claim needs row-level proof.	Source rows can be nested, outside operating scale, or district-entered context.

What this atlas cannot prove

It does not assign one identity. Model frames overlap, and a district can fit several at once.
It does not rate districts. A model explains which comparisons are fair; it does not judge spending quality.
It does not replace local reporting. Contracts, enrollment, staffing, facilities, grants, placements, board documents, and local tax records still need checking.
It does not make source rows additive. Transfers, school-based rows, special revenue, debt service, balances, and side-file rows use different bases.