throughout data

USAGE SUMMARY

The phrase "throughout data" is not correct and does not convey a clear meaning in written English.
It may be intended to refer to something that occurs or is present in various parts of the data, but the phrase lacks clarity and proper context. Example: "The trends observed throughout data analysis indicate significant changes in user behavior."

⚠ May contain grammatical issues

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

Descriptive and analytical statistics were used throughout data analysis in a number of ways using SPSS version 13.

International Journal of Emergency Medicine

Techniques employed to make sense of data gathered in Smart Learning Environments range throughout data scientists' toolkit.

Smart Learning Environments

In this paper, its operational status throughout data taking up to the end of 2011 is presented, and its tracking performance is reviewed.

Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment

When we coded each line and assigned a name, we gained insight about collected data which could direct us to do further inquiry throughout data collection process.

Language Testing in Asia

Room temperature was confirmed between 19-21oC throughout data acquisition and participants were allowed a period of acclimatization prior to measurement.

Intensive Care Medicine Experimental

The interviewer wrote field notes throughout data collection, noting new conceptualisations of social capital and/or experiences of social capital in unanticipated ways.

Health & Justice

Using a robust wireless sensor network, SynapSense's solutions measure and manage the environmental conditions and power usage throughout data centers, resulting in a 10percentt reduction in overall energy consumption for typical, enterprise-class data centers.

TechCrunch

This paper discusses how to deal with the shift from theory-driven to process-driven prediction through analyzing the BDA steps and identifying the epistemological challenges and various needs of theoretically informing BDA throughout data acquisition, preprocessing, analysis, and interpretation.

Journal of Big Data

The instrument was calibrated prior to and at regular intervals throughout data collection using the known IFT of 72.80 mN.m−1 for water.

Plosone

A titer of 2 was assigned to all samples in which the first dilution (1∶4) was hemagglutination-negative. Throughout, data are summarized by group as the mean±1 standard error when skewness of data is less than 1.

Plosone

Human-verified similar examples from authoritative sources

Similar Expressions

1 human-written examples

It is probable that this goal will be achieved through the integration of different layers of high-throughout data (that is, transcriptomics, proteomics, functional genomics).

Breast Cancer Research

Expert writing Tips

Best practice

When referring to the time aspect of data, use alternatives like "during data collection" or "throughout the data analysis process".

Common error

Avoid using "throughout data" when you actually mean "during data collection" or "during data analysis". "Throughout" implies a spatial or comprehensive distribution, not a temporal one in this context. For example, instead of "The system was monitored throughout data collection", consider "The system was monitored during data collection".

Linguistic Context

The phrase "throughout data" functions as an adverbial modifier, attempting to describe the scope or duration of an action related to data. However, Ludwig AI indicates that its grammatical status is incorrect.

Expression frequency: Very common

Frequent in

Science

96%

News & Media

2%

Formal & Business

2%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, while the phrase "throughout data" appears with some frequency, it's generally considered grammatically incorrect. Ludwig AI suggests that alternatives like "across the data", "within the data", or "during data collection" provide more precise and grammatically sound options. Given its prevalence in scientific and technical contexts, it's crucial to prioritize clarity and correctness by using more appropriate phrasing. Despite its common occurrence, its use should be carefully considered and, if possible, replaced with a more accurate alternative to enhance overall writing quality.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

across the data

This alternative offers a more standard and clear way to indicate something is present or observed in various parts of the dataset.

within the data

Similar to "across the data", this option focuses on the presence of something inside the dataset.

in the data

This is a simpler way to indicate that something is found inside the dataset.

during data analysis

This option focuses on the timeframe in which certain observations are made, specifically data analysis.

in all the data

This phrase highlights that something applies to the entire dataset.

in the entirety of the data

This option focuses on the timeframe in which certain observations are made, specifically data acquisition.

in various datasets

This option expands the scope to include different datasets.

over the course of data collection

This alternative specifies the timing in relation to data collection.

throughout the data lifecycle

This option includes aspects from design to destruction.

in the data analysis process

This alternative focuses on the data analysis stage.

FAQs

What does "throughout data" mean?

The phrase "throughout data" is often used to indicate something that occurs or is present in various parts of a dataset or during the process of data collection or analysis. However, it's generally considered grammatically incorrect and lacks clarity.

What are some alternatives to "throughout data"?

You can use alternatives like "across the data", "within the data", or "during data collection" depending on the context.

Is it correct to use "throughout data" in academic writing?

While it appears in some academic publications, Ludwig AI suggests it's better to avoid "throughout data" in formal writing and use more precise and grammatically correct alternatives.

How can I use "during data collection" in a sentence?

Example: "Field notes were taken "during data collection" to record analytical insights and observations."