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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
CEO of Professional Science Editing for Scientists @ prosciediting.com
according to my data
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "according to my data" is correct and can be used in written English.
You can use this phrase to introduce evidence or information you have gathered. For example, "According to my data, the average temperature has been increasing steadily over the last 10 years."
✓ Grammatically correct
News & Media
Science
Alternative expressions(20)
based on the data I analyzed
my data suggests
from my analysis of the data
the data I have collected indicates
my research data indicates
according to my instructions
according to my records
according to my database
according to my reporting
according to my estimate
at my data
in my data
at my position
at my level
based on my records
according to my information
by my data
based on my data
by my count
from my documentation
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
4 human-written examples
Direct intervention may be most effective, but it's not likely, at least not according to my data.
News & Media
According to my data, monetary support to older parents is influenced not only by reciprocity and gender but also by whether the provider's parents have a pension and by the number of children the provider has.
"According to my data, economists are the 'rapiest' profession going," Stewart concluded.
News & Media
In 2008, registered Republicans had a 12 percentage point lead among mail ballots (according to my data).
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
56 human-written examples
According to my research data, only a small number of households actually try to get additional income as drivers or plan to open a restaurant or guest accommodation.
According to my qualitative data, the practice of filial obligation is treated as a process of displaying xiao to multiple audiences, such as parents, relatives, friends and colleagues and is closely bound up with maintaining mianzi.
In Denmark, Canada and Finland, close to half of top earners are in managerial occupations, according to my analysis of data from the Luxembourg Income Study.
News & Media
The company employed just 10 lobbyists in state capitals around the country in 2012, according to my analysis of data collected by the National Institute on Money in Politics.
News & Media
(The percentages are 53 percent to 33 percent, according to my calculations using data from the 2004 General Social Survey, and almost none of the gap is due to the fact that liberals tend to be younger than conservatives).
News & Media
According to my analysis of data compiled by the United States military, close air support sorties, which in Afghanistan are almost always unplanned and in aid of troops on the ground who are under intense fire, increased by just 27 percent during that same period.
News & Media
While more than 15,000 are currently raising an adopted child under age 18 (according to my analyses of data from the 2010 American Community Survey), nearly 74,000 same-sex couples are raising a biological or stepchild.
News & Media
Expert writing Tips
Best practice
Use "according to my data" to present your original findings. This will give the reader confidence that what you're sharing is trustworthy and well-researched.
Common error
Avoid using "according to my data" to make broad generalizations from limited data. Ensure your conclusions are proportionate to the scope and reliability of your data.
Source & Trust
89%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "according to my data" functions as a discourse marker, introducing information derived from personal research or analysis. This phrase indicates that the following statement is substantiated by specific data. As Ludwig AI confirms, the phrase is correct and can be used in written English.
Frequent in
News & Media
40%
Science
40%
Formal & Business
20%
Less common in
Encyclopedias
0%
Wiki
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "according to my data" is a grammatically correct phrase used to introduce information derived from personal analysis or research. Ludwig AI confirms its validity in written English. It functions to establish credibility and justify claims, fitting a neutral to professional register and appearing frequently in news, scientific, and formal business contexts. While uncommon, using the phrase effectively involves ensuring data accessibility for verification and proportionality in conclusions. Alternatives include "based on the data I analyzed" or "my data suggests".
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
based on the data I analyzed
Emphasizes the analysis performed on the data.
my data suggests
Presents the data as a suggestion rather than a definitive conclusion.
the data I have collected indicates
Highlights the collection process and the indicative nature of the data.
from my analysis of the data
Focuses on the analytical aspect and the source of the information.
the data shows, in my assessment
Combines objective data with personal assessment.
my research data indicates
Highlights the research nature and indicative quality of the finding.
the evidence I have gathered suggests
Uses "evidence" instead of "data" and emphasizes the suggestive nature of findings.
my figures indicate
Replaces "data" with "figures", implying numerical information.
in light of my findings
Shifts focus to the findings derived from the data.
my information suggests
Uses "information" instead of "data", broadening the scope of sources.
FAQs
How can I use "according to my data" in a sentence?
Use "according to my data" to introduce a statement that is based on your analysis or collection of data. For instance, "According to my data, there has been a 15% increase in sales this quarter".
What are some alternatives to saying "according to my data"?
You can use alternatives like "based on the data I analyzed", "my data suggests", or "from my analysis of the data" depending on the context.
Is it always necessary to specify "according to my data"?
No, specifying "according to my data" is not always necessary. If the context already implies that the information is based on your own data, you can simply state the information directly. However, it adds clarity and transparency when you want to emphasize the source of your information.
Which is more formal, "according to my data" or "my data suggests"?
"According to my data" is generally more formal and assertive, while "my data suggests" is slightly less direct and implies a degree of uncertainty or interpretation.
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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
89%
Authority and reliability
4.1/5
Expert rating
Real-world application tested