How KL Dental Directory scores and ranks dental clinics in Kuala Lumpur
How this directory works
KL Dental Directory lists 265 dental clinics across Kuala Lumpur. Every clinic on the site receives a composite score from 0 to 100, calculated from five public signals. No clinic can pay its way to a higher score. The sections below explain exactly what goes into that number and where the data comes from.
The five signals and why they matter
Each signal measures something a patient genuinely cares about when choosing a dental clinic. Together they produce a single score, but the table below shows how much each one counts.
| Signal | Weight | What it measures |
|---|---|---|
| Sentiment | 30% | AI analysis of recent review themes: what patients praise and what they complain about |
| Rating | 28% | Google aggregate star rating |
| Completeness | 15% | Whether a phone number, website, opening hours, and address are listed |
| Volume | 17% | Total number of reviews, measured on a log scale |
| Recency | 10% | How recently patients have left reviews |
Sentiment (30%)
Sentiment carries the most weight because a star rating alone does not tell you why patients are happy or unhappy. Our system reads recent reviews and identifies recurring themes: things like wait times, chair-side manner, pain management, and billing transparency. A clinic where patients consistently praise clear explanations scores better than one with the same star rating but repeated complaints about unexpected costs.
Rating (28%)
The Google aggregate star rating is the most familiar signal and still a strong one. We use the published figure directly; we do not adjust or reweight individual stars. Because it is tied closely to sentiment, the two signals together account for more than half the final score.
Volume (17%)
A clinic with 400 reviews gives you much more statistical ground to stand on than one with four. We apply a log scale so that the jump from 10 to 100 reviews counts for more than the jump from 500 to 1,000. This stops large, long-established clinics from dominating purely because of age.
Recency (10%)
Dental clinics change: staff turn over, ownership changes, and quality can shift. A cluster of reviews from three years ago says less about today's experience than reviews from the past few months. Recency rewards clinics that are actively seeing patients and earning fresh feedback.
Completeness (15%)
A listing that shows a phone number, website, address, and opening hours is immediately useful. One that is missing several of these wastes your time. Completeness also acts as a mild proxy for whether a business is still actively operating, since closed or dormant clinics tend to have sparse listings.
Honest limits you should know
Any clinic with a small number of recent reviews gets a low-confidence label on its listing. The score is still calculated the same way, but the label tells you to treat it with more caution. A brand-new clinic with five reviews is not comparable to one with 300.
We synthesise review themes rather than republishing individual review text. For the original reviews, every clinic listing links directly to its Google profile so you can read the source yourself.
Data is pulled and recalculated periodically. Scores reflect the most recent update date shown on each listing, not a live feed.
Rankings and paid placement
The ranked order you see on pages like our best general dentistry list comes from the composite score alone. A clinic cannot pay to rank higher, appear in a better category, or receive a better score. Paid placements do exist in some parts of the site, labelled clearly as "Sponsored." Sponsorship has no effect on a clinic's score or its position in ranked lists. If you ever see a sponsored listing, the label will be visible, and the clinic's score is identical to what it would be with no commercial relationship.
Questions about a specific listing or data error? Visit the KL Dental Directory home page for contact details.
FAQ
- Can a dental clinic pay to improve its score or ranking?
- No. The composite score is calculated from Google rating data, review sentiment, volume, recency, and listing completeness. Paid sponsorship exists on parts of the site but is always clearly labelled and has no effect on a clinic's score or its position in any ranked list.
- Why does a clinic I know well have a low-confidence label?
- Low-confidence labels appear when a clinic has too few recent reviews to produce a reliable score. The five signals are still calculated, but there is not enough data to be confident the score reflects the current patient experience. Visiting the clinic's Google profile directly will show you the raw reviews available.
- Where does the review data come from?
- All rating and review data comes from Google. We use it to calculate sentiment themes and volume, and every clinic listing links to its Google profile so you can read the original reviews yourself. We do not republish individual review text.
- How often are scores updated?
- Scores are recalculated periodically, not in real time. The date of the most recent data update is shown on each clinic's listing so you know how current the score is.