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Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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experience on data

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "experience on data" is not correct in standard written English.
It is typically used incorrectly when referring to someone's familiarity or expertise with data-related tasks or concepts. Example: "My experience on data analysis has helped me make informed decisions in my projects."

⚠ May contain grammatical issues

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

1 human-written examples

Nine data collectors and three supervisors were recruited based on a set of criteria such as knowledge of the local language Afan Oromo and previous experience on data collection.

Human-verified similar examples from authoritative sources

Similar Expressions

59 human-written examples

AB and MM collected and drafted the experiences on data collection in Appendices 1, 2, 3 and 4. All authors edited drafts of the manuscript and read and approved the final manuscript.

Previous experience on this data has shown that the split criterion of Information Gain Ratio produced better models than information gain or Gini index.

Uber's new navigation experience still relies on data from multiple providers — this isn't Uber kicking Google or others to the curb altogether and going it alone.

News & Media

TechCrunch

Most of the literature deals with CEUS of the liver and the major experience is based on data from this organ.

Previous evidence on consenting bias is from epidemiological surveys that focus on particular health outcomes, and on experience from data linkage requests on birth cohort studies, which are run by medical research units and have a strong focus on health-related issues.

Since the proposed algorithm also supports frequency noncontiguous combination of multiple tiles, actually it would even bring the performance improvement on the proposed scheme due to the enriched frequency diversity experience on the sample data.

This advocacy has been based on state experience with parity and on data documenting the minimal increase in cost.

News & Media

The New York Times

They become accustomed to the topography of the markets they deal in, and launch businesses and ventures based on data, experience, timing and trends.

News & Media

Huffington Post

As directly relevant data were not available the implementation team's extensive experience, which included drawing on data from pilot work conducted in the area prior to the implementation of the breastfeeding strategy [26], was considered the most appropriate source of information for determining adjustments.

Science

Plosone

This study assessed the impact of systematic review and data extraction experience on the accuracy and efficiency of data extraction in systematic reviews.

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Expert writing Tips

Best practice

Prefer "experience with data" or "expertise in data". These options are grammatically correct and widely accepted.

Common error

Avoid using "on" to link experience with a subject matter. "On" typically implies a focus, while "with" suggests involvement or expertise.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

81%

Authority and reliability

3.8/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "experience on data" functions as a prepositional phrase, attempting to modify a noun by specifying an area of expertise. However, it's considered grammatically incorrect. As Ludwig AI indicates, a better alternative is "experience with data".

Expression frequency: Rare

Frequent in

Science

33%

News & Media

33%

Formal & Business

33%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

The phrase "experience on data" is generally considered grammatically incorrect in standard English. Ludwig AI suggests that "experience with data" or "expertise in data" are better alternatives. While the phrase does appear in diverse sources, including science and news outlets, it is important to use grammatically sound alternatives to ensure clear and professional communication. When describing one's familiarity or skill set, prioritize accuracy and clarity using alternatives like "knowledge of data" or "proficiency in data analysis".

FAQs

What's a grammatically correct alternative to "experience on data"?

The correct phrase is "experience with data". The preposition "with" correctly links experience to a field or subject.

How can I emphasize deep knowledge instead of just 'experience'?

Use "expertise in data" to highlight specialized knowledge and skill, not just general exposure.

Is 'experience on data' ever appropriate?

While uncommon and grammatically questionable, "experience on data" might be used colloquially. However, "experience with data" is always a safer and clearer choice.

What does 'familiarity with data' imply compared to 'experience with data'?

"Familiarity with data" suggests a basic understanding, whereas "experience with data" implies practical application and a deeper level of involvement.

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Source & Trust

81%

Authority and reliability

3.8/5

Expert rating

Real-world application tested

Most frequent sentences: