How we score Ipoh cafes: methodology and scoring rubric

Ipoh Cafe Guide currently scores 300 cafe businesses across the city, from Old Town coffee shops to newer specialty roasters. Every score comes from one published rubric applied the same way to every listing. Nothing here is guesswork or gut feeling: it's a set of measured signals, weighted, and turned into a single number out of 100.

The five signals, heaviest first

We combine five things Google's public review data can actually tell us. Here they are in order of how much each one counts:

• Sentiment, 28%. A synthesis of what recent reviews actually say: the praise that keeps coming up and the complaints that keep coming up too. This is the largest single factor.
• Rating, 26%. The Google aggregate star rating, taken as reported.
• Volume, 20%. How many reviews a cafe has, log-scaled. This stops a cafe with a handful of five-star reviews from outscoring one with hundreds of consistently good ones.
• Recency, 15%. How recently customers have actually left reviews. A cafe that was great in 2019 but hasn't been reviewed since tells you less than one people are writing about this month.
• Completeness, 11%. Whether basic details are listed and correct: phone number, website, hours, and address. A cafe you can't reach or find is a worse experience regardless of how good the coffee is.

Why sentiment carries the most weight

Star averages flatten everything into one number, and that's exactly the problem. Two cafes can sit at the same 4.3 rating while one gets scattered, unrelated gripes and the other collects the same complaint over and over, slow service every weekend morning, air-con that never works, orders coming out wrong. The star average can't see that pattern. Reading what recent reviews actually say is the only way to catch it, which is why we treat sentiment as the heaviest input rather than a footnote to the rating.

Why the other signals matter

Rating still matters because it's the most direct signal customers give, so it carries the second-highest weight. Volume matters because a rating built on five reviews is fragile in a way a rating built on 500 is not, and log-scaling means going from 10 to 100 reviews moves the score more than going from 400 to 490. Recency matters because cafes change: ownership, staff, menus, and quality shift over time, and a review from three years ago is weaker evidence than one from last month. Completeness matters because a listing missing hours or a working phone number creates real friction before a customer even walks in.

The honest limits

This method has real boundaries and we'd rather state them than hide them. Cafes with few recent reviews produce a low-confidence score, since a rubric weighted this heavily toward sentiment and recency needs enough recent data to work from. Those listings are labelled as low-confidence on the page, so you know to treat the number cautiously. We also don't republish reviews wholesale: we synthesise recurring themes and link out to the Google listing itself so you can read the original source and judge for yourself.

Scores are earned, not sold

Every score comes from this rubric and the underlying review data, full stop. Paid placement, where it exists on this site, is always labelled clearly and never changes a business's score. Any list where the picks or the order were shaped by editorial judgment rather than the rubric alone says so directly on that page. If a list doesn't carry that disclosure, the ranking came from the numbers only. Our best cafe and bakery picks follow this same rule.

Who publishes this

Ipoh Cafe Guide is published by Waypoint Local Guides, an independent publisher of city directories for cafes and everyday services across Malaysia, starting here in Ipoh. Waypoint builds its rankings entirely on public customer review data using this published method, and rankings are never sold. Sarah, Editor, maintains the rankings and oversees how the rubric gets applied across listings. Data is refreshed monthly, and each listing carries a "last verified" stamp so you can see it's being actively maintained rather than left to go stale. You can reach the publisher at hello@waypoint.my or visit waypoint.my to see the wider directory project. To browse the current rankings, head back to the Ipoh Cafe Guide home page.