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 past experience
Grammar usage guide and real-world examplesUSAGE SUMMARY
"based on past experience" is a grammatically correct and commonly used phrase in written English.
It can be used whenever you want to express that something is influenced or determined by previous knowledge or encounters. Example: "The decision to hire a new marketing manager was based on past experience, as our previous hire had brought in successful campaigns for similar companies."
✓ Grammatically correct
News & Media
Science
Formal & Business
Alternative expressions(20)
with the benefit of hindsight
from personal experience
using historical precedent
based on recent experience
based on past import
out of experience
based on past volatility
out of taste
based on past party
out of existence
from my experience
out of reality
out of learning
based on perceptual experiences
out of qualifications
based on past experiences
out of qualification
based on past history
based on past practice
stemming from experience
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
60 human-written examples
The most common methods include selecting functions based on past experience, contrasting optimization from several experiments and finding the optimal parameters through cross-validation (Zhen and Fan 2003).
Science
That estimate is based on past experience.
News & Media
(Based on past experience, it is a big advantage).
News & Media
The warnings were given based on past experience.
News & Media
Based on past experience, this wasn't like them at all.
News & Media
Others even forecast deductions as a certain percentage of an order, based on past experience.
News & Media
Moreover, she said, it was the correct decision based on past experience with medical emergencies.
News & Media
"My prediction, based on past experience, is, we will work something out," Mr. Hannon said.
News & Media
Still, "based on past experience, it's incredibly rare to see high-level officials prosecuted," he said.
News & Media
The brain is able to compute trajectories based on past experience.
News & Media
There are also concerns, based on past experience, that the move to Manchester will prove temporary.
News & Media
Expert writing Tips
Best practice
When using "based on past experience", briefly mention the specific experiences you are referring to, if possible, to add clarity and impact.
Common error
Avoid making sweeping conclusions "based on past experience" if that experience is narrow or unrepresentative. Ensure your past experiences are relevant and sufficient to support your claim.
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on past experience" functions as an adverbial phrase, modifying a verb or clause to provide the basis or justification for an action, decision, or belief. It indicates that prior events or knowledge are influencing the current situation. Ludwig provides numerous examples of this usage.
Frequent in
News & Media
41%
Science
38%
Formal & Business
21%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "based on past experience" is a common and grammatically correct prepositional phrase used to justify decisions or predictions by referencing prior events. Ludwig demonstrates its frequent use across various contexts, including news, science, and formal business settings. While generally neutral in register, it's crucial to avoid overgeneralization from limited experiences. Alternatives like "informed by historical precedents" and "drawing from prior encounters" offer nuanced ways to express similar ideas. According to Ludwig AI, the phrase functions primarily as an adverbial phrase, adding a rationale to a statement.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
drawing from prior encounters
Focuses on the act of extracting knowledge from previous events.
according to previous knowledge
Highlights the role of accumulated knowledge.
guided by previous events
Emphasizes the directive influence of the past.
informed by historical precedents
More formal; emphasizes the influence of established patterns.
considering prior situations
Focuses on analyzing past scenarios.
relying on what we've seen before
Informal and emphasizes direct observation.
taking into account what happened before
A more verbose alternative, emphasizing consideration.
using historical perspective
Emphasizes a broader view of past events.
with the benefit of hindsight
Implies a clearer understanding due to time passed.
learning from yesterday
More metaphorical; highlights the learning aspect.
FAQs
How can I use "based on past experience" in a sentence?
You can use "based on past experience" to justify a decision, explain a prediction, or provide context for an action. For example: "The company decided to invest more in online marketing, "based on past experience" with previous successful campaigns."
What are some alternatives to saying "based on past experience"?
You can use alternatives like "informed by historical precedents", "drawing from prior encounters", or "according to previous knowledge", depending on the context and desired level of formality.
Is it better to say "based on past experience" or "based on my experience"?
The choice depends on the context. "Based on past experience" usually refers to a broader set of collective or general experiences. "Based on my experience" is more personal and refers specifically to your own individual encounters.
What's the difference between "based on past experience" and "based on historical data"?
"Based on past experience" often includes qualitative observations and anecdotal evidence, while "based on historical data" implies a more rigorous and quantitative analysis of recorded information. Historical data is more formal and typically used in analytical or scientific contexts.
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
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested