derived from real data

USAGE SUMMARY

The phrase "derived from real data" is correct and usable in written English.
It can be used when discussing information, conclusions, or insights that are based on actual data rather than assumptions or hypothetical scenarios. Example: "The findings of this study are derived from real data collected over a five-year period, ensuring their accuracy and relevance."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

Through extensive computational experiments on several instances derived from real data provided by the Madrid Metropolitan Railway, we show the advantages of designing a timetable adapted to the demand pattern, as opposed to a regular timetable.

Computers & Operations Research

Big Data generator suite (BDGS) has been developed for generating scalable big data while employing data models derived from real data [10].

Journal of Big Data

The model presented here captures relevant genetic and epidemiological aspects of scrapie and implements estimates derived from real data as baseline values for the model parameters.

Plosone

Results from simulations with parameters derived from real data indicate that our method gives more accurate gene expression estimates than those using only unique reads or rescue strategies.

Bioinformatics

Karr and Martin [ 25] note that the percent variance attributed to principal components derived from real data may not be substantially greater than that derived from randomly generated data.

Biology Direct

For each fragment, it assigns a quality score to each base pair, drawing from an empirical distribution derived from real data, and generates base pair errors based on their quality scores.

Bioinformatics

Human-verified similar examples from authoritative sources

Similar Expressions

53 human-written examples

Map-based models dictate the movement of nodes according to predefined paths and routes derived from real map data.

EURASIP Journal on Wireless Communications and Networking

For validation simulated tumours were used which were derived from real patient data (liver metastases of a colorectal carcinoma and head and neck cancer, respectively).

EJNMMI Research

Their means and variances were derived from real microarray data (Korn et al. 2008).

G3: Genes, Genomes, Genetics

We also examined the impact of these factors on measures of relative ASE derived from real sequencing data.

BMC Genomics

We recognize, furthermore, that random multi-node graphs only approximately model the multiplex assay design problem because primer pair candidates derived from real sequence data are not truly independent.

BMC Genomics

Expert writing Tips

Best practice

When using "derived from real data", specify the type and source of data to enhance credibility. For example, instead of saying 'The results were derived from real data', say 'The results were derived from real patient data collected from a clinical trial'.

Common error

Avoid using "derived from real data" without providing context or specifics about the data. Without context, the phrase can sound vague and lack impact.

Linguistic Context

The phrase "derived from real data" functions as an adjective phrase, modifying a noun. It indicates that the information, conclusions, or models are based on factual, empirical evidence. As Ludwig AI highlights, it's about grounding statements in tangible sources.

Expression frequency: Uncommon

Frequent in

Science

70%

News & Media

15%

Academia

10%

Less common in

Formal & Business

5%

Reference

0%

Encyclopedias

0%

Ludwig's WRAP-UP

The phrase "derived from real data" is a grammatically sound and commonly used expression to assert the factual basis of information. As Ludwig AI confirms, it signifies credibility and authority. Usage is particularly prevalent in scientific and academic contexts, though it also appears in news reporting. To maximize impact, specify the data type and source. While alternatives such as "based on actual data" exist, "derived from real data" effectively communicates a commitment to empirical evidence.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

based on actual data

Emphasizes the foundation of the information being factual data.

sourced from genuine data

Highlights the data's authenticity as the origin of the information.

obtained from empirical data

Focuses on the data being gathered through observation or experimentation.

extracted from authentic data

Highlights the process of taking information from real and trustworthy sources.

drawn from factual data

Emphasizes the act of inferring or concluding from the data.

informed by real-world data

Focuses on how the data has shaped or influenced a particular perspective.

ascertained from tangible data

Indicates that the information has been verified through concrete data.

rooted in verifiable data

Highlights that the information is firmly established in data that can be checked.

grounded in authentic data

Similar to 'rooted in', but with more emphasis on the foundational aspect of the data.

founded on reliable data

Highlights the trustworthiness of the data as the basis of information.

FAQs

How can I use "derived from real data" in a sentence?

You can use "derived from real data" to emphasize the factual basis of your claims, such as, "The conclusions of the study are "derived from real data" collected over a decade.".

What phrases are similar to "derived from real data"?

Alternatives include "based on actual data", "sourced from genuine data", or "obtained from empirical data", depending on the specific nuance you want to convey.

What is the difference between "derived from real data" and "based on assumptions"?

"Derived from real data" indicates that information comes from factual measurements, while "based on assumptions" suggests that information is speculative and not necessarily verified by concrete evidence. One relies on evidence, the other on conjecture.

Is it better to say "data derived from real-world studies" or "derived from real data"?

While "derived from real data" is acceptable, specifying the source as "data "derived from real-world studies"" can add credibility and context to your statement.