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 the collected data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "Based on the collected data" is correct and usable in written English.
It can be used when introducing conclusions, analyses, or decisions that are derived from data that has been gathered. Example: "Based on the collected data, we can conclude that the new marketing strategy has significantly improved sales."
✓ Grammatically correct
Science
Alternative expressions(2)
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
44 human-written examples
Based on the collected data, the adhesion energy is calculated via Gent's equation.
Science
Based on the collected data, preliminary analyses were firstly conducted to identify the features of the RLR and comparison groups.
Based on the collected data, the precipitation deficit in relation to water demand in various phenological phases of crop development was calculated.
Science
Based on the collected data, the similarity and differences in the solid-state structures and properties between PHB-HV copolymers and cocrystallizable PHB/PHB-HV blends were discussed.
Science
Based on the collected data, the time spent on sending views in NavisWorks was quite short, averaging less than half a minute, which almost constitutes synchronous collaboration.
Science
Based on the collected data, researcher explored how products designed and marketed for male are different from those for female workers.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
16 human-written examples
It is a kind of fusion based on the collected raw data directly.
Based on the collected experimental data, a modified RAC stress-strain model was proposed.
The results indicate that the procedure allows to discriminate among different models, based on the collected experimental data.
Science
Based on the collected QoS data, a context-aware approach is designed for personalized service QoS value prediction.
Science
Based on the collected FISH data, scoring guidelines were established for future use.
Science
Expert writing Tips
Best practice
Use "Based on the collected data" to clearly introduce insights, conclusions, or actions derived directly from analyzed information. This ensures transparency and strengthens the logical flow of your writing.
Common error
Avoid starting multiple consecutive sentences or paragraphs with "Based on the collected data". Vary your sentence structure to maintain reader engagement. Use alternatives like "According to the data" or "The analysis indicates" to prevent repetition.
Source & Trust
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "Based on the collected data" functions as a prepositional phrase that introduces a statement or conclusion derived from analyzed information. Ludwig AI confirms its correct usage, showcasing its role in establishing a clear link between evidence and inference.
Frequent in
Science
70%
News & Media
15%
Formal & Business
15%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "Based on the collected data" is a grammatically correct and commonly used phrase that serves to introduce conclusions or analyses derived from information. According to Ludwig AI, its usage is appropriate in formal contexts, particularly in scientific and academic writing. While versatile, it's advisable to avoid overuse and consider alternatives for stylistic variation. The phrase effectively grounds statements in evidence, enhancing credibility and clarity. This makes it a valuable tool for presenting well-supported arguments and findings.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
According to the data gathered
Replaces "based on" with "according to" emphasizing the source of the information.
From the data collected
Shortens the phrase while retaining the core meaning.
Using the collected data
Focuses on the action of using the data for analysis.
The analysis of the collected data indicates
More explicitly mentions the analysis process and its outcome.
Data analysis suggests
More concise and direct, implying the data collection.
Based upon the data obtained
Substitutes "on" with "upon" and "collected" with "obtained", offering a slightly more formal tone.
In light of the data gathered
Emphasizes considering the data when forming a conclusion.
With the collected data as a foundation
Highlights the role of the data as a basis for further analysis or conclusions.
The evidence suggests
Replaces the phrase entirely, focusing on the implication of the data.
Data implies
Very concise, focusing on the inherent meaning of the data itself.
FAQs
How can I use "Based on the collected data" in a sentence?
You can use "Based on the collected data" to introduce a conclusion or analysis derived from information you have gathered. For example, "Based on the collected data, we can conclude that there is a strong correlation between exercise and improved mood."
What can I say instead of "Based on the collected data"?
You can use alternatives like "according to the data gathered", "from the data collected", or "using the collected data" depending on the context.
Is it grammatically correct to say "Based off the collected data"?
While some may use "based off", it's generally more accepted and grammatically correct to say "based on the collected data". "Based on" is the standard prepositional phrase.
What's the difference between "According to the data" and "Based on the collected data"?
"According to the data" emphasizes the data as the source of information, while "Based on the collected data" highlights that a conclusion or analysis is derived from that data. They are often interchangeable, but the latter implies a more active interpretation of the information.
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
82%
Authority and reliability
4.5/5
Expert rating
Real-world application tested