How we score counselors in the Columbia SC Counselor Guide

What this page covers

The Columbia SC Counselor Guide currently scores 340 counselor businesses across the Columbia area. This page explains the composite score you see next to each listing: what goes into it, how much each piece counts, and where the score should and shouldn't be trusted. Nothing here is guesswork on your part. It's the same rubric applied to every business in the directory.

The five signals, heaviest first

Every score runs from 0 to 100 and is built from five measured signals. We list them here in order of weight because the order matters as much as the math.

• Sentiment, 28%. A synthesis of what recent reviews actually say: the themes that come up again and again, praise and complaints alike.
• Rating, 26%. The Google aggregate star rating, as reported by Google.
• Volume, 20%. How many reviews a business has, log-scaled so that ten reviews don't get treated the same as a handful, but two hundred reviews also don't drown out everything else on a raw count basis.
• Recency, 13%. How recently people have actually left reviews. A practice that hasn't been reviewed in years gets less confidence than one with steady recent activity.
• Completeness, 13%. Whether basic information is actually listed: phone number, website, hours, address. A counselor's profile being hard to use is itself a signal worth weighting.

Why sentiment carries the most weight

Star averages flatten everything into one number, and that number can hide a lot. Two counseling practices can both sit at 4.5 stars while telling very different stories underneath: one has consistently glowing reviews, the other has a cluster of recent complaints about missed appointments, billing confusion, or a therapist who no longer works there, offset by older five-star reviews that no longer reflect the current experience. A star average alone can't tell those two apart. Reading what recent reviews actually describe is the only way to catch that difference, which is why sentiment is weighted higher than the star rating itself in this rubric.

Why the other signals matter for choosing a counselor

Rating still counts for a lot, 26%, because it's the most direct read of how people felt overall, and it's worth cross-checking against sentiment rather than replacing it. Volume matters because a single glowing review or a single bad one shouldn't swing a score the way it would for a business with only three reviews total; log-scaling keeps that in check while still rewarding businesses that have earned a real track record. Recency matters specifically in this field because counselors change roles, practices change staff, and a review from four years ago may say nothing about who you'd actually see today. Completeness is the most practical signal: if you can't find a phone number, hours, or an address, that's friction you'll deal with before you ever get to a first session.

The honest limits

This method has real boundaries and we'd rather state them than paper over them. Businesses with few recent reviews produce a low-confidence score, and we label them as such rather than pretending the number carries the same weight as a business with a deep, recent review history. We synthesize themes from reviews; we don't republish review text, and every listing links out to Google so you can read the original source yourself and form your own judgment.

Scores are earned, not edited

Scores come only from this rubric and the underlying data. They are never adjusted by hand. Where paid placement exists anywhere on this site, it is always labeled clearly and it never changes a business's score. Any list where the picks or order involved editorial judgment discloses that plainly on the page itself, such as our best mental health counseling list. Editorial oversight of the rankings sits with David Reyes, Reviews Editor, who maintains the rubric and reviews how it's applied. You can browse the full directory from the home page at any time.