Any Witch Way You Can (Wicked Witches of the Midwest Book 1)
More product info
From Amanda M. Lee
Refresh the report to view the most up-to-date data available:
Note: We only analyze "reviews" and ignore one-tap "ratings".
Report Card











Most Trusted Reviews
TRUST
-
Unverified Purchaser
-
Take-Back Reviewer (2 deleted Reviews; avg. rating: 4.0)
-
Critical Reviewer (avg. rating: 4.0)
Least Trusted Reviews
TRUST
-
Verified Purchaser
-
Created on a high volume day
-
Overrepresented word count (22 words)
-
Contains repetitive phrases (
show)
-
Take-Back Reviewer (2 deleted Reviews; avg. rating: 3.0)
-
Overlapping Review History: reviewed 1 of 9 top products
-
Overrepresented Participation (posted 39 Reviews)
-
Easy Grader (avg. rating: 4.6)
Analysis Details

(4.7/5)
(4.9/5)
(4.6/5)
(4.7/5)
(4.7/5)
(4.8/5)
(4.6/5)
(4.4/5)
(4.2/5)
(4.9/5)
(4.6/5)
331 of the 2,289 total reviews for this product use substantial repetitive phrases between them. These reviewers have rated this product an average of 4.7 while reviews without substantial repetitive phrases rated this product an average of 4.4. 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.

5% also reviewed:
Louisiana Longshot: A Miss Fortune Mystery... by Jana DeLeon
3% also reviewed:
Witch Is When It All Began (A Witch P.I. Mystery... by Adele Abbott
3% also reviewed:
Ghostly Paws (Mystic Notch Cozy Mystery Series... by Leighann Dobbs
3% also reviewed:
Fashionably Dead (Hot Damned Series, Book 1) by Robyn Peterman
3% also reviewed:
The Vampire's Mail Order Bride (Nocturne Falls)... by Kristen Painter
3% also reviewed:
Innocent in Las Vegas: A Humorous Tiffany Black... by A.R. Winters
3% also reviewed:
Dead Wrong (Blackmore Sisters Mystery Book 1) by Leighann Dobbs
2% also reviewed:
Phone Kitten: A Cozy, Romantic, and Highly... by Marika Christian
2% also reviewed:
Southern Spirits (Southern Ghost Hunter Mysteries... by Angie Fox
379 of the 2,289 reviewers have substantial overlapping product review history. These reviewers have rated this product an average of 4.6 while the reviewers who have a more unique product review history rated this product an average of 4.4. 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.

We discovered a total of 50 deleted Reviews for this product, with an average rating of 4.7. 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.

-
- 23%
- Created over 58 days
We counted 2,289 reviews for this product over the span of 2,495 days, an average of 0.9 reviews per day. If these reviews were created randomly, there would be a 99.9% chance that we would see 5 or fewer reviews on any given day.
However, we see the following 58 days exceeding this threshold:In total, we found that 534 reviews were created on just 58 days. This is an excessively high number of reviews submitted on these high volume days.

-
- 55%
- 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 1,262 reviews (or 55%) are within an overrepresented word count group. This is an excessively high number of reviews in overrepresented word count groups.

-
- 69%
- From reviewers with an overrepresented participation
We see the following 3 participation groups with a statistically significant greater concentration than what we'd expect to see:In total, we found that 1573 reviewers (or 69%) are within an overrepresented participation group. This is an excessively high number of reviewers in overrepresented participation groups.

858 of the 2,289 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.

One-Hit Wonders
76 of the 2,289 reviewers have only reviewed this product. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.
Never-Verified Reviewers
127 of the 2,289 reviewers have never written a verified purchase review. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.
Take-Back Reviewers
531 of the 2,289 reviewers have had at least one of their past reviews for another product deleted. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.
Single-Day Reviewers
5 of the 2,289 reviewers have written multiple reviews but posted all of them on a single day. This is within an acceptable range and it does not appear to be significantly affecting the overall rating for this product.

4.4 Product's Average Ease Score
4.4 Category's Average Ease Score
Read more about our Reviewer Ease test.

Brand Repeaters
531 of the 2,289 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.

-
- 0%
- Admitted to receiving an incentive
Read more about our Incentivized Reviews test. Check out our study showing that Incentivized Reviewers are much more likely to leave a positive review.