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Original workshop research · New Zealand

The Tyre Dispatch Workshop Tyre Report

First 1,500 Inspections. Tread depth, wear geometry, defect tags, age and certification marks — documented through a working tyre workshop in Te Puke.

Report series: Milestone 01 Prepared by Taylor Houghton Tyre Dispatch NZ Version

First edition. This report describes the first 1,500 tyre inspections in the Tyre Dispatch workshop programme. Two methodological limitations remain open: one threshold-applicability question and one defect-assessment denominator. Each is stated in full in Section 09 and marked wherever it affects a result, and any result drawn from an affected field is excluded from the findings.

One cohort. Every figure in this report describes the same records — the first 1,500 by entry order, of which carry tread measurements. Nothing here updates as the programme grows. For context only, and stated once: the inspection programme held records at the date of this build. Live totals belong on the research hub, not in a milestone report.

Report ID
Document
Technical research report
Version
Study design
Descriptive observational analysis
Setting
Te Puke, New Zealand
Unit of analysis
One physical tyre
Review status
Not externally reviewed
Open gaps
Abstract

What this report examines

This report presents descriptive findings from a structured workshop dataset of tyres physically inspected and documented by Tyre Dispatch in Te Puke, Bay of Plenty. Each record can combine multi-point tread measurements across the tread face, an operator condition assessment, defect tags, DOT age information, specification data, sidewall certification marks, written notes, photographs and video.

Its purpose is not to estimate the condition of tyres on New Zealand roads. It describes tyres reaching a working tyre business, and provides an evidence base for recurring workshop patterns, consumer inspection advice and future research questions.

Study purposeDescribe recurring characteristics of tyres documented through a working tyre business and generate testable research questions.
Sampling frameworkCapacity-limited documentation of live workshop throughput: the workshop removes over 150 tyres a week and 50 to 100 are documented. Undocumented tyres leave through the Tyrewise collection scheme without selection by condition. Every record carries a purpose: removal, new stock or on-vehicle check.
Primary outcomesTread depth against a 1.5 mm numerical threshold, wear geometry, defect-tag frequency, condition category, tyre age and certification coverage.
Statistical approachDescriptive counts, field-specific percentages, ratios and distributions. No weighting, confidence intervals, prevalence estimates or causal models.
Data sourceStructured workshop records captured through a purpose-built uploader, supported by labelled photographs, video and notes.
Commercial disclosureThe author directs Tyre Dispatch, a tyre retailer and importer. No brand failure rankings are made.

Interpretation boundary

These findings describe tyres documented in one workshop. Worn, damaged and replacement-ready tyres are expected to be over-represented compared with a random roadside or fleet sample. Percentages describe this dataset, not the New Zealand vehicle fleet.

01 · Executive findings

The strongest signals in the first milestone

Each finding states its unit and denominator. Findings affected by an unresolved question link to the relevant open gap.

02 · Tread depth against a 1.5 mm threshold

Where the recorded measurements sat

Why this report does not say “illegal”, and why 1.5 mm is a numerical threshold rather than the applicable minimum

Three features of the protocol prevent a compliance claim. First, depth is measured at a single circumferential position, while the requirement applies around the whole circumference. Second, the requirement applies to principal grooves — defined in the VIRM as those containing tread-wear indicators. Other grooves are secondary and may legitimately wear away during service. Where a shallow reading falls in a decorative or secondary groove the operator records that in the entry notes and such a groove is never the basis of a fail on its own; the structured depth columns, however, carry no per-groove principal flag, so that distinction lives in the notes rather than the numeric fields. Third, tyres without moulded indicators are assessed across at least three-quarters of the tread width instead, which is a different test again.

The threshold itself is also not universal. Winter tyres require 4 mm under VIRM reason for rejection 16, not 1.5 mm. There is no structured winter-tyre field, so the uniform description below uses 1.5 mm throughout. Winter and snow tyres that were encountered are flagged in the free-text notes, 13 cohort records carry such a note, and those entries are assessed against the 4 mm winter limit in their notes. See Open Gap 1. The figures below are therefore a uniform numerical threshold applied to a mixed population, reported as “at or below 1.5 mm at the lowest recorded measurement point”. They are a conservative wear indicator, not a compliance rate.

