based on integrated data

USAGE SUMMARY

The phrase "based on integrated data" is correct and usable in written English.
You can use it when discussing conclusions, decisions, or analyses that rely on data that has been combined or synthesized from multiple sources. Example: "The report's findings are based on integrated data from various departments, ensuring a comprehensive overview of the project's impact."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

6 human-written examples

Pathway analysis based on integrated data is evidently superior due to consistency and coverage issues among databases.

BMC Genomics

Furthermore, in Section "Discussion" we discuss the observed trends in the field and the possibility of CAD systems based on integrated data sources.

BMC Medical Informatics and Decision Making

Overall, this comprehensive PopPK analysis based on integrated data from five clinical studies provided a quantitative description of vismodegib PK with sound mechanistic hypotheses and reasonable parameter estimates.

CPT: Pharmacometrics and Systems Pharmacology

Finally, in the case of brain, we demonstrate that when PEM values show good correlation, predictions of tissue-specific expression based on integrated data are very accurate.

BMC Genomics

External control incidences were calculated based on integrated data from the rituximab RA clinical development program that used pooled data of all patients exposed to rituximab (all-exposure population).

BMC Musculoskeletal Disorders

They showed that the area under curve (AUC) based on integrated data used for predictions was significantly improved compared with the AUC based on data from a single platform.

Bioinformatics

Human-verified similar examples from authoritative sources

Similar Expressions

54 human-written examples

Studies of disease pathogeneses are largely based on integrating -omics data pooled from cells at different locations with spatial information from stained liver structures in animal models.

Journal of Hepatology

Radivojac et al. (2013) concluded that simple sequence analysis methods such as BLAST perform poorly, while more sophisticated methods based on integrating diverse data types are a substantial boon.

F1000Research

The Digital Factory, a virtual representation of a real factory based on an integrated data model, provides an important contribution to attain this goal.

Computers in Industry

The lack of standardized gene and protein identifiers remains a fundamental hindrance to biological research, and is particularly obstructive to strategies based on integrating high-throughput data from disparate sources (e.g. combining mRNA expression data with protein interaction and functional annotations).

Bioinformatics

The historical reproduction, illustrated for the state of Victoria, is based on integrating bottom-up technical data on physical processes as inputs, and validating output against top-down aggregate data.

Energy Policy

Expert writing Tips

Best practice

When using "based on integrated data", ensure that the sources of the data are clearly identified and that the methods of integration are transparent. This adds credibility to your claims and allows others to assess the validity of your conclusions.

Common error

Avoid claiming that something is "based on integrated data" if the data is simply presented side-by-side without true synthesis or analysis. Integration implies a deeper connection and analysis than mere juxtaposition.

Linguistic Context

The phrase "based on integrated data" functions as a prepositional phrase modifying a noun or clause. It describes the foundation or origin of a statement, decision, or conclusion, indicating that it is derived from a combination of different data sources. As confirmed by Ludwig, this usage is grammatically sound.

Expression frequency: Uncommon

Frequent in

Science

70%

News & Media

15%

Formal & Business

15%

Less common in

Ludwig's WRAP-UP

In summary, the phrase "based on integrated data" is a grammatically correct and useful way to indicate that a conclusion or analysis is founded on a combination of multiple data sources. While Ludwig AI confirms its validity, remember to clearly identify your data sources, ensure true synthesis in your integration process, and choose the phrase when you're emphasizing a deeper analysis rather than simple aggregation. It is mainly used in scientific contexts but can also appear in news and formal communications.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

drawing from combined datasets

Focuses on the act of extracting insights from a merged collection of data.

informed by aggregated information

Highlights how synthesized information shapes a particular perspective or action.

utilizing a synthesis of data

Emphasizes the use of a combined data source for analysis or decision-making.

relying on compiled data

Indicates a dependence on data that has been gathered and assembled.

grounded in a fusion of data

Stresses that something is firmly established through the merging of distinct data sources.

stemming from synthesized data

Suggests that the origin is the product of merged data.

predicated on amalgamated data

Indicates a foundation based on the unification of data.

derived from unified datasets

Highlights the extraction from a merged collection of data.

based on synthesized knowledge

Uses "knowledge" instead of "data," suggesting a higher level of interpretation.

informed by a holistic data view

Emphasizes the comprehensive perspective gained by examining all data in conjunction.

FAQs

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

You can use "based on integrated data" to describe decisions, analyses, or conclusions that rely on data that has been combined from multiple sources. For example, "The model's predictions are "based on integrated data" from weather patterns and historical crop yields".

What phrases are similar to "based on integrated data"?

Similar phrases include "drawing from combined datasets", "informed by aggregated information", or "utilizing a synthesis of data", each emphasizing the combination of different information sources.

Is it redundant to say "based on integrated data sources"?

While not strictly redundant, specifying "sources" is often unnecessary as "integrated data" inherently implies multiple sources. It's generally more concise to simply say ""based on integrated data"".

What distinguishes "based on integrated data" from "based on aggregated data"?

"Based on integrated data" suggests a deeper level of analysis and combination of different data types, whereas "based on aggregated data" primarily implies a summarization or collection of similar data points.