kbeautytmi โ€บ Methodology

The metrics, in the open.

Every number we publish comes from one of the named metrics below โ€” defined, sourced, and limited in public. Weekly snapshots are archived permanently, so every claim can be checked against the week it came from (this week's receipt โ†’). If you cite us, cite the metric by name.

K-Beauty Index 5% LIVE
How much of what Korea buys has the US actually found?
Definition
The share of Olive Young Korea's top 20 products that also appear anywhere in Olive Young Global's US top 100, measured weekly.
Formula
|KR Top20 โˆฉ US Top100| รท 20 ร— 100
Source
Olive Young public ranking API (KR + US), product-ID join โ€” no name matching.
Limitations
US side is what US customers order on Olive Young Global โ€” a discovery signal, not total US retail availability.
Ladder Reach Anua ยท 11 channels LIVE
How many of the 15 tracked channels carry a brand this week.
Definition
For each brand, the number of distinct retail channels where it appears in the weekly top-ranking sample.
Formula
count(channels where brand โˆˆ weekly top rankings)
Source
All 15 channels, brand-name normalized; Olive Young uses canonical brand IDs.
Limitations
Absence from our sample โ‰  not stocked โ€” we sample top rankings, not full catalogs.
Multi-Channel Rate 29% LIVE
What share of tracked brands live on more than one shelf?
Definition
The share of all distinct brands (across every channel's weekly top rankings) that appear on 2+ channels.
Formula
brands on โ‰ฅ2 channels รท all distinct brands ร— 100
Source
Currently 220 distinct brands across 15 channels.
Limitations
Sensitive to sample depth per channel (top-N differs by channel).
White Space per-product LIVE
Strong where it started, missing where it's headed.
Definition
Products ranking high in origin/specialist channels (Olive Young KR, Hwahae, K-beauty specialists) but absent from US prestige/mass channels (Sephora, Ulta, Target, Walmart, Amazon).
Formula
rank strength in origin channels ร— absence count in destination channels
Source
Weekly cross-channel join; The Gap section is the KRโ†”US special case.
Limitations
White space is opportunity, not guarantee โ€” some absences are strategic (pricing, regulatory, capacity).
Velocity Index opens with week 2 ARMING
Products moving on multiple channels at once.
Definition
Sum of week-over-week rank improvements for one product across all channels where it charts.
Formula
ฮฃ (prev_rank โˆ’ rank) across channels, per product
Source
Weekly snapshots joined by product ID; Hwahae Global contributes native deltas already.
Limitations
Requires 2+ archived weeks per channel โ€” activates as the archive deepens.
K-Beauty Passport per-product ARMING
How far has one SKU traveled through channel types?
Definition
The set of channel tiers (Korea origin โ†’ specialist โ†’ marketplace โ†’ prestige โ†’ mass โ†’ social commerce) where a single product has charted, tracked over time.
Formula
distinct channel tiers charted, cumulative over archive
Source
Channel tier registry (15 channels typed by tier) ร— weekly archive.
Limitations
Passport counts chart appearances, not shelf listings.
Ghost Hit Radar weekly ARMING
Everywhere online, nowhere on shelves.
Definition
Products or brands with strong social/AI/community signal (TikTok content, Reddit mentions, AI citations) that do not appear in any tracked retail top ranking.
Formula
social signal strength ร— retail chart absence
Source
TikTok public search sample + 6 skincare subreddits (daily) + 4-engine AI citation measurement vs 15 retail channels.
Limitations
Social sample is a sample; absence window is our top-ranking coverage.
AI Citation Leaderboard โ„–1 Anua ยท 36 LIVE
When people ask AI about K-beauty, whose name comes back?
Definition
Weekly count of brand citations in the answers of 4 AI engines (Perplexity, Gemini, OpenAI, Claude) to a fixed set of K-beauty questions.
Formula
count(brand mentions in engine answers), token-boundary matched
Source
60 identical questions across 4 engines, brand dictionary from our chart data.
Limitations
Citations โ‰  sales or quality. Engine answers vary run to run; we archive every measurement.

How to cite

Format: "[value] โ€” kbeautytmi [Metric Name], [week]". Example: "Only 5% of Korea's top 20 appears in the US top 100 โ€” kbeautytmi K-Beauty Index, 2026-W29". Link to the page you pulled from, or the weekly archive. Free to cite with attribution; see llms.txt for AI-use terms.

Data sources & ethics

Public ranking pages and APIs only, weekly, low-frequency, robots.txt respected. Facts only โ€” rank, product, brand, rating, price. No images or review text are collected. Hwahae Global is a review-trust ranking, not sales; TikTok Shop data via Kalodata; TikTok/Reddit/AI feeds are labeled as content, opinion, and citation signals โ€” never as sales. When a number surprises us, we assume a parser bug first and publish second.