Figure 1

Tread depth grouped by bands around the 1.5 mm threshold

The same records summarised three ways

Lowest recorded point

Mean of recorded points

Highest recorded point

Figure 2

Full distribution at 0.5 mm resolution

Bands below 1.5 mm collapsed into a single bar

Lowest recorded point

Mean of recorded points

Highest recorded point

03 · Wear geometry

Wear shape calculated from the recorded measurements

This classification is computed from the recorded groove depths across the tread face. No photograph or operator-selected wear label contributes to it, although the measurements themselves are operator-recorded. The algorithm is published below so the classification can be reproduced or challenged.

Figure 3

Wear geometry classification

Classes assigned in order; the first match wins

Figure 4

Edge worn low versus centre worn low, where the measurements identified a location

Calculated from measurements

Edge-low records
(both shoulders, inside or outside)

centre-low
Centre-low records
Inside edge low

outside edge
Outside edge low

The edge most often lowest is the one drivers cannot see

Classification algorithm

Published so the classification can be reproduced. Classes are mutually exclusive because assignment stops at the first matching condition. The two “normal” rows in Figure 3 are a reporting split of one class at the 1.0 mm spread line, not separate algorithm outputs.


  
04 · Condition, screening status and defect tags

What was recorded, and in what unit

How defect counts are counted

Figure 5

Operator condition category

Single-select operator assessment

Workshop screening verdicts

Figure 6

Workshop screening verdicts

Operator verdict recorded at documentation

Figure 7

Defect-tag frequency — distinct records

Unit: distinct tyres

Figure 8

Evidence volume — defect photographs

Unit: photograph files · no denominator by design

Reading Figures 7 and 8 together

Wear and wire exposure by location

Figure 9

Tag location comparison

Distinct records carrying each tag

Shoulder wear

centre wear
Centre wear
Wire showing — shoulder

centre wire
Wire showing — centre

Exposed or cut cords are a listed reason for rejection under VIRM 10-1, reason for rejection 13(c). Both tag pairs are subject to Open Gap 2.

Inflation-related wear signals

Original visual evidence

05 · Comparability with published studies

Which studies this can and cannot be compared with

Percentages from tyre-condition studies look comparable and usually are not. What determines comparability is the sampling frame: tyres sampled at replacement, vehicles inspected in service, or specimens tested in a laboratory. The frame for each study referenced here is stated before any comparison is drawn.

Table 1. Sampling frames of studies referenced in this report
Study Sampling frame Unit Threshold Role here
Tyre Dispatch (this report) Mixed-purpose workshop records: removals, stock, reference and training entries Tyre-entry record 1.5 mm applied uniformly Primary dataset
TyreSafe tread-depth surveys Tyres at the point of replacement, UK outlets Tyre UK 1.6 / 2.0 mm Closest available comparator, once a removal subset exists
NTDA TyreCheck 2025 Vehicles inspected at participating UK locations Vehicle UK 1.6 / 2.0 mm Context only — different unit
NTSB Crash investigation and regulatory review Varies Varies Structural model for reporting
NHTSA / TRL Laboratory ageing research Test specimen Laboratory outcomes Scientific background only

Record purpose

Every record carries a purpose. Within the cohort: 1,455 customer removals, 41 new-stock documentation records and 4 on-vehicle checks. The 638 records that predate the purpose field were classified on 27 July 2026 by a fixed rule set by the author: single-photograph entries in the first 300 records are on-vehicle checks, records graded new are new stock, and the remainder are removals. Each record classified this way carries a provenance marker in the database. Because the 45 non-removal records sit in every denominator, headline tread figures sit slightly above a removals-only rate; that recut is registered for the next milestone.

What can be said now

UK point-of-replacement surveys consistently find that a large majority of tyres reaching replacement sit at or near the legal limit, with a substantial minority already below it. The direction of the results in this report is consistent with that pattern, which is what would be expected of any dataset weighted towards tyres being removed.

No numerical comparison is drawn. The legal threshold differs, measurement protocols differ, geography and vehicle mix differ, this is a single workshop rather than a national outlet network, and this dataset is not yet restricted to tyres at the point of replacement. A defensible rate-to-rate comparison requires that subset first.

Why the other studies are background

NTDA TyreCheck inspects vehicles rather than sampling tyres at replacement, so its percentages describe a different unit and a healthier population; it is cited for its classification approach and for reporting national and regional results separately. NTSB work is built on crash investigation and is used purely as a model for report structure. NHTSA and TRL conduct controlled laboratory ageing research, cited as background and, in TRL’s case, as a model for stating plainly what a limited sample cannot support.

