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Ladies' Night
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Report Card
Fail Overall Grade
FAIL
Reviewer Ease

FAIL
Word Count Comparison

FAIL
Phrase Repetition

FAIL
Reviewer Participation

WARN
Deleted Reviews

WARN
Rating Trend

WARN
Suspicious Reviewers

PASS
Unverified Purchases

PASS
Overlapping Review History

PASS
Brand Repeats

PASS
Incentivized Reviews

Most Trusted Reviews
Longtime fan. She writes great books. [Go to full review]
Oct 30, 2017
100%
TRUST
TRUST
-
Verified Purchaser
-
Critical Reviewer (avg. rating: 3.7)
Least Trusted Reviews
Mary Kay Andrews again created characters I cared about and ... [Go to full review]
Jul 7, 2014
0%
TRUST
TRUST
-
Verified Purchaser
-
Overrepresented word count (22 words)
-
Contains repetitive phrases (
show)
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Take-Back Reviewer (1 deleted review; avg. rating: 4.0)
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Overrepresented Participation (posted 9 reviews)
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Easy Grader (avg. rating: 4.8)
Analysis Details
Fail
Reviewer Ease

The ease score is the average rating for all reviews that a given reviewer submits. The average ease score for reviewers of this product is 4.4, while the average ease score for reviewers in this category is 4.2. Based on our statistical modeling, the discrepancy in average rating between these two groups is significant enough to believe that the difference is not due to random chance, and may indicate that there are unnatural reviews.
4.4 Product's Average Ease Score
4.2 Category's Average Ease Score
Read more about our Reviewer Ease test.
Fail
Word Count Comparison

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- 50%
- Have an overrepresented word count
In the graph above, we can see the distribution of review word counts for this product and the expected distribution for this category. We see the following 2 groups with a statistically significant greater concentration than what we'd expect to see:In total, we found that 460 reviews (or 50%) are within an overrepresented word count group. These reviews have rated this product an average of 4.4, while all other reviews have rated this product an average of 4.2. Based on our statistical modeling, the discrepancy in average rating between these two groups is significant enough to believe that the difference is not due to random chance, and may indicate that there are unnatural reviews.
Fail
Phrase Repetition

Reviews that contain one of these phrases are NOT necessarily devalued; read more about how this test works here.
Common Phrases in Reviews:
Show MoreShow Less
52 reviews
(4.3/5)
(4.3/5)
32 reviews
(4.5/5)
(4.5/5)
41 reviews
(4.4/5)
(4.4/5)
28 reviews
(4.9/5)
(4.9/5)
23 reviews
(4.6/5)
(4.6/5)
12 reviews
(4.7/5)
(4.7/5)
8 reviews
(5.0/5)
(5.0/5)
25 reviews
(4.1/5)
(4.1/5)
24 reviews
(4.6/5)
(4.6/5)
8 reviews
(4.8/5)
(4.8/5)
262 of the 927 total reviews for this product use substantial repetitive phrases between them. These reviewers have rated this product an average of 4.6 while reviews without substantial repetitive phrases rated this product an average of 4.2. Based on our statistical modeling, the discrepancy in average rating between these two groups is significant enough to believe that the difference is not due to random chance, and may indicate that there are unnatural reviews.
Fail
Reviewer Participation

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- 66%
- From reviewers with an overrepresented participation
We see the following 2 participation groups with a statistically significant greater concentration than what we'd expect to see:In total, we found that 612 reviewers (or 66%) are within an overrepresented participation group. These reviews have rated this product an average of 4.4, while all other reviews have rated this product an average of 4.2. Based on our statistical modeling, the discrepancy in average rating between these two groups is significant enough to believe that the difference is not due to random chance, and may indicate that there are unnatural reviews.
Warn
Deleted Reviews

We discovered a total of 13 deleted reviews for this product, with an average rating of 4.8. Even though deleted reviews don't affect the average rating, the fact that action was taken to delete reviews raises some red flags about the integrity of the reviews for the product as whole.
There are a few limitations to keep in mind regarding the Deleted Reviews test:
- We don't have a magic ability to collect every single deleted review; we can only identify reviews as deleted if we collect them on one date and then notice they are no longer visible on a subsequent date.
- We have no information on reviews that were never published in the first place.
- We also don't know why these reviews were removed. It could be action from the platform, personal decision by the review author, part of an entire account closure, even some data error on our part, etc.
Warn
Rating Trend

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- 28%
- Created over 37 days
We counted 927 reviews for this product over the span of 1,978 days, an average of 0.5 reviews per day. If these reviews were created randomly, there would be a 99.9% chance that we would see 4 or fewer reviews on any given day.
However, we see the following 37 days exceeding this threshold:In total, we found that 263 reviews were created on just 37 days. This is an excessively high number of reviews submitted on these high volume days.
Warn
Suspicious Reviewers

Take-Back Reviewers
66 of the 927 reviewers have had at least one of their past reviews for another product deleted. While this is more Take-Back Reviewers than we'd expect to see, the discrepancy in ratings between the Take-Back Reviewers and reviewers who don't have any deleted reviews in their history isn't significant enough to rule out the possibility of it being due to random chance.
Pass
Unverified Purchases

132 of the 927 total reviews for this product are unverified purchases. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.
Unverified purchases may be the result of Kindle Unlimited readers, buyers who didn't pay full price, or reviewers who did not purchase the product at Amazon. Read more about our Unverified Purchases test.
Pass
Overlapping Review History

Reviewers of this product have ALSO reviewed the following products:
7% also reviewed:
Save the Date: A Novel by Mary Kay Andrews
6% also reviewed:
Summer Rental: A Novel by Mary Kay Andrews
6% also reviewed:
Spring Fever: A Novel by Mary Kay Andrews
5% also reviewed:
Christmas Bliss: A Novel by Mary Kay Andrews
5% also reviewed:
The Girl on the Train: A Novel by Paula Hawkins
5% also reviewed:
The Last Original Wife: A Novel by Dorothea Benton Frank
5% also reviewed:
Beach Town: A Novel by Andrews, Mary Kay
4% also reviewed:
Gone Girl: A Novel by Julia Whelan
4% also reviewed:
The Husband's Secret by Liane Moriarty
246 of the 927 reviewers have substantial overlapping product review history. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.
Pass
Brand Repeats

Brand Repeaters
71 of the 927 reviewers have reviewed other products for this brand. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.
Pass
Incentivized Reviews

On Oct 3, 2016, Amazon prohibited incentivized reviews, however we still test for them since there are still millions in our dataset.
1 of the 927 total reviews for this product admitted to receiving a free or discounted product in exchange for a review. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.
Read more about our Incentivized Reviews test, or check out our study showing that Incentivized Reviewers are much more likely to leave a positive review.