based on categorized data

USAGE SUMMARY

The phrase "based on categorized data" is correct and usable in written English.
You can use it when discussing information, analysis, or conclusions that rely on data that has been organized into categories. Example: "The research findings are based on categorized data collected from various sources to ensure accuracy and relevance."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

All above analyses were based on categorized data, such as a classification of all nucleotide sites into conserved/non-conserved or structurally sensitive/non-sensitive. Weighted entropy and structural sensitivity are continuous quantities.

BMC Evolutionary Biology

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

Traditional measures of diversity are based on categorized attributes.

BMC Medical Informatics and Decision Making

This article has categorized data centric misbehaviour detection schemes based on their tendency for malicious information.

EURASIP Journal on Wireless Communications and Networking

A third researcher (MY) checked the categorized data; any data determined to have been misclassified were re-categorized based on the consensus of the three researchers.

BMC International Health and Human Rights

Variables that were significantly different in bi-variate analyses (p<0.05) between SSDI+ (CM) and SSDI- (non-CM) patients were included; each variable was categorized based on the data distribution and clinical relevance.

The Journal of Headache and Pain

All expression data with the same EIN are further categorized based on biological data type, e.g., proteomics, metabolomics and ionomics data.

BMC Systems Biology

After conditions were preliminarily categorized based on their data collection instrument scores, the evidence base, as reflected in fact sheets developed for each condition, was assessed.

Genetics in Medicine

ePFT was categorized based on previously published data (normal peak bicarbonate >80 mEq/l).

Pancreatology

A potential problem with categorizing data based on endemism is that we may be falsely classifying cosmopolitan genera as endemic because occurrences outside of the focal region have not been entered into the PaleoDB.

Plosone

Four of the ten 'HAZ' additives were not categorized as 'CLP' based on available data.

Environmental Sciences Europe

Based on demographic data, health facilities were categorized to be in densely, mid- or sparsely populated areas [ 32, 33].

Human Resources for Health

Expert writing Tips

Best practice

When using "based on categorized data", ensure the categories are clearly defined and relevant to the analysis. This will strengthen the credibility and clarity of your findings.

Common error

Avoid using "based on categorized data" if the categories are poorly defined or lack a clear rationale. This can lead to misinterpretations and weaken your argument. Instead, ensure that your categories are well-justified and contribute meaningfully to the analysis.

Linguistic Context

The phrase "based on categorized data" functions as a prepositional phrase that modifies a noun or clause, indicating the foundation or source of information. It specifies that the analysis or conclusions are grounded in data that has been organized into categories. Ludwig AI confirms its usability in various contexts.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

In summary, "based on categorized data" is a prepositional phrase used to indicate that an analysis or conclusion is derived from data that has been systematically organized into categories. As confirmed by Ludwig AI, the phrase is grammatically correct and most commonly found in formal and scientific contexts. When using this phrase, it's essential to ensure that the categories are well-defined and relevant to the analysis, enhancing the clarity and credibility of the work. Related phrases, such as "derived from classified data" or "grounded in organized data", offer alternative ways to express similar ideas. The key takeaway is to maintain clarity and relevance in categorization to prevent misinterpretations.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

derived from classified data

Focuses on the origin of the analysis being data that has been put in classes.

grounded in organized data

Emphasizes that the data is well-structured and serves as a solid base.

founded on grouped data

Highlights the act of grouping as the basis for analysis.

informed by structured data

Indicates that the data's structure guides and influences the analysis.

predicated on sorted data

Suggests that the analysis relies on data that has been arranged in a specific order.

built upon taxonomized data

Refers to a hierarchical classification system used for the data.

stemming from indexed data

Implies the data is easily searchable and referenceable due to indexing.

drawing from segmented data

Highlights that the data has been divided into distinct segments for analysis.

reliant on data classifications

The analysis depends on the classification system used on the data.

hinging on data typologies

Implies the data is classified into distinct and recognizable types.

FAQs

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

You can use "based on categorized data" to indicate that your analysis or conclusions are derived from data that has been organized into distinct groups. For example, "The study's conclusions are "based on categorized data" collected from patient surveys."

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

Alternatives include "derived from classified data", "grounded in organized data", or "informed by structured data", depending on the specific nuance you want to convey.

When is it appropriate to use "based on categorized data" in my writing?

It is appropriate to use "based on categorized data" when you want to emphasize that your analysis relies on data that has been systematically grouped or classified. This is common in research reports, data analyses, and any context where structured data is used to draw conclusions.

What's the difference between "based on categorized data" and "based on raw data"?

"Based on raw data" indicates that the analysis used unprocessed, original data, while ""based on categorized data"" indicates that the data was first organized into categories before being analyzed. Categorizing data can help reveal patterns and insights that might not be apparent in the raw data.