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
According to the collected data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "According to the collected data" is correct and usable in written English.
You can use it when referencing information or conclusions drawn from data that has been gathered or analyzed. Example: "According to the collected data, the majority of participants preferred option A over option B."
✓ Grammatically correct
Science
News & Media
Alternative expressions(4)
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
4 human-written examples
According to the collected data irisin levels show two peaks, one during the summer and the other during the winter period.
Science
According to the collected data, the colorants were classified as belonging to the following groups: soft yellow, deep yellow/orange, red, and blue, and for their detection the following wavelengths were chosen: 370, 430, 500, 550, and 600 nm, respectively.
However, the sink adjusts the trajectory dynamically according to the collected data, distribution of nodes, remaining energy of sensor nodes, and the number of travelling times in a region.
In this case study according to the collected data from Isfahan Kashani hospital, it is found that regular capacity of each OR in period t is 8 h, and the number of available ORs is same in all periods over the planning horizon.
Human-verified similar examples from authoritative sources
Similar Expressions
54 human-written examples
In one moving cycle, the mobile sink parks in different moving belt grids for different durations according to the collected sensory data.
Simulated scenarios were derived from real critical events and according to the collected needs assessment data.
Science
According to the data collected so far, 66% of those who have appeared in court are aged under 25 – with 17% aged between 11 and 17.
News & Media
The centre of its estimated range of death tolls the most probable number according to the data collected and the statistics used is almost 100,000.
News & Media
The conclusions and important summaries were also presented according to the data collected.
Similarly, the irrigation for tomato crop was initiated and terminated according to the data collected and processed by the intelligent system.
Science
What typifies the Republican base, according to the data collected by Pew?
News & Media
Expert writing Tips
Best practice
When using "According to the collected data", ensure that the data source is clearly defined and credible. This strengthens the validity of your statement and prevents ambiguity.
Common error
Avoid making broad generalizations based solely on the collected data without considering potential limitations or biases in the data collection process. Acknowledge possible alternative interpretations.
Source & Trust
86%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "According to the collected data" functions as a prepositional phrase, introducing information or conclusions derived from data that has been gathered and analyzed. As Ludwig indicates, it is a grammatically correct and usable phrase in written English.
Frequent in
Science
50%
News & Media
43%
Formal & Business
7%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "According to the collected data" is a grammatically correct prepositional phrase used to introduce facts or conclusions based on analyzed data. Ludwig confirms its usability and suggests that "Based on the gathered data" or "As per the analyzed data" can be good alternatives. Its frequency is uncommon, primarily appearing in scientific and news contexts. To maximize its effectiveness, ensure you clearly define the data source and avoid oversimplifying the results. All this provides for solid and credible writing.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
Based on the data collected
Changes the introductory preposition to "based on", emphasizing the foundation of the data.
From the data gathered
Replaces "according to" with "from", indicating the data as the origin of the information.
The data indicates
Simplifies the phrase by directly stating that the data reveals something.
Analysis of the collected data shows
Specifies that an analysis was performed on the data, highlighting the analytical process.
The collected data suggests
Uses "suggests" to imply the data points towards a particular conclusion.
Data analysis reveals
Focuses on the analytical outcome, presenting the data's revelations.
The findings indicate
Uses "findings" to refer to the results of the data collection and analysis.
As per the collected data
Uses a more formal tone with "as per", indicating adherence to the data.
In light of the data gathered
Introduces a viewpoint taking into account the information gathered.
The data suggests that
Simplifies to "the data suggests that" to directly state data implications.
FAQs
How can I use "According to the collected data" in a sentence?
You can use "According to the collected data" to introduce a statement or conclusion that is based on information gathered through a specific process. For example, "According to the collected data, sales increased by 15% last quarter".
What can I say instead of "According to the collected data"?
You can use alternatives like "based on the data collected", "from the data gathered", or "the data indicates" depending on the context.
Is it redundant to say "According to the collected data"?
While not strictly redundant, the phrase can sometimes be simplified depending on the context. If it's already clear that you're referring to data, you might simply say, "The data shows..." or The analysis reveals...
How does "According to the collected data" differ from "According to the data"?
The phrase "According to the data" implies that the information is based on all available data. Adding "collected" emphasizes that the data was specifically gathered for a purpose or study, adding a layer of specificity. Also, adding 'collected' implies that there is a process and time frame associated to the gathering.
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
4.1/5
Expert rating
Real-world application tested