Used and loved by millions
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
based on the numbers
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on the numbers" is correct and usable in written English.
You can use it when discussing conclusions, decisions, or analyses that rely on numerical data or statistics. Example: "The decision to increase production was made based on the numbers we gathered from last quarter's sales."
✓ Grammatically correct
News & Media
Science
Formal & Business
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
55 human-written examples
Some are based on the numbers.
News & Media
"That can skew behavior and, based on the numbers, lead to unrealistic expectations".
News & Media
Based on the numbers, the rank-and-file seems willing to be led.
News & Media
Jeffrey Hines said the decision to go global was, again, based on the numbers.
News & Media
Based on the numbers and his merits, he deserves to be in.
News & Media
The funding for our community centre is based on the numbers of crumblies taking lunch.
News & Media
All get at least some money based on the numbers they attract.
News & Media
Based on the numbers, ten per cent of women in the Marines would be subjected to assault or harassment.
News & Media
Their per-member per-year income is $3,085 based on the numbers presented in the article.
News & Media
Based on the numbers alone, it seemed like Raisman had a better chance of qualifying to the final.
News & Media
He likes to make his investments dispassionately, based on the numbers, rather than let emotions get involved.
News & Media
Expert writing Tips
Best practice
When using "based on the numbers", ensure that the numbers you are referring to are clearly defined and accessible to your audience. This adds credibility to your analysis.
Common error
Avoid presenting conclusions solely "based on the numbers" without providing sufficient context or explanation. Always interpret the numbers and explain their significance to the audience.
Source & Trust
90%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on the numbers" functions as a prepositional phrase that modifies a verb or noun, indicating the foundation or justification for an action, decision, or conclusion. Ludwig AI highlights its frequent use in various contexts to provide a rationale.
Frequent in
News & Media
59%
Science
32%
Formal & Business
9%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, the phrase "based on the numbers" is a common and grammatically correct prepositional phrase used to justify decisions or analyses with quantitative data. Ludwig AI confirms its prevalent use across News & Media and Science contexts. While versatile, it's important to provide sufficient context when using this phrase to avoid misinterpretations. Alternatives like "according to the data" or "as the figures suggest" can be used depending on the desired nuance. Ludwig AI suggests that the phrase’s high frequency and authoritative source backing make it a reliable choice for data-driven communication.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to the data
This alternative directly references the data being used as a basis, rather than specifically mentioning "numbers".
grounded in the figures
This alternative emphasizes the firm foundation provided by the figures.
as the figures suggest
This alternative emphasizes the suggestive nature of the numerical data.
judging by the statistics
This alternative highlights the use of statistical analysis.
the data indicates that
Focuses on what the data reveals or points to.
from a numerical standpoint
This alternative uses a more formal tone and explicitly mentions a numerical perspective.
quantitatively speaking
This alternative is more technical and emphasizes the quantitative nature of the assessment.
in light of the metrics
This alternative broadens the scope to include various types of metrics, not just simple numbers.
drawing from the data set
This alternative emphasizes the use of a complete set of numbers as the foundation of the argument.
by numerical assessment
This alternative highlights numerical assesment as the technique used.
FAQs
How can I use "based on the numbers" in a sentence?
You can use "based on the numbers" to indicate that a decision, conclusion, or analysis is derived from numerical data. For example, "Based on the numbers, we project a 15% increase in sales next quarter."
What are some alternatives to "based on the numbers"?
Alternatives include "according to the data", "as the figures suggest", or "judging by the statistics". The best choice depends on the specific context.
Is it better to say "based on the number" or "based on the numbers"?
"Based on the numbers" is generally preferred when referring to a collection of data points. "Based on the number" would be appropriate if you are referring to a single, specific figure.
What does it mean to make decisions "based on the numbers"?
Making decisions "based on the numbers" means relying on quantitative data and statistical analysis rather than intuition, emotion, or anecdotal evidence. This approach aims for objectivity and data-driven outcomes.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
90%
Authority and reliability
4.5/5
Expert rating
Real-world application tested