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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
based on statistics from
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on statistics from" is correct and usable in written English.
It is generally used when citing an authoritative source for data or facts. For example, "The study found that 66% of people prefer chocolate ice cream, based on statistics from the National Ice Cream Survey."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(20)
according to data from
drawing on statistics from
utilizing statistical data from
informed by statistical records from
relying on figures from
as per statistics provided by
based on stats from
based on reports from
based on information from
based on reporting from
based on results from
based on quotes from
based on departures from
based on findings from
based on studies from
based on leaks from
based on photos from
based on figures from
based on extracts from
based on chips from
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
35 human-written examples
The rationale for this categorization is based on income in relation to the median income in Sweden which roughly corresponds to these levels based on statistics from Statistics Sweden: www.scb.se.se
Science
By the end of their studies, based on statistics from RAINN (Rape, Abuse & Incest National Network), about 2,000 students—roughly one in seven will experience some form of sexual assault by graduation.
News & Media
The bonuses awarded this month are based on statistics from 1995-1996 to 1997-1998.
News & Media
"In other words," Twenge wrote, "millions of women are being told when to get pregnant based on statistics from a time before electricity, antibiotics, or fertility treatment".
News & Media
The Center for Responsible Lending's report is based on statistics from McDash Analytics, which compiled data on about 1.7 million loans made in 2004, 2005 and 2006.
News & Media
In other words, millions of women are being told when to get pregnant based on statistics from a time before electricity, antibiotics or fertility treatment.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
24 human-written examples
The biological variation and evolutionary diversity of various properties of miRNA hairpins were captured in a likelihood score L, based on statistics derived from accurately fitted (generally skewed normal) distributions of hairpin characteristics derived from known miRNA hairpins.
Science
Based on statistics downloaded from the UNESCO Institute for Statistics (http://data.uis.unesco.org/Index.aspx?queryid = 169) in January 2016.
Dalton et al. developed a body senor network (BSN) that can monitor and detect epileptic seizures based on statistics extracted from time-domain signals[16].
Based on hidden Markov models, the named entity tagging feature uses text chunking and n-gram models to make predictions about entities based on statistics gathered from training.
The water withdrawn for sectoral use is given per catchment and per sector (Fig. 5a, based on statistics obtained from CSO 2011).
Science
Expert writing Tips
Best practice
When using "based on statistics from", ensure the source is credible and clearly cited to maintain transparency and trustworthiness.
Common error
Avoid using "based on statistics from" without checking the recency and relevance of the data. Outdated statistics can lead to inaccurate conclusions.
Source & Trust
86%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on statistics from" functions as a prepositional phrase that introduces the evidentiary foundation for a claim or statement. Ludwig AI confirms its grammatical correctness and usability in diverse contexts.
Frequent in
Science
42%
News & Media
42%
Formal & Business
16%
Less common in
Reference
0%
Encyclopedias
0%
Social Media
0%
Ludwig's WRAP-UP
The phrase "based on statistics from" is a grammatically correct and commonly used prepositional phrase that lends authority to statements by citing statistical data sources. Ludwig AI analysis shows its prevalence in scientific, news, and formal business contexts. To use it effectively, always cite credible sources, ensure data is current, and consider alternatives like "according to data from" for nuanced expression. Remember that outdated or irrelevant data undermines the credibility of your claims.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to data from
Changes the focus to the data itself as the source, rather than statistical analysis.
drawing on statistics from
Implies a more active process of selecting and using specific statistics.
utilizing statistical data from
Highlights the use of data, emphasizing its statistical nature.
informed by statistical records from
Suggests that the information is influenced by, but not solely based on, statistical records.
relying on figures from
Similar to "according to", but focuses specifically on numerical figures.
as per statistics provided by
A more formal alternative, often used in official reports.
grounded in statistical evidence from
Emphasizes the evidence-based nature of the information.
with reference to statistical details from
Highlights the action of consulting statistical details.
deriving from statistical analyses by
Focuses on the derivation of insights from statistical analyses.
stemming from statistical insights of
Emphasizes the origin of the information and the source.
FAQs
How can I use "based on statistics from" in a sentence?
You can use "based on statistics from" to introduce information that is derived from statistical data provided by a particular source. For example, "The company's growth forecast is "based on statistics from" a recent market survey".
What are some alternatives to "based on statistics from"?
Alternatives include "according to data from", "drawing on statistics from", or "utilizing statistical data from", depending on the specific nuance you want to convey. Each phrase slightly shifts the emphasis, as clarified in the related phrases section.
Which is correct, "based on statistics from" or "based off statistics from"?
"Based on statistics from" is the correct and more widely accepted phrase. "Based off statistics from" is less common and can sound informal.
What information should I include when using "based on statistics from"?
Always include the source of the statistics and, if possible, the year or period the statistics cover. This provides context and allows readers to assess the reliability and relevance of the data.
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
86%
Authority and reliability
4.5/5
Expert rating
Real-world application tested