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"based on the rating" is correct and usable in written English.
You could use it when talking about something that has been rated in some way, to indicate that the conclusion or decision you are making is based on that rating. For example: "We have decided to hire John for the job based on the rating he received on his interview."
Exact(17)
For rating-based clustering, we apply k-means based on the rating vectors for each item and select (k = |I| / 3).
The most popular methods are Cosin-based and Person correlation coefficient, which are all based on the rating matrix.
Results show that the main effect for criteria is not significant, but there are mean differences in consideration of criteria when respondents are evaluating factors based on the rating scale.
Based on the rating scores of four housing landscape designs, multinomial logit models were used to explore the potential influential factors on people's preferences, especially the wildness or neatness of the home landscape.
Most relatively healthy Affordable Care Act plan consumers pay more out-of-pocket than they may have thought based on the rating level — from bronze to platinum — of coverage purchased, according to a new study led by Stanford health policy researchers.
Based on the rating criteria of Table 6, T-SS (No. 11 and 12) and TSZ w/EP-C (No. 3 and 4) performed the best.
Similar(43)
That lump sum is based on the rate of one hour of sick leave for every 30 hours worked.
Based on the rate-based model, process optimization of CO2 capture by aqueous ammonia was performed.
It also would require an automatic increase in food assistance based on the rate of inflation, addressing one of the reasons food banks are now struggling.
At one point, the miners "estimated they had about an hour left based on the rate the water was rising," the report said.
∆K based on the rate of change of LnP(D) between successive K.
More suggestions(15)
based on the notation
based on the grade
based on the rate
used on the rating
based on the degree
based on the grading
based on the index
based on the scorecard
based on the evaluation
based on the classification
based on the biography
based on the leader
based on the translation
based on the book
based on the story
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com