06 · Tyre properties and market coverage

A broad sample, concentrated in common specifications

Figure 10

Speed ratings

Top eight shown

Figure 11

Tread pattern direction

Complete coverage of the extract

Pattern classification has held steady as the dataset has grown

Figure 12

DOT manufacture years — most recent 12

Sorted by year, not by count

Figure 13

Country of manufacture

Top 10 shown

Pre-2000 manufacture years are decade-ambiguous

Country coverage reconciles once the “Unknown” values are accounted for

Age is the next milestone’s primary research question

Figure 14

Certification systems documented

Systems overlap; one tyre may carry several

Figure 15

E-mark approval authority

Which UNECE state granted type approval

What an E-number does and does not mean

The number inside the E-mark circle identifies the UNECE member state whose authority granted the tyre’s type approval. It does not indicate where the tyre was manufactured, where it was sold, or that it was individually inspected in that country. Country of manufacture is recorded separately from the moulded country stamp.

Figure 16

UTQG grades recorded

Three separate denominators — see caption

Treadwear (top 12)

Traction

Temperature

UTQG coverage

EU-label coverage

Catalogue separation

07 · Documentation, completeness and provenance

A labelled evidence dataset, not a photograph count

The uploader preserves context around each tyre. Its current version captures separate shoulder angles and profiles and left, centre and right tread close-ups, which is what makes the geometry analysis in Section 03 possible.

Checked and absent: recording what was looked for and not found

A blank field is ambiguous, and its meaning shifts with capture era. From roughly entry 350 the protocol has recorded these details at inspection, so a blank generally means the marking was absent or not visible. Before that the field simply did not exist at capture: part of the early range has since been backfilled from sidewall photographs, but a marking can be present on one of those tyres and still be unrecorded. The capture protocol records explicit “checked and not present” outcomes, which converts part of the missing data into a positive finding.

Table 2. Fields explicitly confirmed absent, rather than left blank
Field Confirmed absent Cohort Effect on interpretation
Figure 17

Records by uploader version

Capture capability expanded over time

Figure 18

Sidewall detail photography coverage

Records carrying each dedicated close-up

Table 3. Country-of-manufacture coverage by entry range
Entry range Recorded Missing Cause

Why this matters for external researchers

Most tyre datasets provide either product specifications or controlled laboratory results. This one adds natural workshop variation: wear, damage, age, dust, lighting, mixed brands and classes, and repeated labelled views of the same physical object. That depth suits descriptive research and computer-vision development, provided the limitations in Sections 09 and 10 are respected.

08 · Methods and data dictionary

How the dataset and analysis were produced

Data dictionary

Every variable reported in this document, with its unit, denominator and source. A percentage is valid only where numerator and denominator share a unit.

Table 4. Reported variables, units and denominators
Variable Unit Denominator Cohort Notes
Arithmetic self-check Running…

Cohort derivation and data freeze

One frozen cohortThe first 1,500 records by entry order, computed once from the database. No figure in this report updates as the programme grows.
Limitations declared, not hiddenTwo open methodological limitations are stated in full in Section 09, marked wherever they affect a result, and any result drawn from an affected field is excluded from the findings.
No eligibility filterMembership is fixed by entry order alone. No record was added, removed or substituted, and non-removal records are declared in their counts rather than silently excluded.
Table 5. Field denominators, distinguishing confirmed-absent from unassessed
Analysis Usable Confirmed absent Missing / unassessed Cohort
09 · Open limitations

Open methodological limitations

Two limitations remain open: one threshold-applicability question and one defect-assessment denominator. Each is stated in full rather than left implicit, and marked inline where it affects a result.

Table 6. Open gaps, affected figures and what each requires
Gap Question Affects Can it be closed retrospectively?
10 · Limitations and disclosure

What this report can and cannot establish

Primary limitations

    Appropriate use

    These data suit describing workshop-documented tyres, generating testable hypotheses, illustrating real defects, improving consumer and trade inspection practice, and supporting computer-vision research. Any claim about the national fleet requires a separate probability-based sampling design.

    11 · Conclusions and recommendations

    What can reasonably be concluded from this milestone

    Conclusions are restricted to the documented sample and distinguish observed patterns from explanations requiring data this study does not hold.

