Used and loved by millions

Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

MitStanfordHarvardAustralian Nationa UniversityNanyangOxford

according to reference

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "according to reference" is correct and can be used in written English.
It is typically used to indicate that information or a statement is taken from a specific source or reference. Example: According to reference, the population of the city has doubled in the last decade. This means that the information about the population growth is based on a specific source, such as a census report or an article from a reputable publication.

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

Grouts with perlite (PRL) and blast furnace slag (BFS) showed the similar strength values according to reference grout.

The synthetic V3 loop peptide represented the V3 sequence of strain IIIB (amino acids AA 297 330; numbering according to reference 44, TRPNNNTRKSIRIQRGPGRAFVTIGKIGNMRQAH.

Science & Research

Nature

Polymer blended concrete having a lower thermal conductivity of 57.8% according to reference concrete has been achieved with a 28-day compressive strength loss of 40.2%.

A processing chain is proposed to realize indicator calculation and urban fabric classification for any french municipality according to reference data provided by the French National Geographical Institute (IGN).

In conclusion, 3D β-cell spheroids from a cultured cell line can be used in HTS assays that, according to reference drugs tested here, are sensitive and predictive of the in vivo response.

The data were simulated according to reference [46].

Fe3O4 magnetite nanoparticles were synthesized according to reference [28].

OH-terminated Ag NPs were synthesized as building blocks according to reference [7].

The electrical parameters of PEDOT PSS were defined according to reference [32].

The diagonals represent the sites classified correctly according to reference data.

Note that the frequency of the dither signal was determined according to reference [14].

Show more...

Expert writing Tips

Best practice

When using "according to reference", ensure the reference is clearly identified and accessible to the reader for verification.

Common error

Avoid using "according to reference" without specifying which reference you are referring to. Always provide enough information for readers to locate the source.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

82%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "according to reference" functions as a prepositional phrase introducing information derived from a specific source. It provides attribution and indicates that the subsequent statement is supported by the cited material. Ludwig AI shows that this phrase is commonly used in scientific and technical writing.

Expression frequency: Very common

Frequent in

Science

74%

News & Media

15%

Formal & Business

11%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "according to reference" is a grammatically sound and frequently employed prepositional phrase, as affirmed by Ludwig AI. Its primary function is to introduce information sourced from a specific reference, thereby providing attribution and bolstering the credibility of claims. Predominantly utilized in formal, scientific, and technical registers, this phrase underscores the importance of source verification and precise citation. While variations like "as the reference indicates" and "based on the referenced data" offer nuanced alternatives, the core purpose remains consistent: to anchor information in authoritative sources. Ensure clarity by specifying the exact reference to avoid ambiguity.

FAQs

How can I use "according to reference" in a sentence?

You can use "according to reference" to introduce information or data that originates from a specific source. For example, "According to reference [25], the average solar radiation in these states indicates the high potential of SPV".

What are some alternatives to "according to reference"?

Is it necessary to always cite the reference after using "according to reference"?

Yes, it is crucial to cite the reference immediately after using the phrase to give credit to the original source and allow readers to verify the information.

What kind of sources are suitable for using "according to reference"?

This phrase is suitable for academic papers, research reports, and technical documents where citing sources is important. It's less common in informal writing.

ChatGPT power + Grammarly precisionChatGPT power + Grammarly precision
ChatGPT + Grammarly

Editing plus AI, all in one place.

Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.

Source & Trust

82%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: