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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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based on the data at hand

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "based on the data at hand" is correct and usable in written English.
You can use it when referring to conclusions or decisions that are derived from the current available data or information. Example: "Based on the data at hand, we can conclude that the new marketing strategy is effective."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

9 human-written examples

PM's can then organize the features into a hierarchy directly in the app to help them visualize their priorities based on the data at hand.

News & Media

TechCrunch

After obtaining the predicted probability values conditional on the observable covariates (the propensity scores) from the binary estimation, matching was done using a matching algorithm that was selected based on the data at hand.

In January, Apptopia will roll out version two of its platform which will include optimization tools based on its learnings that can help speed up the time it takes to decide what action to take next, based on the data at hand.

News & Media

TechCrunch

Based on the data at hand, we cannot confirm such preferential transmission.

His conclusions were based on the data at hand; he never overstepped this boundary.

The Frequentists estimation is therefore not based on the data at hand but data at hand plus hypothetical repeated sampling in future with similar data.

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Human-verified similar examples from authoritative sources

Similar Expressions

51 human-written examples

These tools are based solely on the data at hand and do not need any additional parametric or statistical assumptions.

Science

SERIEs

But for now, we can only interpret based on the data that we have at hand".

News & Media

The New York Times

It would seem that a reasonable approach would be selection components deemed important to define cost and quality of the underlying data based on the question at hand and on data availability and formulate an A-score metric from there.

Science

BMJ Open

These are based on the available information at hand and their experience.

Finally, we evaluated clinical associations of CTLP cottoning samples, based on the clinical information at hand.

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Expert writing Tips

Best practice

Use "based on the data at hand" to explicitly show that your conclusions are derived from concrete evidence and not speculation.

Common error

Avoid making overly definitive statements when using "based on the data at hand" if the data is limited or preliminary. Acknowledge the limitations of your data to maintain credibility.

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

4.1/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "based on the data at hand" functions as a prepositional phrase that modifies a verb or clause, indicating the foundation or justification for a conclusion, decision, or action. Ludwig AI suggests that the phrase is grammatically correct and usable in written English.

Expression frequency: Uncommon

Frequent in

Science

60%

News & Media

30%

Formal & Business

10%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "based on the data at hand" is a grammatically correct prepositional phrase used to justify actions or decisions with available information. As Ludwig AI confirms, it's suitable for formal and neutral contexts. Predominantly found in scientific and news media, the phrase provides a transparent link to the evidence. Remember to clearly define the referenced data and avoid overstating conclusions. Consider alternatives like "given the available data" for different stylistic nuances. The phrase emphasizes a reliance on factual information when making judgments or taking action.

FAQs

How can I use "based on the data at hand" in a sentence?

You can use "based on the data at hand" to show that a decision or conclusion is derived from the available information. For example: "Based on the data at hand, we recommend increasing the budget."

What's a more formal alternative to "based on the data at hand"?

A more formal alternative could be "given the available data" or "in light of the evidence".

Is "based off the data at hand" grammatically correct?

While "based off" is sometimes used informally, "based on" is generally considered more grammatically correct in formal writing. Therefore, "based on the data at hand" is preferable.

What's the difference between "based on the data at hand" and "according to the data"?

"Based on the data at hand" implies a judgment or decision is made using the data, while "according to the data" simply states what the data shows without necessarily implying a decision.

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Source & Trust

81%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Most frequent sentences: