How we score flooring contractors in Klang Valley
What this page covers
This is the methodology behind the Klang Valley Flooring Contractor Guide, a directory currently covering 126 flooring contractor businesses across the Klang Valley. It explains exactly how our composite score (0-100) is built, why we weight the signals the way we do, and where the score's confidence runs thin. Nothing here is marketing copy. It's the rubric, plainly stated, so you can judge our judging.
The five signals, heaviest first
Every business gets a score out of 100, built from five measured signals. Each one is pulled from published reviews and public business information, not from anything a contractor submits to us.
| Signal | Weight | What it measures |
|---|---|---|
| Sentiment | 28% | A synthesis of recent review themes: what customers praise, what they complain about, and whether problems repeat |
| Rating | 26% | The Google aggregate star rating |
| Volume | 20% | How many reviews exist, log-scaled so ten reviews and four hundred don't get treated as equivalent |
| Recency | 10% | How recently customers have actually left reviews |
| Completeness | 16% | Whether phone, website, hours and address are all listed and accurate |
Why sentiment carries the most weight
A star average is a flat number and it hides patterns. Two flooring contractors can both sit at 4.3 stars while one has a clean spread of satisfied customers and the other has a cluster of recent reviews about the same problem: subfloor prep skipped, SPC planks gapping within months, a crew that never came back to fix a threshold transition. The star rating alone won't tell you that. Reading what recent reviews actually describe is the only way to catch a repeating issue before it becomes your issue, which is why sentiment is weighted above the star rating itself, not folded into it.
We synthesise themes from review text rather than republishing individual reviews. If you want to read the original comments in full, we link out to the business's Google listing so you can see the source directly.
Why the other signals matter for choosing a contractor
Rating still matters because it's the broadest, most legible signal a homeowner checks first, so it holds the second-heaviest weight. Volume matters because a 5.0 average built on six reviews is a different bet than a 4.6 average built on three hundred, and log-scaling keeps a handful of glowing reviews from outscoring a large, consistent track record. Recency matters because a flooring contractor's crew, suppliers and quality control can change over a year or two, so a listing that hasn't collected a new review in a long stretch tells you less about what to expect today. Completeness matters in a practical way: a contractor who lists a working phone number, hours, an address and a website is easier to vet, contact and show up to, and that basic reachability is part of being a dependable local business.
Where the score runs low-confidence
Some businesses in this directory have only a handful of recent reviews. When that's the case, we say so directly on the listing and label the score as low-confidence. A small review pool can swing wildly with one or two new reviews, and we'd rather flag that uncertainty than present a thin data set with false precision.
Scores are earned, not edited
Scores come from this rubric and this data alone. They are never adjusted by hand. Where paid placement exists on the directory, it is always labelled as such and it never changes a business's score or its position in the rubric-driven ranking. Any list on this site where picks or order involved editorial judgment rather than the pure formula discloses that plainly on the page itself, including our best vinyl and SPC flooring contractors list.
Who publishes this and who's accountable
This directory is published by MY Homee Guides. Founder Adam built MY Homee Guides after ten years working in the Klang Valley home service industry, and that hands-on background shaped the approach here: straightforward, honest ratings built to help homeowners find reliable contractors without guesswork. Adam, as Managing Editor, maintains editorial oversight of the rankings. Data refreshes monthly, and each listing carries a "last verified" stamp so you can see the directory is actively maintained rather than left to go stale. You can reach the publisher at hi@myhomee.my or visit myhomee.my for more on the wider set of guides. You can also return to the Klang Valley Flooring Contractor Guide home page at any time.
FAQ
- How is the 0-100 score calculated?
- It's a weighted blend of five signals: sentiment (28%), rating (26%), volume (20%), completeness (16%) and recency (10%). Sentiment and rating come from review data, volume is log-scaled review count, completeness checks whether phone, website, hours and address are listed, and recency checks how current the reviews are.
- Why does sentiment matter more than the star rating?
- Star averages can hide repeat problems. Two contractors can share the same rating while one has recurring complaints about the same issue in recent reviews. Reading what reviews actually say catches patterns a single number cannot.
- Can a flooring contractor pay to improve their score?
- No. Scores are generated only from the rubric and public data and are never edited by hand. Where paid placement appears anywhere on the directory, it is labelled clearly and has no effect on the score or ranking.
- What does a low-confidence label mean?
- It means a business has too few recent reviews for the score to be statistically reliable. We flag these directly on the listing rather than presenting a thin data set as if it were solid.