conditional upon data

USAGE SUMMARY

The phrase "conditional upon data" is correct and usable in written English.
It can be used in contexts where a certain condition or outcome is dependent on specific data being available or considered. Example: "The project's success is conditional upon data being collected accurately and in a timely manner."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified similar examples from authoritative sources

Similar Expressions

60 human-written examples

For analysis with posterior probabilities, it uses the distribution of the missing data conditional upon both the observed data and the values of the model parameters to correct likelihood-based procedure.

Plosone

The datasets have to be available in repositories prior to the peer review process (or be made available in supplementary material) and is conditional upon publication that data is in the appropriate repository.

University of California, Berkeley

Conditional upon these predictors, these data are consistent with the two pathogens being independent.

BMC Infectious Diseases

As noted, a desirable feature of our continuously updating procedure is that the training data is conditional upon date and thus more information is available for model development at each sequential date.

BMC Medical Research Methodology

Subsequent data exploration was performed, conditional upon the outcome of these primary findings.

BMC Veterinary Research

In a two-part model, logistic regression was used to explain the incurrence of drug expenditure at the first stage and a linear mixed model that considered the multilevel structure of data modeled the cost, conditional upon incurring any expense.

BMC Health Services Research

Data sets upon data sets.

Huffington Post

In additional, there are 17 "conditional" required data items.

BMC Cancer

We cast the problem in a probabilistic framework known as modeling field theory (MFT), in which the pdf of the data is composed of a mixture of components, each conditional upon parameters including target positions as well as sensor kinematics.

Information Fusion

These data provide estimates for the mortality benefits of device therapy conditional upon multiple patient characteristics.

Heart

Substance use also offered a sense of belonging, which appeared from the data to be both highly important for the individual but also conditional upon continued substance use and greater efforts to fit in.

BMC Psychiatry

Expert writing Tips

Best practice

When using the phrase "conditional upon data", ensure that the type of data and its relevance to the condition are clearly specified to avoid ambiguity. For example: "The model's accuracy is conditional upon data from multiple sources being integrated."

Common error

Avoid using "conditional upon data" without specifying the data's source or characteristics. A vague statement like "Success is conditional upon data" lacks context and weakens the argument.

Linguistic Context

The phrase "conditional upon data" functions as a prepositional phrase, specifying a necessary condition for a particular outcome or situation. It connects a result to the data it relies on.

Expression frequency: Missing

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Ludwig's WRAP-UP

The phrase "conditional upon data" is a prepositional phrase used to indicate that a certain outcome or condition is dependent on the availability or quality of specific data. While Ludwig AI confirms its grammatical correctness, its usage frequency is currently unrated due to the lack of direct examples. It's important to clearly specify the type of data being referenced to avoid ambiguity. Alternatives include "dependent on data", "contingent on data", and "based on data", each with slightly different nuances.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

dependent on data

This alternative directly replaces "conditional upon" with a simpler synonym, maintaining the same meaning.

depending on the data

This is a variation with a slightly different grammatical structure but conveying the same meaning.

contingent on data

This alternative uses a more formal synonym for "conditional", indicating reliance on data.

reliant on data

This alternative emphasizes the necessity of data for a particular process or outcome.

subject to data

This alternative highlights the idea that the outcome is governed or influenced by the data.

data-dependent

Similar to "data-driven", this describes something whose behavior is determined by the input data.

based on data

This alternative focuses on the foundation or evidence provided by the data.

data-driven

This alternative employs a compound adjective to describe something as primarily influenced by data.

as data indicates

This alternative shifts the focus to what the data suggests or reveals.

if data is available

This alternative emphasizes the availability of data as a prerequisite.

FAQs

How can I use "conditional upon data" in a sentence?

Use "conditional upon data" to express that an outcome, decision, or action is dependent on the availability or quality of specific data. For example, "The experiment's conclusion is conditional upon data collected from the control group".

What are some alternatives to "conditional upon data"?

You can use alternatives like "dependent on data", "contingent on data", or "based on data" depending on the specific context.

Is it more appropriate to say "conditional on data" or "conditional upon data"?

Both "conditional on data" and "conditional upon data" are grammatically correct and generally interchangeable. "Conditional upon" often sounds slightly more formal, but the choice depends on the desired tone.

What does it mean when something is "conditional upon data"?

It means that the validity, occurrence, or outcome of something is dependent on the data in question. Without the data, the condition cannot be met, and the related outcome is uncertain.