How we score paving contractors in Cheltenham

This page explains how Know Cheltenham arrives at the composite score (0-100) attached to each of the 35 paving contractor businesses in this directory. The score is built entirely from measured, publicly available signals. No business can buy a higher score, and nobody on our side nudges a number up or down because they like a company's work. If that ever changes for a specific list, we say so on that list, in plain terms, next to the picks it affects.

The five signals, heaviest weight first

Each business is scored on five signals. The weights below add up to 100% and were set to reflect what actually helps someone pick a paving contractor, not what's easiest to measure.

Why sentiment carries the most weight

A star average on its own hides patterns. Two paving contractors can sit on the exact same 4.5 stars while one has a clean spread of happy customers and the other has a cluster of recent reviews all describing the same problem, cracked edging, a crew that didn't show, a quote that grew after the job started. The stars alone won't tell you which is which. Reading what recent reviews actually describe is the only way to catch that difference, which is why sentiment is weighted above the star rating itself, and why it's the single heaviest signal in the score.

Why the other signals matter

Rating still counts for a lot because it's the fastest signal customers themselves rely on. Volume matters because a business with three reviews and a business with three hundred don't carry the same certainty, even at an identical average, so we log-scale it rather than let raw count dominate. Completeness matters in a practical trade like paving: a business without a listed phone number, working hours or an address is harder to actually hire, whatever its reviews say. Recency matters because a driveway contractor's crew, pricing and quality can shift year to year, and a glowing review from 2019 tells you less than one from this spring.

The honest limits

We don't republish reviews wholesale. What you see here is a synthesis of themes drawn from public review data, and we link out to Google so you can read the original reviews yourself and form your own view. Businesses with only a handful of recent reviews produce a shakier signal no matter how the maths is weighted, so those get a low-confidence label on their listing rather than a score presented with false certainty. Every score comes from this rubric and this data, full stop. Paid placement, on the rare list where it exists, is always labelled as such and never touches the score. Any list where our editors reviewed the picks or the order discloses that plainly on the page.

Who's behind this

This directory is published by Know Cheltenham, run by a local business owner with two decades in the town. The directory is built from published review data and public business listings, and every listing is rechecked monthly so the information stays current. Rankings on this site are earned through the rubric above, not paid for. Editorial oversight of the rankings sits with Ethan Fischer, Research Lead. Questions about a score, a listing, or how this works can go to hello@knowcheltenham.com. You can browse the current rankings from the Know Cheltenham home page, or see how it plays out on a specific list, such as best driveway paving contractors in Cheltenham.