      Recommendations

      Table 7. Recommendations tied directly to the observed evidence
      Audience Recommendation Evidence basis
      12 · Next research programme

      Questions created by this milestone

      Reporting structure from 2,000 records onward

      Table 8. Reporting views for future 500-record milestones
      View Purpose Example
      Cumulative Strongest overall evidence as the dataset grows. Records 1–2,000
      New cohort Prevents a large historical sample from masking recent change. Records 1,501–2,000
      Tyre weight Per-tyre weight capture was added to the protocol late in this cohort. The next report can relate weight to size, construction and wear. Records 1,501–2,000
      Milestone comparison Shows whether each headline percentage is stable, rising or falling. This replicates findings without implying a probability sample, which is why no confidence intervals are used. First 1,500 versus new 500

      These questions are commitments registered here in advance and will be answered in the next milestone report. They are not links.

      13 · Citation, licence and data availability

      Referencing and reusing this report

      A stable address, visible version number, declared cohort, published denominators and permanently archived milestones make this series citable. Superseded versions remain available rather than being overwritten, so a figure quoted from an earlier version can still be located and checked.

      Suggested citation

      Licence

      Report text, tables and figures: Creative Commons Attribution 4.0may be quoted with attribution to this report and its version number.

      Aggregate data files: may be quoted with attribution to this report.

      Dataset and photographs: the inspection dataset, its measurements, photographs and video are the exclusive property of Taylor Houghton, all rights reserved. They are not covered by any licence on this page. Licensing of the dataset for research or machine-learning use is available by arrangement: email@tyredispatch.co.nz.

      Data availability

      Public now: the JSON and CSV linked above. Both are generated from the same figure definitions that render this page, so they contain every count, unit, denominator and caveat shown here.

      On request: a de-identified record-level extract for named research purposes, and access to selected inspection images, both case by case.

      Not released: customer names, contact details, vehicle registration details, commercial pricing and supplier information.

      Process: written request to the contact below stating purpose, institution and intended outputs.

      Table 9. Report version history
      Version Date Status Change

      Research and media enquiries

      Aggregate findings may be cited with attribution to this report and its version number. Please cite the version, since figures may be revised in a later edition.

      Author: Taylor Houghton, Director, Tyre Dispatch NZ
      Location: Te Puke, Bay of Plenty, New Zealand

      14 · References

      External sources used for context and report design

      All counts and findings come from the workshop dataset itself. The sources below provide regulatory requirements, comparator studies and models for transparent observational reporting. Their role is stated in Table 1.

      1. NZ Transport Agency Waka Kotahi. Vehicle Inspection Requirements Manual, In-service certification (WoF and CoF), 10-1 Tyres and wheels. Source of: reason for rejection 15 (1.5 mm around the whole circumference within all principal grooves normally containing moulded tread-depth indicators, or across three-quarters of tread width where none); reason for rejection 16 (4 mm for winter tyres); reason for rejection 13(c) (exposed or cut cords); Note 2 (definition of principal versus secondary grooves); Note 3 (winter-tyre definition and the limits of the 3PMSF marking as evidence).
      2. TyreSafe. Tread-depth surveys at the point of replacement, produced with partners including National Highways. Closest available comparator by sampling frame.
      3. National Tyre Distributors Association. (2025). TyreCheck 2025 vehicle inspection survey. Vehicle-unit context, not a point-of-replacement comparator.
      4. National Transportation Safety Board. (2015). Selected Issues in Passenger Vehicle Tire Safety. NTSB/SIR-15/02. Structural model for findings, conclusions and recommendations.
      5. Evans, L. R., & MacIsaac, J. D. (2014). NHTSA Tire Aging Test Development Project Phase 2. DOT HS 811 885. Laboratory background on tyre ageing.
      6. Transport Research Laboratory. (2019). Tyre Ageing: Its Effect on Material Properties and Structural Integrity. PPR904. Cited also as a model for stating plainly what a limited sample cannot support.
      7. STROBE Initiative. Checklists for transparent reporting of observational studies. This report is STROBE-informed and does not claim formal compliance.
      8. Zenodo. Research repository and persistent identifier service. Proposed for the final report and aggregate data package.

      How this differs from laboratory tyre studies

      NHTSA and TRL use controlled programmes to examine material properties and structural durability under known conditions. This report records naturally occurring workshop variation with unknown service histories. It can show what was observed and how often it was documented within one workflow; it cannot reproduce laboratory control or assign a mechanical cause.

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