Evidence, download, and limitations
About the data
A preregistered private re-audit of 60 publicly discoverable Malaysian barber businesses, balanced 20/20/20 across Klang Valley, Penang, and Johor Bahru, with a 20% blind independent recode and evidence-backed adjudication.
What this does not cover
46 of 60 rows remain unavailable on qualifying-page measures; these are procedures not completed, not findings of absence.
What this does not cover
Qualifying-page results rest on 14 evaluable rows. Regional counts are suppressed below 5, so no regional percentage is published.
What this does not cover
Single-day snapshot on a signed-out desktop surface; availability and render states vary by day, load, and provider changes.
What this does not cover
No outcome data: reviews, ratings, revenue, bookings, and no-show behavior were not collected.
What the re-audit found
The gap between "a working phone route on the listing" and "a structured booking path on the public web" is the re-audit's most decision-relevant contrast. It is an observed contrast in this sample, not a conversion or revenue claim.
Every count above is a count within this sample — not a national estimate, not an index. The incomplete procedures are not findings of absence.
- 2 of 60 businesses exposed a structured booking flow reachable without an account. Both were third-party booking-provider pages, observed only up to what is visible before any submission.
- 56 of 60 listings exposed a working public next-action route — 54 a phone number, one an email, one the booking flow itself.
- 7 of 60 had a findable business-controlled page under the fixed procedure; 7 of 60 were evaluable and showed none; the remaining procedures could not be completed.
- On the 7 found pages, prices were visible on 5 and opening hours on 3.
What could not be observed
Publishing the pre-correction numbers would have overstated absence. The blind recode and evidence-backed adjudication changed the headline states from 5 yes / 0 no / 55 unavailable to 7 yes / 7 no / 46 unavailable, and structured-action states from 0 yes / 60 no to 2 yes / 58 no.
- 46 of 60 rows remain unavailable on qualifying-page measures: 12 deferred after a Google anti-bot wall began at 11:13 MYT on 3 September 2026, and 34 blocked by a sustained captcha or security control.
- An unavailable state is a procedure that could not be completed this run. It is never counted as "no" and never enters a yes/no denominator.
- A quiet-window re-run is required before any prevalence claim.
How the re-audit was run
The anonymized dataset publishes all 25 observation states for each of the 60 rows, with region, collection date, and recode flag. No names, addresses, URLs, place IDs, ranks, or timestamps leave the audit.
- Discovery: 39 signed-out Google Maps runs on 3 September 2026 across three fixed exact queries, capturing 379 distinct public place IDs; 311 candidates were eligible.
- Sample: a deterministic frozen draw selected exactly 20 businesses per region.
- Coding: 25 observation variables per business under a fixed three-step page-location procedure.
- States: yes, no, unavailable, ambiguous, not applicable. Percentages use evaluable (yes + no) bases only, and every regional row engages the count-below-5 suppression rule, so no regional percentage is published.
Independent recode and corrections
Independent review strengthened the study: it corrected the record rather than confirming it. That is what a recode is for.
- 12 of 60 rows (20.0%, four per region) were re-coded blind by a second reviewer before seeing the primary codes.
- Field-level agreement across the 25 observation variables was 238/300 (79.3%); eligibility agreement was 48/48 (100%).
- All 62 disagreements were adjudicated to the evidence-backed observation, each bound to a persisted, hash-recorded probe.
- One found page was re-bound during the audit after a redirect failed the control proof; the published binding is the business's own domain.
How August and September relate
The August 2026 study (60 businesses, category-level codes) and this September re-audit (stricter procedure, blind recode, suppression law) are not comparable method-for-method. What the re-audit shares is the pattern: many audited businesses still lack a useful owned front door. That is a consistency observation between two different methodologies, not a trend.
The August report stays published at its own address with its own dataset.
What an owner can do with this
The practical reading is the self-audit the August study suggested: can a customer see the service, the price or a quote path, a contact route, and one structured next action on a surface the business controls?
Helm runs an opt-in workflow review and a Founding Barber Cohort for owner-operated shops. The study does not establish that any particular tool changes demand, bookings, or revenue.