based on limited information

USAGE SUMMARY

"based on limited information" is a correct and usable phrase in written English.
You can use it when you are discussing something where the available information is not complete or extensive. For example, "Based on limited information, it appears that the suspect was driving a blue car."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

47 human-written examples

They acknowledged that the conclusion was based on limited information: one study that showed two female rats developed tumors after being exposed to the chemical.

The Guardian

It's difficult to say what the valuation is now – although I can tell you the secondary market ones are based on limited information and generally not super accurate.

TechCrunch

More intriguingly, one source, albeit based on limited information, said that if the mega round is true it will be fascinating to witness a number of top European VCs "colluding" in a bid to keep Silicon Valley at bay.

TechCrunch

Limits for foods for human consumption in the industrialized world (including exports from developing countries) are 4 20 ppb; those limits are based on limited information from risk assessments of HCC (Henry et al. 1999; van Egmond 2002).

Environmental Health Perspectives

When people are blindfolded, the brain has to plot a course for straight ahead based on limited information, including input from the vestibular system, which informs the sense of balance, and movement sensors in the muscles and joints.

Science Magazine

"We all draw conclusions about people based on limited information.

Independent

Human-verified similar examples from authoritative sources

Similar Expressions

13 human-written examples

On the federal rangelands of the Intermountain West, based on limited scientific information, wildlife policy has been interpreted to require separation of native bighorn sheep from livestock to prevent disease transmission.

Pastoralism: Research, Policy and Practice

This method could ultimately be used with large enzyme families to aid in the design of selective inhibitors of targets based on limited structural/function information.

Chemistry & Biology

Our study has presented a cost-effective and time-saving screening process that is based on limited structural information.

Plosone

A few methods can even make predictions for closely related MHC types not used for training [28], [29], [30], basically by interpolating between prediction models for the few experimentally characterized MHC types based on limited structural information about shared MHC residues or pockets.

Plosone

However, these reports were based on limited genetic information.

Emerging Infectious Diseases

Expert writing Tips

Best practice

When using "based on limited information", explicitly acknowledge the limitations. This enhances transparency and manages expectations regarding the certainty of the conclusion.

Common error

Avoid presenting claims "based on limited information" as definitive truths. Emphasize the tentative nature of the conclusions to maintain credibility.

Linguistic Context

The phrase "based on limited information" functions as an adjectival phrase modifying a noun. It describes the basis or foundation upon which a judgment, decision, or understanding is formed. It indicates that the available data is not comprehensive.

Expression frequency: Common

Frequent in

Science

39%

News & Media

37%

Formal & Business

24%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "based on limited information" is a common phrase used to express that a conclusion or decision is derived from incomplete or restricted data. Ludwig AI confirms that this phrase is grammatically correct and widely used across various contexts, especially in science, news, and formal business settings. When using this phrase, it's essential to acknowledge the data's limitations to ensure transparency and manage expectations. Alternatives like "relying on partial data" or "drawing from scant details" can provide nuanced ways to convey the same idea.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

relying on partial data

Focuses on the incompleteness of the data being used.

drawing from scant details

Emphasizes the lack of comprehensive information.

informed by incomplete knowledge

Highlights the deficiency in the understanding that guides the action.

predicated on restricted insights

Suggests that the basis of the action is confined or narrow.

grounded in preliminary findings

Implies that the conclusions are based on initial, not fully developed, evidence.

stemming from superficial understanding

Accentuates a lack of deep or thorough comprehension.

derived from high-level understanding

Focuses on strategy when limited information exists.

hinging on fragmented evidence

Highlights that the supporting evidence is broken or disjointed.

built on patchy intelligence

Emphasizes the uneven or inconsistent nature of the available data.

based on rough estimates

Conveys an approximate approach with imperfect data.

FAQs

What does "based on limited information" mean?

It means a conclusion, decision, or assessment has been made using incomplete or restricted data. It suggests that further or more detailed information may change the outcome.

How can I use "based on limited information" in a sentence?

You can say, "The initial diagnosis was "based on limited information", and further tests are needed for confirmation".

What are some alternatives to "based on limited information"?

Alternatives include phrases such as "relying on partial data", "drawing from scant details", or "informed by incomplete knowledge", each emphasizing a slightly different aspect of incomplete information.

When is it appropriate to use the phrase "based on limited information"?

Use it when you need to explain that a decision, conclusion, or opinion is provisional and subject to change as more information becomes available. It's particularly useful in situations where transparency about data limitations is important.