based on collected data

USAGE SUMMARY

The phrase "based on collected data" is correct and usable in written English.
You can use it when discussing conclusions, analyses, or decisions that are derived from data that has been gathered. Example: "The recommendations in this report are based on collected data from various surveys conducted over the past year."

✓ Grammatically correct

Science

Formal & Business

News & Media

Human-verified examples from authoritative sources

Exact Expressions

16 human-written examples

Thirdly, it can be built using sampling algorithms based on collected data.

Journal of Internet Services and Applications

Generating hypotheses and adapting or rejecting hypotheses based on collected data seem to be common challenges.

Research and Practice in Technology Enhanced Learning

Based on collected data, PMV indices were calculated by using Newton's iterative method.

Energy and Buildings

Such empirical models are open to improvement because they are based on collected data.

International Journal of Rock Mechanics and Mining Sciences

The dynamics are defined based on collected data, for example from affected households, and then used to forecast future conditions and consequences.

European Journal of Futures Research

So, it is imperative to propose a framework which can distinguish different trajectories only based on collected data from anonymous binary motion sensors.

Knowledge-Based Systems

Human-verified similar examples from authoritative sources

Similar Expressions

44 human-written examples

"We've created a scientific method of fitting people," based on collecting data about other skis they have used, as well as personal information like height and weight, he said.

The New York Times - Tech

It might actually be a fair exchange that they provide search results for free based on collecting data from individual user behavior that helps them rank the results.

SEP

Data storage in smart grid has a critical role, because it is based on collecting data from dispatched sources and delivering data to analytics tools in fast input/output operations per second (IOPS).

Journal of Big Data

Classical methods are based solely on collected data, and ignore any prior knowledge of the association under investigation.

BMC Medical Research Methodology

Second, they must be run like an e-commerce operation: a combination of mass emailing and heavy personalisation based on collected navigation data.

The Guardian - Tech

Expert writing Tips

Best practice

When using "based on collected data", specify the type of data and the collection method if relevant to enhance clarity and credibility.

Common error

Avoid using "based on collected data" without providing context about the data's source, quality, or limitations. This can weaken your argument and leave room for skepticism.

Linguistic Context

The phrase "based on collected data" functions as a prepositional phrase that modifies a verb or noun. It indicates the foundation or justification for a statement, conclusion, or action. Ludwig's examples show its widespread use in academic and scientific writing to establish credibility and support arguments.

Expression frequency: Common

Frequent in

Science

80%

Formal & Business

10%

News & Media

10%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "based on collected data" is a prepositional phrase that serves to provide a foundation for claims or decisions, enhancing their credibility. As Ludwig highlights, this phrase is grammatically correct and frequently used across diverse contexts, especially in scientific, formal, and news domains. While generally formal, its key purpose is evidentiary and persuasive. When using this phrase, it's best practice to specify the data type and collection methods. Common errors include overgeneralization without proper contextual details. Consider alternatives like "derived from acquired information" or "informed by gathered evidence" for stylistic variation.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

derived from acquired information

Replaces "collected data" with "acquired information", implying a more general acquisition process.

informed by gathered evidence

Uses "gathered evidence" instead of "collected data", emphasizing the evidentiary nature of the information.

grounded in empirical findings

Replaces "collected data" with "empirical findings", highlighting the experimental or observational basis.

supported by accumulated knowledge

Emphasizes the accumulation of knowledge as the foundation, rather than the specific act of data collection.

determined from obtained metrics

Focuses on the use of metrics as the data source, suggesting a quantitative approach.

concluded from observed results

Highlights the observational aspect of the data and the act of drawing conclusions.

established through surveyed responses

Specifically refers to survey data as the basis for the statement.

ascertained via monitored statistics

Suggests a continuous monitoring process as the source of the statistical data.

deduced from analyzed figures

Emphasizes the analytical process applied to the data to reach a deduction.

validated using retrieved measurements

Focuses on the validation aspect and the retrieval of specific measurements.

FAQs

How can I use "based on collected data" in a sentence?

You can use "based on collected data" to introduce conclusions, analyses, or decisions that are derived from gathered information. For example: "The study's recommendations are "based on collected data" from patient surveys."

What are some alternatives to saying "based on collected data"?

Depending on the context, you could use phrases like "derived from acquired information", "informed by gathered evidence", or "grounded in empirical findings".

Is it better to say "based on collected data" or "based on data collection"?

"Based on collected data" emphasizes that conclusions are drawn from existing data. "Based on data collection" refers to the process itself. The best choice depends on whether you're highlighting the results or the methodology.

What does it mean when a study is "based on collected data"?

It means that the study's findings, conclusions, or recommendations are directly supported by information that has been gathered through observation, experimentation, surveys, or other data collection methods.