analysis of data according to

USAGE SUMMARY

The phrase "analysis of data according to" is correct and usable in written English.
You can use it when discussing how data is examined or interpreted based on specific criteria or guidelines. Example: "The analysis of data according to the established protocols revealed significant trends in consumer behavior."

✓ Grammatically correct

Science

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

4 human-written examples

Another methodological decision is the analysis of data according to the presence or absence of treatment with an AChEI.

CNS Drugs

HE performed acquisition and analysis of data according to the study protocol, while JS wrote the manuscript.

BMC Complementary and Alternative Medicine

All trial analyses will be performed on an intention-to-treat basis (i.e., analysis of data according to randomised study group, regardless of whether or not the intervention was received).

BMC Public Health

Furthermore, the three previous meta-analyses were all literature-based and thus more prone to publication bias, whereas our meta-analysis was designed on the basis of a de novo analysis of data according to a standardised plan in all studies identified as having available data and agreement to participate.

Diabetologia

Human-verified similar examples from authoritative sources

Similar Expressions

56 human-written examples

Analysis and visual presentation of data according to the users' needs.

Human-centric Computing and Information Sciences

Principal component analysis was employed to examine clustering of data according to patient groups (JMP, SAS, Cary, NC, USA), using the 27 metabolite levels that were reliably quantitated.

Plosone

Source: Birth Registration Campaign 2005 – 2006: UNICEF/Government of Swaziland An analysis of the data according to age groups reveals that the majority of children registered were between the ages of 0 and 12 –  primary school age and an age when it is critical for a child to have a birth certificate.

Unicef

Analysis of the data according to histological type of carcinomas (intestinal vs. diffuse) showed some significant correlations that were not present when considering the global patient population.

BMC Cancer

However, analysis of the data according to histological type of carcinoma (intestinal vs. diffuse), VEGF-A overexpression, as measured by a summation score of staining intensity and proportion of positive staining cells for VEGF-A, was related with higher MVD in diffuse-type gastric cancers (p < 0.05), but not in intestinal-type cancers (p = 0.72) (Table 3).

BMC Cancer

The low frequency of EGFR mutant cancers precluded statistically meaningful analysis of transcriptional data according to EGFR genotype.

BMC Cancer

Since the 1990s, however, health research funding organizations have taken initiatives to redress this bias, and researchers have begun to pay more attention to the equitable inclusion of men and women in clinical research and the analysis of the data according to sex [ 4- 11].

BMC Medical Research Methodology

Expert writing Tips

Best practice

When using "analysis of data according to", clearly specify the criteria or guidelines being followed to ensure transparency and reproducibility of results.

Common error

Avoid using "analysis of data according to" without specifying the "according to" part. For example, don't say "The data was analyzed according to common practices" without detailing what those common practices are.

Linguistic Context

The phrase "analysis of data according to" functions as a prepositional phrase specifying the method or criteria used in data examination. It modifies a noun or verb, providing essential context to the analytical process. Ludwig confirms its grammatical correctness and usability.

Expression frequency: Common

Frequent in

Science

75%

Formal & Business

12%

News & Media

8%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "analysis of data according to" is a grammatically correct and frequently used expression, especially in scientific and formal business contexts. As Ludwig AI indicates, it serves to specify the methodology or standards employed when examining data. To ensure clear communication, always explicitly state the specific criteria being followed. While variations like "data analysis based on" exist, this phrase maintains a formal tone and ensures reproducibility of results. Avoiding vague statements enhances the clarity and credibility of your analysis.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data analysis based on

Replaces "according to" with "based on", focusing on the foundation for the analysis.

data analysis following

Substitutes "according to" with "following", highlighting adherence to a set procedure.

analysis of data in accordance with

Uses a more formal tone, replacing "according to" with "in accordance with".

data analysis as per

Employs "as per" as a concise alternative to "according to", indicating a reference point.

analysis of data conforming to

Replaces "according to" with "conforming to", emphasizing adherence to established standards.

data analysis guided by

Shifts focus to the guiding principles behind the analysis, using "guided by".

analysis of data under the framework of

Introduces the idea of a framework governing the data analysis.

data analysis with respect to

Focuses on analyzing specific aspects or variables, replacing "according to" with "with respect to".

analysis of data within the parameters of

Highlights the boundaries within which the data analysis is conducted.

data analysis predicated on

Highlights the foundational assumptions upon which the analysis is based.

FAQs

How can I use "analysis of data according to" in a sentence?

You can use "analysis of data according to" to specify the methodology or standards applied when examining a dataset. For instance, "The "analysis of data according to" the Cochrane guidelines ensured a rigorous review process".

What are some alternatives to "analysis of data according to"?

Alternatives include "data analysis based on", "data analysis following", or "analysis of data in accordance with". Each offers a slightly different nuance while maintaining a similar meaning.

Is there a difference between "analysis of data according to" and "data analysis based on"?

While similar, ""analysis of data according to"" often implies a specific set of rules or guidelines were followed, whereas "data analysis based on" can suggest a broader foundation or set of principles.

When should I use "analysis of data according to" versus "data analysis following"?

"Analysis of data according to" is suitable when adhering to specific standards or protocols, while "data analysis following" is ideal when describing a step-by-step procedure or well-defined method.