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Sentiment Trends Predict Rating Drops Weeks Early

August 3, 2026 by Get Kandid

Sentiment trend predicts rating drop before it shows in your score. Learn how negative language clusters signal trouble 2–4 weeks early.

Categories Review Data and Statistics

How Many Reviews per Month Is Normal? 2024 Benchmarks

August 3, 2026 by Get Kandid

Compare your reviews per month benchmark against real-world data by business size and industry. Know if you’re keeping pace—or falling behind.

Categories Review Data and Statistics

Rating Threshold Customer Dropoff: Where Prospects Filter Out

August 2, 2026 by Get Kandid

At what rating threshold do customers stop clicking? Research shows most platforms filter at 4.0, and businesses below face a steep visibility cliff.

Categories Review Data and Statistics

Overused Words Review Replies: What Owners Write Too Often

August 2, 2026 by Get Kandid

We analyzed thousands of review replies to find the overused words review replies that dilute your message. Learn what works instead.

Categories Review Data and Statistics

The Outsized Weight of Your First 10 Reviews New Business

August 2, 2026 by Get Kandid

Your first 10 reviews new business carries disproportionate mathematical weight. One outlier can sink your average for months. Here’s the cold-start math.

Categories Review Data and Statistics

Weekday vs Weekend Reviews Pattern: 14,000-Review Analysis

August 1, 2026 by Get Kandid

We analyzed 14,000 reviews to map weekday vs weekend reviews patterns. Discover when customers write, what sentiment shows up, and how to time your responses.

Categories Review Data and Statistics

Reviews With Photos Impact: Trust & Visibility Data

August 1, 2026 by Get Kandid

Photo reviews earn 35% more clicks and signal authenticity. We measured reviews with photos impact on trust, CTR, and local ranking for restaurants and dental practices.

Categories Review Data and Statistics

Review Recency Weight: How Fresh Reviews Impact Ranking

August 1, 2026 by Get Kandid

Review recency weight affects both Google ranking and conversion. We break down how fresh reviews work, what the data shows, and why velocity matters.

Categories Review Data and Statistics

What a Healthy Star-Rating Distribution Looks Like

July 31, 2026 by Get Kandid

A healthy star rating distribution follows a J-curve: heavy 5-star skew, minimal 2-3 stars. Learn the benchmark bands and warning signals.

Categories Review Data and Statistics

Do Longer Reviews Skew Negative? Review Length Sentiment Data

July 30, 2026 by Get Kandid

Analysis of review length sentiment correlation shows longer reviews aren’t always negative. What the data reveals about word count and star ratings.

Categories Review Data and Statistics
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