data analysis based on

USAGE SUMMARY

The phrase "data analysis based on" is correct and usable in written English.
You can use it when discussing the foundation or criteria upon which data analysis is conducted, often followed by a specific source or methodology. Example: "The data analysis based on the survey results revealed significant trends in consumer behavior."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

One opportunity for the industry to improve wind turbine reliability is through the exploration of reliability engineering life data analysis based on readily available data or maintenance records collected at typical wind plants.

Wind Energy Engineering A Handbook for Onshore and Offshore Wind Turbines

This approach approximates that method previously employed using microarray data; nonetheless, more significant overlap was noted between previous microarray analysis and our threshold-based MPSS methods than MPSS data analysis based on expression relativity to wild type.

BMC Plant Biology

The telemetry is used for "big data" analysis based on more than 400m Windows 10 systems.

The Guardian - Tech

The Guardian's exclusive data analysis based on evidence from magistrate's court hearings shows 66% of arrests to be of those under the age of 25.

The Guardian

Flow cytometry has well-established methods for data analysis based on traditional data collection techniques.

Methods

New analytical procedures and data analysis based on existing techniques and instrumentation are being developed constantly.

Handbook of Materials Failure Analysis with Case Studies from the Oil and Gas Industry

Also, data analysis based on PCA severely restricts automation of the measuring system or its use by non-specialized operators.

Sensors and Actuators B: Chemical

We describe methods and software tools for doing data analysis based on Affymetrix microarray data, emphasizing often neglected issues.

Methods

Finally, a historical data analysis based on the response surface methodology is carried out using a Taguchi orthogonal analysis.

Journal of Materials Processing Technology

This review is interlinked with a qualitative data analysis based on semi-structured interviews with representatives of ocean carriers, which are key actors determining empty container repositioning.

Journal of Transport Geography

The modelling outcomes highlighted the lack of reliability in cross-sectional data analysis, based on the indication of spurious relationships between water quality and land use.

Environmental Pollution

Expert writing Tips

Best practice

When using "data analysis based on", clearly specify the source, method, or criteria that the analysis relies on to provide context and ensure clarity for your audience.

Common error

Avoid vagueness by always stating what your "data analysis based on" is actually based on. For example, instead of saying "the data analysis showed improvements", specify "the data analysis based on the Q1 sales figures showed improvements".

Linguistic Context

The phrase "data analysis based on" functions as a prepositional phrase modifying the noun phrase "data analysis". It indicates the methodology, source, or criteria that the data analysis relies upon. Ludwig AI confirms its correct and usable nature in written English.

Expression frequency: Very common

Frequent in

Science

86%

News & Media

7%

Formal & Business

2%

Less common in

Academia

2%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, the phrase "data analysis based on" is a grammatically correct and very common construction used to specify the foundation or methodology of a data analysis. As Ludwig AI states, the phrase is usable in written English. It appears most frequently in scientific contexts, with a formal or scientific register. When using this phrase, it's best practice to clearly identify the specific basis of the analysis to avoid vagueness. Alternatives such as "data analysis predicated on" or "data analysis relying on" can provide variety while maintaining clarity.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data analysis predicated on

Replaces "based on" with "predicated on", emphasizing the foundational aspect of the data analysis.

data analysis relying on

Substitutes "based on" with "relying on", highlighting the dependence of the analysis on specific data or methods.

data analysis grounded in

Uses "grounded in" instead of "based on", suggesting a solid foundation for the analysis.

data analysis stemming from

Replaces "based on" with "stemming from", indicating that the analysis originates from specific data or assumptions.

data analysis derived from

Substitutes "based on" with "derived from", highlighting that the analysis is obtained or extracted from the data.

data analysis informed by

Uses "informed by" instead of "based on", suggesting that the analysis is guided or influenced by certain information.

data analysis according to

Replaces "based on" with "according to", which specifies adherence to a particular standard or guideline.

data analysis following

Substitutes "based on" with "following", meaning the data analysis is performed in accordance with a method or procedure.

data analysis utilizing

Uses "utilizing" instead of "based on", meaning that the data analysis makes use of some data or assumptions.

data analysis employing

Replaces "based on" with "employing", which indicates the use of a particular strategy or method in the data analysis.

FAQs

What does "data analysis based on" mean?

The phrase "data analysis based on" means that the analysis is conducted using specific information, methods, or assumptions. It clarifies what the analysis relies upon to draw conclusions.

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

You can use "data analysis based on" to introduce the foundation of your analysis. For example: "The investment strategy relies on a "data analysis based on" historical market trends."

What are some alternatives to "data analysis based on"?

Alternatives include "data analysis predicated on", "data analysis relying on", or "data analysis grounded in". Each emphasizes a slightly different aspect of the analysis's foundation.

Is it better to say "data analysis based on" or "data analysis that is based on"?

"Data analysis based on" is more concise and generally preferred in formal writing. The longer form, "data analysis that is based on", is grammatically correct but can sound redundant.