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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
by all indicators
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "by all indicators" is correct and usable in written English.
It can be used when you want to express that something is evident or clear based on various signs or evidence. Example: "By all indicators, the project is on track to meet its deadline."
✓ Grammatically correct
General statements
Evaluating trends
Assessing situations
Alternative expressions(20)
as it exists
by all authorities
superficially
by all accounts
in all likelihood
as it proves
by all components
at first glance
as it applies
seemingly
by all measures
as it produces
as it proposes
by all estimates
to all intents and purposes
as it illustrates
as it reveals
it would seem that
as it reads
to all appearances
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
8 human-written examples
And by all indicators most people are getting the message loud and clear.
News & Media
The upshot is the Middle East's most ingenious, flavorful cuisine, and by all indicators its popularity is increasingly spreading beyond Lebanon's narrow borders.
News & Media
By all indicators, then, this is a serious study by serious academics from two of the most prestigious law schools in the world - so why didn't it get more coverage?
News & Media
But with Dr. Dean, in their view, pulling away from his Democratic rivals by all indicators -- the polls, fund-raising and endorsements -- Republicans said he was forcing the Bush campaign to begin making decisions about how and when to engage him.
News & Media
Her fellow judge, Catherine Johnson, described Eddo-Lodge's title as "a thunderclap of a book", while Singh, the chair of judges, said it "unflinchingly confronts a country where racism is – by all indicators – at an all-time high, but there are no identifiable racists".
News & Media
According to the Republican right, their great hero Ronald Reagan personally caused the dissolution of the Soviet Union with his insistence to Mikhail Gorbachev to "tear down this wall!" Twenty plus years later, I issue another plea to the woman who, by all indicators, wants to be taken seriously as a potential leader of the Free World.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
52 human-written examples
General refers to frailty, the general factor that is loaded (explained by) all the indicators.
We observed consistent socio-economic gradients in the consumption of the three food groups as estimated by all the three indicators.
Science
There were almost no differences by sex, whereas all indicators showed large disadvantages among elderly individuals.
Science
The SES-social support association differed by sex for all indicators (all P < 0.05) except network score at baseline (P = 0.14) and negative aspects of close relationships at the last follow-up (P = 0.15).
We calculated the overall rates for a practice (that is, exception rates across multiple indicators) by summing exceptions for all indicators and dividing by the sum of eligible patients.
Science
Expert writing Tips
Best practice
Use "by all indicators" to clearly signal that your assessment is based on a comprehensive review of available data, enhancing the credibility of your analysis.
Common error
Avoid using "by all indicators" when there are known limitations or conflicting data, as it can create a false sense of absolute certainty. Acknowledge any caveats to maintain transparency and accuracy.
Source & Trust
87%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "by all indicators" functions as an introductory phrase or adverbial phrase, modifying a clause or sentence to indicate that a statement is based on comprehensive evidence. As Ludwig AI indicates, this phrase is correct and commonly used in written English.
Frequent in
News & Media
50%
Science
42%
Academia
8%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, the phrase "by all indicators" serves to introduce a conclusion supported by substantial evidence, functioning as an introductory or adverbial phrase. Ludwig AI confirms its grammatical correctness and usability across various contexts. While applicable in both formal and informal settings, its usage is more frequent in news, scientific, and academic writings. When using this phrase, ensure that there is genuine supportive evidence to avoid overstating certainty.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
according to all signs
Changes the wording to focus on "signs" as the basis for the conclusion, rather than general "indicators".
based on the evidence
Replaces "indicators" with "evidence", offering a more direct reference to the supporting information.
judging from all appearances
Shifts the perspective to observable "appearances" rather than objective "indicators".
from all accounts
Emphasizes that the conclusion is derived from multiple reports or narratives.
it would seem
Introduces a degree of tentativeness or uncertainty in the conclusion.
as far as one can tell
Highlights the limitations of the available information.
on the face of it
Suggests that the conclusion is based on initial impressions or surface-level observations.
in all likelihood
Focuses on the probability of the conclusion being correct.
by all accounts
Emphasizes multiple perspectives or reports.
seemingly
Implies the conclusion may not be entirely accurate.
FAQs
How can I use "by all indicators" in a sentence?
You can use "by all indicators" to introduce a conclusion that is supported by multiple pieces of evidence or data. For example, "By all indicators, the economy is improving."
What phrases are similar to "by all indicators"?
Similar phrases include "according to all signs", "based on the evidence", or "from all accounts".
Is "by all indicators" formal or informal?
"By all indicators" is suitable for both formal and informal contexts, making it a versatile phrase to use in various types of writing.
What's the difference between "by all indicators" and "seemingly"?
"By all indicators" suggests a conclusion based on a thorough review of evidence, while "seemingly" implies a conclusion based on appearance, which might not be entirely accurate.
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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
87%
Authority and reliability
4.5/5
Expert rating
Real-world application tested