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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
experience on data
Grammar usage guide and real-world examplesUSAGE 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
Alternative expressions(19)
proficiency in data analysis
experience on something
expertise in something
background in something
familiarity with something
competence in something
practical knowledge of something
understanding of something
experience on part
skill on something
experience on anyone
experience on action
experience on someone
working on something
experience on this
living on something
worked on something
experience on one
expertise at data analysis
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
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.
Science
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.
Science
Previous experience on this data has shown that the split criterion of Information Gain Ratio produced better models than information gain or Gini index.
Science
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
Most of the literature deals with CEUS of the liver and the major experience is based on data from this organ.
Science
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.
Science
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
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
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
This study assessed the impact of systematic review and data extraction experience on the accuracy and efficiency of data extraction in systematic reviews.
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.
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".
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".
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
experience with data
Replaces "on" with "with", a more grammatically standard preposition for indicating experience in a particular domain.
expertise in data
Substitutes "experience" with "expertise", highlighting a higher level of skill and knowledge.
knowledge of data
Focuses specifically on the understanding and awareness of data concepts and practices.
familiarity with data
Indicates a general awareness and understanding of data, without necessarily implying deep expertise.
background in data
Suggests a history of working or studying within the field of data.
proficiency in data analysis
Specifies a skill in data analysis, narrowing the focus from general data experience.
competence in data management
Highlights the ability to effectively handle and organize data.
skills in data science
Emphasizes the technical abilities related to data science, a specific field.
practical data experience
Highlights real-world application of data skills, focusing on hands-on involvement.
hands-on experience with data
Emphasizes direct involvement and active engagement with data-related tasks.
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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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
3.8/5
Expert rating
Real-world application tested