What the data covers

This article covers 158 hotels in Kansas City, Missouri, United States, with 142,526 total reviews in the broader market coverage.

The broader summary analysis reviewed 13,859 reviews. The topic analysis used 11,908 distinct reviews from the shared analysis period of April 16, 2018 to July 31, 2026. That topic set includes 3,975 Google Maps reviews and 7,933 Tripadvisor reviews.

The analysis uses equal weight for each review and English text analysis. It is a market view across all analyzed businesses, not a read on any one hotel.

Evidence

Evidence snapshot

The article uses this Aggregate dataset scope before interpreting review themes.

Google Maps rating distribution
5-star
60.9%
2,428 reviews
4-star
12.21%
487 reviews
3-star
6.17%
246 reviews
2-star
5.54%
221 reviews
1-star
15.17%
605 reviews
Tripadvisor rating distribution
5-star
47.84%
4,618 reviews
4-star
15.99%
1,544 reviews
3-star
10.46%
1,010 reviews
2-star
8.93%
862 reviews
1-star
16.78%
1,620 reviews
Locations
158
Published reviews
142,526
Reviews analyzed
13,641
Reviews with ratings
13,641
Average rating
3.97
Review period
August 13, 2003 to July 31, 2026

What reviewers like

Service is the clearest praise theme in the market. Google Maps shows service praise in 41.36% of reviews, and Tripadvisor shows it in 55.34%.

Room condition also draws frequent praise. Google Maps shows room maintenance praise in 39.72% of reviews, while Tripadvisor shows 50.37%.

Cleanliness is another common strength. Google Maps shows cleanliness praise in 22.36% of reviews, and Tripadvisor shows 34.98%.

Breakfast is praised less often than service, rooms, or cleanliness, but it still shows up as a positive on both platforms. Google Maps shows breakfast praise in 12.23% of reviews, and Tripadvisor shows 24.16%.

The examples are concrete. One Tripadvisor review praised a spacious, clean room and excellent staff interactions from valet to waitstaff. Another Google Maps review described a room that was clean and smelled fresh.

Where reviews show friction

Room upkeep is the most common complaint theme in the evidence. Google Maps shows room maintenance complaints in 17.64% of reviews, and Tripadvisor shows 25.25%.

Cleanliness complaints also appear often. Google Maps shows 5.48%, while Tripadvisor shows 11.81%.

Service complaints are less common than praise, but they still appear. Google Maps shows 13.51%, and Tripadvisor shows 17.57%.

Breakfast complaints are present too. Google Maps shows 2.82%, and Tripadvisor shows 7.36%.

For example, one Google Maps review said the breakfast was stale and limited to the same items each day, while another described a room that was dirty and a cleaning policy that did not fit the stay.

How Google Maps and Tripadvisor differ

Topic Google Maps Tripadvisor Difference Interpretation
Breakfast (praise share) 12.23% 24.16% 11.93 pp Tripadvisor is higher in these samples.
Cleanliness (praise share) 22.36% 34.98% 12.62 pp Tripadvisor is higher in these samples.
Room maintenance (complaint share) 17.64% 25.25% 7.61 pp Tripadvisor is higher in these samples.
Room maintenance (praise share) 39.72% 50.37% 10.65 pp Tripadvisor is higher in these samples.
Service (praise share) 41.36% 55.34% 13.98 pp Tripadvisor is higher in these samples.

Reviews also describe problems with breakfast, so the praise comparison does not mean complaints are absent. Reviews also describe problems with cleanliness, so the praise comparison does not mean complaints are absent. Reviews also praise room maintenance, so the complaint comparison does not mean positive experiences are absent. Reviews also describe problems with room maintenance, so the praise comparison does not mean complaints are absent.

These figures compare unmatched platform samples. They describe the analyzed samples, not a platform effect.

Evidence

Platform comparison

Compare platform-level rating and review volume before treating one channel as the full market.

Average rating
Tripadvisor
3.87
534 average published reviews
Google Maps
4.15
1,591 average published reviews
Tripadvisor
3.87 rating · 534 avg reviews
Google Maps
4.15 rating · 1,591 avg reviews

Where the platforms agree

Both platforms point in the same direction on the main themes. Service, cleanliness, and room condition are praised more often than they are complained about.

Both platforms also show breakfast as a smaller theme than service or room condition. It is discussed on both the positive and negative side, but it is not the most frequent topic in either sample.

The complaint side lines up too. Room upkeep and cleanliness are recurring friction points in both sets of reviews, even though Tripadvisor records them more often.

Why this is a snapshot, not a trend

This article is a current snapshot. The evidence does not include comparable earlier and later periods for the same market metrics, so it does not support a change-over-time reading.

What operators can compare with their own reviews

Operators can compare their own review mix against four things here: how often guests praise service, how often they praise room condition, how often they mention cleanliness, and how often breakfast comes up at all.

They can also compare the balance between praise and complaint. In this market, service praise is common, but room upkeep complaints are still visible. That mix matters more than any single quote.

Limitations

This is an analyzed-review sample, not every review ever written for the market.

The two platform samples are different sizes and are not business-matched. That means a gap can show a sample difference without proving a true platform effect.

The topic analysis covers 11,908 reviews. The broader summary analysis covers 13,859 reviews. Those are different populations.

English text analysis was used, but that does not mean every review was written in English.

Methodology and source notes

The market scope is 158 hotels in Kansas City, Missouri, United States, with 142,526 total reviews in the broader coverage.

The broader summary analysis processed 13,859 reviews. The topic analysis used 11,908 distinct reviews from the shared analysis period of April 16, 2018 to July 31, 2026, split across 3,975 Google Maps reviews and 7,933 Tripadvisor reviews.

Each review has equal weight. The topic shares in this article use the topic analysis population, not the broader summary population.

The platform comparisons here describe differences between the two review samples. They use the same market, category, metric, and analysis period, but the samples are not matched by business. For that reason, a difference is descriptive rather than causal.

The report uses the current source timestamp for this snapshot, and it does not infer a trend where the evidence does not provide one.