based on test data

USAGE SUMMARY

The phrase "based on test data" is correct and usable in written English.
You can use it when referring to conclusions, decisions, or analyses that are derived from empirical evidence collected through testing. Example: "The results of the experiment were based on test data collected over a six-month period."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

18 human-written examples

Applying a rating system that Nassau used a decade ago to measure beach water quality, all 18 Nassau-tested ocean beaches rated excellent, based on test data received through late June.

The New York Times

Based on test data, the calculation formula of bond strength was established by statistical fitting.

Construction and Building Materials

This guideline is based on test data, computational methods and resources from the 1930 1960's.

Thin-Walled Structures

The preliminary Gates findings are based on test data and student surveys from public school systems in New York, Dallas, Denver, Charlotte-Mecklenburg, N.C., and Hillsborough County, Fla .Also participating in the study are Memphis and Pittsburgh schools.

The Washington Post

Thus, an empirical formula for DIF of RPC was proposed based on test data of this study and existing literature results.

Engineering Structures

Based on test data, a set of evaluation indexes is proposed to describe the conductivity, sand retaining, anti-plugging ability, and relevant comprehensive performance of screens.

Journal of Petroleum Science and Engineering

Human-verified similar examples from authoritative sources

Similar Expressions

42 human-written examples

Based on testing data of 39 cement pastes, uniform relationships between yield stress, viscosity, mini-slump spread and MPCT were established.

Construction and Building Materials

Based on testing data, an empirical linear relationship between the KIC and the σt of the tested clay, which is KIC = 0.3546 σt, was suggested.

Engineering Geology

Based on tests data, forecast model of long-term compressive strength of MSC considering curing age, water-to-cement ratio and cement's compressive strength and density are proposed.

Construction and Building Materials

A series of new interaction curves between bolts and rocks were depicted based on testing data (Kang et al. 2009a), as shown in Fig. 5.

International Journal of Coal Science & Technology

We cannot always select markers based on testing data because in most real applications the testing data are blind or unknown pending for prediction.

BioMed Research International

Expert writing Tips

Best practice

When using "based on test data", clearly specify the type and source of the data to enhance credibility and allow for verification. For instance, mention the specific tests conducted, sample sizes, and any relevant conditions or limitations.

Common error

Avoid drawing broad, sweeping conclusions solely "based on test data" without considering other relevant factors or potential biases in the testing process. Always acknowledge the scope and limitations of the data.

Linguistic Context

The phrase "based on test data" functions as a prepositional phrase, modifying a verb or noun by indicating the foundation or source of an action, conclusion, or decision. Ludwig examples confirm its role in grounding statements in empirical evidence.

Expression frequency: Common

Frequent in

Science

63%

News & Media

25%

Formal & Business

12%

Less common in

Encyclopedias

0%

Wiki

0%

Social Media

0%

Ludwig's WRAP-UP

In summary, "based on test data" is a prevalent phrase, as demonstrated by Ludwig, signifying that a conclusion or decision is grounded in empirical evidence gathered from testing. This phrase is grammatically correct and most frequently used in scientific and news contexts. To enhance clarity and credibility, it is crucial to specify the source and type of data used. While highly versatile, be wary of overgeneralizing conclusions solely "based on test data" without considering potential limitations. The phrase enjoys considerable semantic redundancy, with alternatives like "according to test results" offering similar, albeit nuanced, meanings.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

according to test results

Replaces "data" with "results", focusing on the outcome of the tests.

from empirical testing

Substitutes "test data" with "empirical testing", highlighting the empirical nature of the data.

using experimental data

Emphasizes the use of data obtained through experimentation.

derived from test findings

Focuses on the conclusions drawn from the test data.

based on experimental outcomes

Highlights the outcomes of experiments as the foundation for conclusions.

informed by test observations

Indicates that observations from testing have influenced the outcome.

on the basis of test results

A more formal way of saying "based on", emphasizing the foundation of the results.

as determined by testing

Focuses on testing as the method of determination.

calculated from test values

Highlights that calculations were performed using the values obtained.

deduced from measured data

Indicates that the conclusions were deduced from data obtained through measurement.

FAQs

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

To effectively use "based on test data", ensure the sentence clearly indicates what conclusions or actions are "based on test data". For example, "The new design was selected "based on test data" showing superior performance."

What are some alternatives to using "based on test data"?

Alternatives to "based on test data" include "according to test results", "from empirical testing", or "using experimental data". The choice depends on the specific context and emphasis you want to convey.

Is it better to say "based on test data" or "based on testing data"?

"Based on test data" is generally preferred over "based on testing data". "Test data" refers specifically to the data collected, while "testing data" is less common and can sound redundant. Sticking with "based on test data" maintains clarity and conciseness.

What kind of data is appropriate to use with the expression "based on test data"?

The expression "based on test data" is suitable for a wide range of experimental or empirical results. It can be used to refer to results from scientific experiments, engineering tests, medical trials, software evaluations, and many other forms of systematic assessment.