How we score siding businesses in Lake County

Lake County Siding Guide currently scores 26 siding businesses serving the county, from Clermont and Leesburg to Eustis and Tavares. This page explains exactly how that score is built, what each signal measures, and where the method falls short.

The five signals, heaviest first

Every business gets a composite score from 0 to 100, built from five measured signals. We list them here in order of weight because the order tells you what we think matters most when you're picking someone to put new siding on your house.

Sentiment: 28%

This is the single heaviest factor, and it's the most important one to understand. We read recent reviews and synthesize the themes in them: praise that keeps coming up, complaints that keep coming up, and how a business responds when a job goes wrong. A star average alone can't do this. Two siding contractors can sit at the same 4.3 stars while one has a handful of scattered gripes about scheduling and the other has repeat complaints about the same problem, like water intrusion behind new panels or crews leaving a job half-finished. The stars look identical. The pattern underneath doesn't. Sentiment is how we catch that difference before it becomes your problem.

Rating: 26%

The Google aggregate star rating still carries real weight, because it's a quick, broad signal of how customers feel overall. We treat it as a strong input, not the whole story, which is why sentiment analysis sits alongside it rather than being replaced by it.

Volume: 20%

A business with 300 reviews and a business with 4 reviews shouldn't be judged on the same curve. We log-scale review volume so that a handful of reviews doesn't carry the same weight as hundreds, while still giving credit to businesses that have built up a real track record over time.

Recency: 11%

Siding crews change, ownership changes, and a company that was great in 2019 may not be the same outfit today. Recency rewards businesses that customers are actively reviewing now, because recent feedback tells you more about what to expect this year.

Completeness: 15%

We check whether a listing has a working phone number, a website, posted hours, and a physical address. A business that makes itself easy to reach and verify scores better here, and honestly, it's also just a practical signal: if you can't find a phone number, you can't get a quote.

Low-confidence scores

Some businesses in Lake County simply don't have much review history yet, recent or otherwise. When that's the case, we label the score as low-confidence rather than pretending a thin data set carries the same certainty as a business with hundreds of recent reviews. Treat those scores as a starting point, not a verdict.

What we don't do

We don't republish reviews wholesale. We synthesize what recent reviews say into a readable summary of themes, and we link out to the Google listing itself so you can read the original source and form your own view. We also don't accept payment to change a score. Where paid placement exists anywhere on this site, it's labelled clearly, and it never affects the composite score described above. If a list's picks or order were shaped by editorial judgment rather than the rubric alone, that's disclosed on the page itself, including on our best siding installation and replacement list.

Who maintains this

Aisha Kowalski, Editorial Director, maintains the rankings on Lake County Siding Guide. Aisha oversees how the rubric is applied across the directory and reviews the site's editorial disclosures. You can start from the Lake County Siding Guide home page to browse the full list of scored businesses.