as per data

USAGE SUMMARY

The phrase "as per data" is correct and usable in written English.
It is typically used to indicate that something is in accordance with or based on specific data or information. Example: "As per data collected from the survey, customer satisfaction has increased significantly over the past year."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

8 human-written examples

Seedling survival rate is assumed as 65%, and the percentage of healthy seedlings which can be replanted is taken as 75% as per data from local farmers.

International Journal of Energy and Environmental Engineering

The cumulative foreign direct investment (FDI) inflow into the Indian automobile industry during April 2000 to July 2013 was recorded at US$ 8,932 million, amounting to 4.5percentt of the total FDI inflows (in terms of US$), as per data published by Department of Industrial Policy and Promotion (DIPP), Ministry of Commerce.

Journal of Industrial Engineering International

The bioavailability of resveratrol is considered to be low as per data on plasma levels of resveratrol following dietary consumption.

BMC Complementary and Alternative Medicine

As per data, it has been observed that senior faculty (90%) and students (93.25%) feel need of student motivation more than the institutional teachers (52.44%).

BMC Medical Education

Similarly, an estimated 9,231 carpal tunnel release procedures were performed in 2006 as per data from the Nationwide Inpatient Samples [ 2].

BMC Musculoskeletal Disorders

We highlight this phenomenon in Figure  2 where we figuratively show these two countries in terms of their performance in these two indicators indicators (as per data presented previously in Table  1 drawn from Hase [ 4]).

BMC Medical Education

Human-verified similar examples from authoritative sources

Similar Expressions

52 human-written examples

We did not attempt to pool any reported data that did not allow a valid analysis, such as "per cycle" data.

Gynecological Surgery

Three synthetic effluents namely textile effluent, tannery effluent and paper mill effluent were prepared as per literature data.

Bioresources and Bioprocessing

Each task has a different cost for each machine, expressed as time per data unit.

Journal of Cloud Computing

Roxanne is one of the 25 to 50percentt of indigenous women in Canada who are sexually abused as children, per data compiled by the Canadian Department of Justice.

Vice

We acknowledge that most economic data, as per biological data, is fraught with uncertainty, but both are needed to make cost-effective conservation decisions [13] [15].

Plosone

Expert writing Tips

Best practice

When using "as per data", ensure the data source is reliable and verifiable to maintain credibility in your writing.

Common error

Avoid drawing conclusions that are not directly supported by the data. "As per data" should accurately reflect what the data demonstrates, not your interpretation of it.

Linguistic Context

The phrase "as per data" functions as a prepositional phrase modifying a verb or noun. It introduces information derived from data, indicating that a statement or conclusion is based on evidence. Ludwig shows various contexts where it's used to support claims.

Expression frequency: Uncommon

Frequent in

Science

67%

News & Media

17%

Formal & Business

16%

Less common in

Wiki

0%

Encyclopedias

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "as per data" is a prepositional phrase used to indicate that information or conclusions are derived from specific data. Ludwig confirms its grammatical correctness and utility across various fields, including science, news, and business. While not as common as alternatives like "according to data", it adds a touch of formality. Ensure the data is reliable and accurately represented when using this phrase to maintain credibility. Remember to avoid misinterpretations and draw conclusions that are directly supported by the data. Although used infrequently, this sentence is appropriate.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

according to data

This alternative is more direct and concise, replacing the preposition "per" with "according to".

based on the data

This alternative emphasizes the data as the foundation or justification for a statement or action.

data indicates that

This alternative highlights the data's role in revealing or suggesting a particular outcome or trend.

the data suggests

Similar to 'data indicates that', but slightly more tentative, implying the data points towards a conclusion.

data reveals that

This alternative stresses the data's ability to uncover or make something known.

the figures show

This alternative is more specific to numerical data or statistics, emphasizing what the numbers demonstrate.

as the data shows

This alternative provides a slightly more explanatory tone, showing the information comes directly from data analysis.

the evidence suggests

This alternative widens the scope from raw data to broader evidence, suitable for arguments or claims.

according to findings

This alternative implies the data has been reviewed, extracted, or analyzed.

the results indicate

This alternative stresses that there are insights coming from a study or research project.

FAQs

What does "as per data" mean?

The phrase "as per data" means "according to the data". It's used to indicate that a statement or conclusion is based on specific information or statistics.

How can I use "as per data" in a sentence?

You can use "as per data" to introduce a finding or conclusion that is supported by data. For example, "As per data from the survey, customer satisfaction has increased significantly."

Which is more formal, "as per data" or "according to data"?

The phrase "as per data" can sound slightly more formal than "according to data", but the difference is minimal. Both are appropriate for professional writing.

What are some alternatives to "as per data"?

Alternatives to "as per data" include "based on the data", "data indicates that", and "the data suggests", each with slightly different nuances.