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
informed by experience
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "informed by experience" is grammatically correct and is commonly used in written English.
It means that something has been influenced or shaped by past experiences. Example: "Her decision was informed by experience, having faced similar challenges in the past."
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(20)
from personal experience
grounded in experience
drawn from experience
stemming from experience
based on past experience
out of experience
out of taste
shaped by experience
learned through experience
out of trial
out of existence
from my experience
due to prior experience
out of working
out of reality
based on experience
born of experience
out of learning
guided by experience
out of qualifications
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
16 human-written examples
These responses may have been informed by experience but did not provide the sort of information on which to build a robust mathematical model.
Science
Paraphrase it as a sensitivity to injustice informed by experience and it doesn't seem quite so bad.
News & Media
But it is now possible to make a number of observations informed by experience -- observations presented below and on pages C4-C6.
News & Media
Men like Mr Kerrey and John McCain may be the last politicians whose views about war are informed by experience on the ground.
News & Media
These new power stations belong to what has been called the third generation of reactors, designs that have been informed by experience and that are considered by their creators to be advanced.
News & Media
The Government might like to consider acknowledging that the current metric is a simplistic approach to a complex system and demonstrate a policy and financial commitment to ongoing research to refine and improve the metric – research that can be informed by experience as the current metric is applied more widely than at present.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
43 human-written examples
Let us also look from the lens that Indigenous cultures regard as old hat -- that we are a significant but also small part of a much greater story: one that extends beyond this reality -- one that is informed by experiences that our ancestors and relatives had long ago, and that healing and freedom can be non-linear, and expand beyond death's doors.
News & Media
The design of the questionnaire was informed by experiences from other assessments done in acute conflict settings [ 5, 6].
Science
Both involve craft and personal expertise, learned through experience; but both can be informed by the experience of others.
News & Media
Flynn's ideas were informed by his experience in helping to overhaul JSOC.
News & Media
As his senior executive producer, Izzy Povich, put it, "his opinions are informed by his experience".
News & Media
Expert writing Tips
Best practice
When using "informed by experience", ensure the connection between the experience and the resulting action or decision is clear to the reader. Provide context on what experiences are relevant.
Common error
Avoid using "informed by experience" without specifying whose experience is relevant. Be clear about whether it refers to personal experience, collective experience, or expert knowledge.
Source & Trust
86%
Authority and reliability
4.6/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "informed by experience" typically functions as an adjective phrase modifying a noun. It indicates that the noun (e.g., a decision, a strategy, an opinion) has been influenced or shaped by previous experiences. As Ludwig AI confirms, the phrase is grammatically correct and commonly used.
Frequent in
News & Media
34%
Science
34%
Formal & Business
9%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, the phrase "informed by experience" is a grammatically sound and frequently used expression that signifies influence or shaping by past events. Ludwig AI validates its grammatical correctness. As evidenced by the examples, it appears most commonly in news media and scientific publications. When using the phrase, ensure the connection between experience and outcome is clearly articulated. Alternatives include "shaped by experience" or "guided by experience", depending on the specific context. Remember to specify whose experience is relevant to avoid vagueness.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
shaped by experience
Focuses on how experience has molded or influenced something.
guided by experience
Emphasizes the directional aspect of experience, suggesting it provides guidance.
based on experience
Highlights that something is founded or predicated on prior experience.
influenced by experience
A more general term indicating that experience has had an effect.
drawn from experience
Suggests that something is extracted or derived from past experiences.
rooted in experience
Implies a deep connection and foundation in past events.
tempered by experience
Indicates that experience has moderated or refined something.
grounded in experience
Similar to 'rooted in,' emphasizing a firm foundation.
learned from experience
Highlights the acquisition of knowledge or skills through experience.
derived from practical knowledge
Focuses on the practical aspect of experience.
FAQs
How can I use "informed by experience" in a sentence?
You can use "informed by experience" to describe how past events or knowledge gained have influenced a decision, approach, or understanding. For example, "The training program was "informed by experience" in similar settings".
What are some alternatives to "informed by experience"?
Alternatives include "shaped by experience", "guided by experience", or "based on experience". The best choice depends on the specific nuance you want to convey.
Is it better to say "informed by experience" or "based on experience"?
Both phrases are grammatically correct, but "informed by experience" suggests a more subtle influence, while "based on experience" implies a more direct foundation. Choose the phrase that best reflects the actual relationship between the experience and the outcome.
Can you use "informed by experience" to describe feelings or only decisions?
While commonly used to describe decisions or approaches, "informed by experience" can also describe feelings or perspectives. For instance, "His cautious approach was "informed by experience" with similar high-risk situations".
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
86%
Authority and reliability
4.6/5
Expert rating
Real-world application tested