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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
informed by historical data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "informed by historical data" is correct and usable in written English.
You can use it when discussing decisions, analyses, or conclusions that are based on past data or events. Example: "The company's strategy for the upcoming year is informed by historical data on market trends and consumer behavior."
✓ Grammatically correct
Science
News & Media
Academia
Alternative expressions(1)
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
1 human-written examples
As in a conventional Hofstee the examiners as a group decided in advance on the acceptable upper and lower limits of the pass rate, those estimates being informed by historical data based on norm-referencing.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
59 human-written examples
As an example, our implementation of solar PV behaviours can be informed by historical solar PV output data or weather data, see Figure 4.
Nevertheless, in practice, the reconfiguration of services is more often informed by historical precedent and government policy than by evidence on costs or effectiveness [ 56, 58].
Science
We conducted a qualitative content analysis of these sources, informed by historical methodology [ 5], following the methods put forth by Krippendorf.
How is your role at GE Ventures informed by big data?
Academia
This framework is informed by spatial data and expert knowledge.
However, few of them take into account the geometry of the posterior informed by the data.
The Energy Information Administration said the sharp downward revisions to its estimates were informed by more data.
News & Media
At that point, mobile ads can be informed by desktop data.
News & Media
This article was informed by a data set known as the P.S.I.D. Transition to Adulthood Supplement.
News & Media
Each application is informed by algorithmic data and, increasingly, machine learning.
News & Media
Expert writing Tips
Best practice
Use "informed by historical data" when you want to emphasize that a decision or understanding is based on a thorough review of past trends and events, rather than speculation or intuition.
Common error
Avoid using historical data in isolation. Always consider the current context and potential changes that may affect the applicability of past trends to present situations.
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "informed by historical data" functions as a modifier, indicating that a decision, strategy, or analysis is based on or influenced by information from the past. As Ludwig AI underlines, this indicates a grounded, evidence-based approach.
Frequent in
Science
32%
News & Media
46%
Academia
7%
Less common in
Wiki
2%
Formal & Business
13%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "informed by historical data" is a grammatically sound and commonly used expression to denote that a decision, analysis, or strategy is grounded in past trends and events. Ludwig AI analysis confirms its appropriateness in various contexts, particularly within academic, scientific, and business domains. While versatile, it's crucial to ensure the relevance and reliability of the historical data used, while being mindful of potential shifts in current circumstances. Remember to source your data properly and consider the broader context to avoid overreliance on past trends. By following these guidelines, you can use "informed by historical data" effectively to strengthen your arguments and enhance your writing.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
based on historical information
Focuses on the foundation of knowledge rather than the guiding aspect.
guided by past data
Highlights the directional influence of the data.
shaped by historical evidence
Emphasizes the formative influence of historical proof.
influenced by previous trends
Highlights the impact of earlier patterns.
drawing on historical insights
Focuses on extracting understanding from past events.
informed by archival records
Specifies the use of official historical documents.
using historical precedents
Focuses on earlier examples that serve as a basis for action.
taking into account historical context
Emphasizes considering the background and circumstances of past events.
considering historical perspectives
Focuses on understanding past viewpoints and attitudes.
drawing lessons from historical events
Emphasizes learning from past occurrences to guide current actions.
FAQs
How can I effectively use "informed by historical data" in a sentence?
Use "informed by historical data" to showcase that a decision or analysis is grounded in empirical evidence from the past. For instance, "The company's marketing strategy is "based on historical data" related to customer behavior during similar economic conditions".
What are some alternatives to saying "informed by historical data"?
You can use alternatives like "based on historical information", "guided by past data", or "shaped by historical evidence" depending on the context.
Is it appropriate to use "informed by historical data" in formal writing?
Yes, "informed by historical data" is suitable for formal writing, especially in academic, scientific, and business contexts where decisions are expected to be evidence-based.
What is the difference between "informed by historical data" and "influenced by historical events"?
"Informed by historical data" indicates a direct and deliberate use of specific data points to guide a decision or analysis. "Influenced by historical events", on the other hand, suggests a broader, less direct impact where general events shape opinions or perspectives.
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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
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested