Operate · the United States
Underwriting: Ice Cream and Frozen Dessert Manufacturing
What public records can and cannot establish about running this business in the United States, dimension by dimension, with the gaps named.
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not scored
REWORK
PROVE
OPEN
NOT SCORED. 65 of 100 rubric points are evidenced deterministically from public records; 10 have no producer. The ±3.1 interval measured elsewhere on this site is ARBITER's sampling variance and does not apply to a SQL query, which returns the same answer every time it runs.
IndustryNAICS 311520
Scopethe United States
RubricO1.0-20260804
Pricedfree — no account, no gate
60th percentile of 287 industries
Where this industry stands
| Net formation, 5yr | Percentile | Reads as | Signal strength |
|---|---|---|---|
| +0.75% | 60th of 287 | forming faster than it is dying | ρ 0.57 across 4 backtested windows, 42.6pp decile separation |
Economic Census 2022
What it costs to produce
| Measure | Value |
|---|---|
| Margin on receipts | 44.9% |
| Computed as | value added — receipts less cost of materials |
| Industry receipts | $10.4bn |
SBA 7(a) acquisition loans · FY2010–FY2026
Can you borrow to buy one
| Measure | Value |
|---|---|
| Acquisition loans approved | 180 |
| Median loan | $374,118 |
| Mean rate | 7.31% |
| Mean term | 130 months |
| Charged off | 7.1% |
449 firms · Census SUSB 2022
What firms here actually earn
| Revenue band ($000) | Firms | Share | Cumulative | Labour share of revenue |
|---|---|---|---|---|
| <100 | 14 | 3.1% | 3.1% | 27.1% |
| 100-499 | 117 | 26.1% | 29.2% | 13.4% |
| 500-999 | 73 | 16.3% | 45.4% | 15.2% |
| 1,000-2,499 | 113 | 25.2% | 70.6% | 19.1% |
| 2,500-4,999 | 46 | 10.2% | 80.8% | 19.0% |
| 5,000-7,499 | 16 | 3.6% | 84.4% | 16.3% |
| 7,500-9,999 | 5 | 1.1% | 85.5% | 20.7% |
| 10,000-14,999 | 13 | 2.9% | 88.4% | 14.4% |
| 15,000-19,999 | 4 | 0.9% | 89.3% | 19.0% |
| 20,000-24,999 | 4 | 0.9% | 90.2% | 13.4% |
| 30,000-34,999 | 3 | 0.7% | 90.9% | 8.5% |
| 40,000-49,999 | 4 | 0.9% | 91.8% | 11.2% |
| 50,000-74,999 | 4 | 0.9% | 92.7% | 10.4% |
| 75,000-99,999 | 3 | 0.7% | 93.3% | 17.7% |
| 100,000+ | 30 | 6.7% | 100.0% | 10.7% |
SBA 7(a) · FY2010–FY2026
Can an acquisition here be financed?
| Measure | Value |
|---|---|
| SBA acquisition loans on record | 180 |
| Median loan | $374,118 |
| Typical rate | 7.31% |
| Typical term | 130 months |
| Total approved | $82,430,200 |
| Charge-off rate, seasoned cohorts | 7.1% |
| Loans that reached an outcome | 70 |
| Rank among industries | 56th of 501 |
Take this away
| Format | What it is |
|---|---|
| download the document → | One self-contained file — no stylesheet, no fonts, no scripts. Works offline, prints, and carries a content hash anyone can verify at /verify without an account. |
| JSON → | The same figures as data, with every source and gap attached. |
65 of 100 rubric points evidenced
What this report can and cannot underwrite
| Dimension | Weight | Evidence | Predicts? | Source |
|---|---|---|---|---|
| O1 · Demand density and recurrence | 25 | evidenced | predictive · ρ +0.57 | US Census County Business Patterns |
| O2 · Payment evidence | 15 | partial | not backtested | USASpending.gov — US federal government work, public domain |
| O3 · Licence gate favourability | 15 | evidenced | not backtested | CareerOneStop / ARC, U.S. Department of Labor |
| O4 · Labour availability | 15 | evidenced | not backtested | BLS Occupational Employment and Wage Statistics, May 2024 |
| O5 · Incumbent weakness | 10 | no producer | not backtested | none |
| O6 · Margin structure | 10 | partial | not backtested | US Census Economic Census 2022 |
| O7 · Ceiling | 10 | evidenced | DESCRIPTIVE ONLY · ρ +0.05 | US Census Business Dynamics Statistics — public domain |
Every licensed occupation in this industry
| Occupation | Share here | Concentration | Jurisdictions |
|---|---|---|---|
| Food Batchmakers | 15.5% | 136.9× | 1 of 56 |
| Packaging and Filling Machine Operators and Tenders | 14.39% | 56.9× | 1 of 56 |
| Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders | 3.74% | 105.4× | 1 of 56 |
| Inspectors, Testers, Sorters, Samplers, and Weighers | 2.8% | 6.9× | 12 of 56 |
| Maintenance and Repair Workers, General | 3.34% | 3.6× | 4 of 56 |
| Laborers and Freight, Stock, and Material Movers, Hand | 4.96% | 2.5× | 2 of 56 |
| Industrial Truck and Tractor Operators | 3.13% | 6.0× | 1 of 56 |
What this report cannot tell you
| Gap |
|---|
| licence gate — the only occupation matched is 'Food Batchmakers' at 15.5% of this industry's employment, licensed in 1 of 56 jurisdictions. Reported, but too narrow to be read as this industry's barrier to entry. |
| licence titles in this scope — none matched 'Food Batchmakers', though it is licensed in 1 jurisdictions nationally. The title differs locally, or the record is held municipally. |
| occupation mix for NAICS 311520 — the labour statistics carry no rows at this level, so everything about occupations here, including the defining occupation and its licence gate, is measured at NAICS 311500, a broader grouping. Establishment counts are for 311520 itself. |
| licence coverage — the register holds 54 of 56 US licensing jurisdictions, and 2,504 of its records carry no jurisdiction at all. A count of 1 is out of 54 searched, not out of 56. The unsearched jurisdictions are not evidence of no licence. |
| bonding_required_usd — no producer, and not estimated |