instrumental data

USAGE SUMMARY

The phrase "instrumental data" is correct and usable in written English.
It can be used in contexts where data is used as a tool or means to achieve a specific purpose or outcome, often in research or analysis. Example: "The researchers relied on instrumental data to support their findings and draw conclusions about the experiment."

✓ Grammatically correct

Science

News & Media

Encyclopedias

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

At the time, all of the different approaches to estimate climate sensitivity (using historical data, climate models, and recent instrumental data) were in good agreement.

The Guardian

However, in recent years, a few studies using a combination of instrumental data and simple climate models have arrived at lower estimates.

The Guardian

In some cases, instrumental data verify this calculation, but not infrequently the true epicentre lies outside the area of greatest intensity.

Encyclopedia Britannica

Possibly the most important criticism in the Muir Russell review is their finding that "given its subsequent iconic significance (not least the use of a similar figure in the TAR), the [hockey-stick] figure supplied for the WMO report was misleading" for not making clear that the tree-ring series had been truncated and instrumental data spliced on.

The Guardian - Opinion

What they fail to mention is that the "iconic" version of the figure subsequently produced for the IPCC third assessment made it perfectly clear that the tree-ring series was truncated and the instrumental data was spliced on – the two data-types were shown in different colours!

The Guardian - Opinion

Lastly, Multivariate Analysis techniques were used in order to compare all the available instrumental data.

Chemistry Central Journal

Instrumental data from 13 meteorological stations were used for the required calculations and mapping.

Journal of Arid Environments

Modelling hydrology and sediment yield and its scale dependency has been limited by the quantity and quality of instrumental data.

Journal of Hydrology

These significant relationships stress the utility of developing continuous vessels chronologies for hydrological reconstructions prior to instrumental data.

Journal of Hydrology

Combining historical earthquake and instrumental data, we can get the information of local crustal medium and inherent relationship between them.

Geoscience Letters

For example, when an instrumental data becomes available, the deposit data button from the data repository is used.

Journal of Cheminformatics

Expert writing Tips

Best practice

When using "instrumental data", clearly define the type of instrument or measurement process used to collect the data to provide context and enhance clarity for the reader.

Common error

Avoid using "instrumental data" without specifying the instruments involved. For instance, instead of saying "the analysis relied on instrumental data", specify "the analysis relied on data from gas chromatography-mass spectrometry".

Linguistic Context

The phrase "instrumental data" functions primarily as a noun phrase, referring to data acquired through the use of instruments or specialized equipment. As Ludwig AI confirms, it is commonly used in scientific and technical contexts to denote objective and measurable information.

Expression frequency: Very common

Frequent in

Science

85%

News & Media

8%

Encyclopedias

2%

Less common in

Formal & Business

2%

Wiki

1%

Reference

2%

Ludwig's WRAP-UP

In summary, "instrumental data" refers to information gathered using specific tools or instruments, predominantly used in scientific and technical contexts. As Ludwig AI has confirmed, the phrase is grammatically sound and common. Its purpose is to provide objective and measurable evidence, enhancing the reliability and validity of research findings. While it's most frequently encountered in scientific literature, it also appears in news and media reports when discussing studies or technological advancements. When using this phrase, be sure to specify the instruments used for data collection to provide clarity and avoid overgeneralization.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

measurement data

This alternative focuses specifically on data acquired through measurement processes.

experimental results

This emphasizes the outcome of experiments as a form of data.

empirical evidence

This highlights the data's role as observable and verifiable evidence.

sensor readings

This refers to data specifically obtained from sensors.

test data

This denotes data collected from tests or trials.

analytical findings

This emphasizes the data's role in analysis and interpretation.

observational records

This focuses on data captured through observation.

statistical data

This term stresses the statistical nature of the data involved.

monitoring data

This implies that the data are collected through monitoring activities over some duration.

performance metrics

This term focuses on the quantifiable measurements related to performance.

FAQs

How is "instrumental data" used in scientific research?

"Instrumental data" is used in scientific research to gather precise measurements and observations, analyze phenomena, and validate theoretical models. It often involves using sophisticated equipment to collect quantitative information for analysis.

What are some examples of "instrumental data" in environmental science?

In environmental science, examples of "instrumental data" include temperature readings from weather stations, air quality measurements from sensors, water level measurements, and seismic data from seismographs.

How does "instrumental data" differ from observational data?

"Instrumental data" involves measurements obtained through specific instruments, while observational data relies on direct sensory observations, which may be less precise. In some cases, instrumental records extend observations from direct human perception.

What role does "instrumental data" play in climate change studies?

"Instrumental data" is crucial in climate change studies as it provides accurate long-term records of temperature, precipitation, sea levels, and other climate variables, enabling scientists to detect patterns and trends. Historical records together with "proxy data" help scientists better understand changes over time.