infer from data

USAGE SUMMARY

The phrase "infer from data" is correct and usable in written English.
It can be used when discussing the process of drawing conclusions or making deductions based on information or evidence provided by data. Example: "Researchers can infer from data that there is a significant correlation between exercise and improved mental health."

✓ Grammatically correct

Science

News & Media

Encyclopedias

Human-verified examples from authoritative sources

Exact Expressions

5 human-written examples

That seems like a lot to infer from data points in a government report, particularly when it suggests that yesterday we were vacuous shopping-bots and today we are virtuously sober citizens.

The New York Times - Magazine

Statistical science can offer new approaches to infer from data in different disciplines, taking into account the uncertainty present in such data.

Heritage Science

Social psychologists collect subjects' self-reports of their experience (Argyle 2000, Ch. 2; Strack, Argyle and Schwarz 1991) and seek to infer from data on emotion words the dimensional structure of affect (Argyle 2000, Ch. 3; Diener 1999).

SEP

In fact, these data are subject to much of the same structural limitations as conflict event data (see Section 2.2), with resulting biases that are just as hard to identify and difficult to infer from data post hoc.

EPJ Data Science

The main task in this paper is to infer from data and prior knowledge GW the condition‐specific edge sets E (both E(1) and E(2)).

BMC Systems Biology

Human-verified similar examples from authoritative sources

Similar Expressions

55 human-written examples

The earlier you start collecting, analyzing and inferring from data, the better your decisions will become.

TechCrunch

Today, we understand precisely the conditions under which causal relationships can be inferred from data.

Forbes

Second, it has limitations in providing a proper measure of the confidence of parameters inferred from data.

Journal of Rock Mechanics and Geotechnical Engineering

But there are also unobservables that cannot be detected, and whose features cannot be inferred from data of any kind.

SEP

However, more precise information on the daily variation of local traveling speeds must be inferred from data.

European Transport Research Review

In this framework models take the form of mass relations on joint label set space and can be inferred from data or from fuzzy label expressions.

International Journal of Approximate Reasoning

Expert writing Tips

Best practice

When using "infer from data", ensure that the data you are referencing is clearly defined and accessible to your audience. This will strengthen the credibility of your conclusions.

Common error

Avoid overstating the certainty of your inferences. Data can suggest trends or correlations, but it rarely provides absolute proof. Use qualifying language such as "suggests" or "indicates" to maintain accuracy.

Linguistic Context

The phrase "infer from data" serves as a verb phrase indicating the process of drawing conclusions or deriving insights based on the examination and interpretation of available information. As Ludwig AI explains, this term is grammatically sound and readily usable in written English.

Expression frequency: Uncommon

Frequent in

Science

63%

News & Media

25%

Encyclopedias

12%

Less common in

Formal & Business

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "infer from data" is a grammatically sound and useful phrase for expressing the process of drawing conclusions based on available evidence. Ludwig AI confirms its correctness and usability. Predominantly used in scientific and academic contexts, this phrase emphasizes the importance of data-driven reasoning. While it is relatively uncommon, mastering its use, alongside related phrases like "deduce from data" or "derive insights from data", can enhance the precision and clarity of your writing. Always ensure your conclusions are appropriately qualified to reflect the inherent uncertainty in data interpretation.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

deduce from the data

Emphasizes a logical conclusion reached directly from the available information, implying a higher degree of certainty.

draw conclusions from data

Focuses on the act of forming opinions or judgments based on the evidence presented by the data.

derive insights from data

Highlights the extraction of valuable and often non-obvious understandings from the data.

extract information from data

Focuses on the process of obtaining specific pieces of information that are present within the data set.

interpret data to mean

Emphasizes assigning a specific meaning or significance to the data, often involving subjective analysis.

gather insights from data

Highlights the collection and synthesis of information to form a deeper understanding.

analyze data and conclude

Implies a more formal and structured approach to understanding data, ending with a definitive conclusion.

glean information from data

Suggests collecting information bit by bit, often from a large or complex dataset.

ascertain facts from data

Focuses on confirming or establishing the truth of specific facts based on data analysis.

gain understanding from data

Highlights the process of acquiring knowledge and comprehension through the examination of data.

FAQs

What does "infer from data" mean?

The phrase "infer from data" means to draw a conclusion or make a judgment based on the information or evidence provided by a set of data. It involves reasoning and interpreting the data to reach an understanding or insight.

How can I use "infer from data" in a sentence?

You can use "infer from data" in a sentence like this: "Researchers can "infer from data" that there is a significant correlation between exercise and improved mental health."

Which is correct, "infer from data" or "deduce from data"?

"Infer from data" and "deduce from data" are both correct, but "deduce" often implies a greater degree of certainty based on logical reasoning, while "infer" can suggest a more tentative conclusion.

What are some alternatives to "infer from data"?

Some alternatives to "infer from data" include "draw conclusions from data", "derive insights from data", or "extract information from data". The best choice depends on the specific context and the nuance you want to convey.