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Uplinq Research Anonymized / aggregated / suppression rules applied

Uplinq Reports

Benchmarks built from the books: public research from the anonymized, aggregated accounting records of small businesses whose books Uplinq maintains.

The accounting record, read as a live benchmark.
02 - published reports 2 reports

Published research

Each report states its coverage, suppression rules, and claim boundaries.

03 - methodology & trust

How the data works

Every figure is computed from anonymized, aggregated accounting records. Small cells are withheld. Claims ship with their boundaries.

No raw records. No identifiable businesses. Ever. Coverage and methodology appear in each published report.
Data source

Anonymized ledgers of businesses whose books Uplinq maintains.

Eligibility

Businesses must have enough operating history inside the measurement window.

Window

Monthly grain, revenue-normalized where appropriate, with dates disclosed per report.

Aggregation

Medians, shares, and indexed movement only; no record-level data leaves the system.

Suppression

Public chart cells suppress below 30 companies and prefer at least 50 companies.

Known skew

Reflects Uplinq's customer mix; weights and exclusions are disclosed in each release.

04 - what to do with a benchmark

Reports built to be used

For owners
  1. Benchmark your cost base against businesses your size.
  2. Compare your revenue direction with the same-company trend.
  3. Use the report boundaries when deciding what applies to your business.
For advisors
  1. Give clients context their P&L alone cannot provide.
  2. Anchor quarterly conversations to a shared benchmark.
  3. Use the stated coverage and boundaries when comparing results.
Uplinq Reports - a research program of Uplinq Inc. Aggregate-only research - suppression rules applied