recommendations based on

USAGE SUMMARY

The phrase "recommendations based on" is correct and usable in written English.
You can use it when discussing suggestions or advice that are derived from specific information or data. Example: "The report includes recommendations based on the latest market research findings."

✓ Grammatically correct

News & Media

Academia

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

"Therefore, I would be uneasy to make any blanket recommendations based on this one study".

The New York Times - Health

I appreciate the felicitous recommendations based on my purchasing history.

The New Yorker

Making actionable Recommendations based on insights from data.

Harvard Business Review

"We make funding recommendations based on military requirements," she said.

The New York Times

Apple is giving you recommendations based on the phone in your pocket; Google is giving you recommendations based on everything you've done that it has recorded.

The New Yorker

General recommendations based on the literature review are presented.

Solar Energy in Buildings Optimizing Thermal Balance for Efficient Heating and Cooling

Experts devised seven recommendations based on an analysis of existing research.

The Guardian

Plug in your headphones and you'll get music recommendations based on your location.

The New Yorker

Pandora makes recommendations based on analysis of songs by musicologists in Pandora's Music Genome Project.

The New York Times - Tech

But, he said, the board generally did not make recommendations based on the work of others.

The New York Times

Instead speakers should make recommendations based on accepted medical and scientific evidence, he added.

The New York Times

Expert writing Tips

Best practice

When providing "recommendations based on" data, always cite the source of the data to enhance credibility.

Common error

Avoid making overly broad "recommendations based on" limited or specific data. Ensure the scope of your recommendations aligns with the scope of the evidence.

Linguistic Context

The phrase "recommendations based on" functions as a prepositional phrase modifying a noun, typically another noun implying suggestions or advice. As Ludwig AI confirms, it introduces the foundation or rationale behind the recommendations. For example, "policy recommendations based on findings" clarifies the origin of policy suggestions.

Expression frequency: Very common

Frequent in

News & Media

38%

Academia

27%

Science

20%

Less common in

Formal & Business

10%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "recommendations based on" is a versatile and frequently used prepositional phrase that enhances the credibility of advice or suggestions by explicitly linking them to supporting data or analysis. As Ludwig AI confirms, the phrase is grammatically sound and widely accepted. Analysis of usage patterns reveals its common presence in news media, academic research, and scientific publications, indicating its suitability for both formal and professional contexts. When employing this phrase, it's crucial to specify the data sources to enhance the reliability of your recommendations and avoid overgeneralization.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

suggestions derived from

Emphasizes the origin of the suggestions from a particular source.

advice informed by

Highlights that the advice is shaped or influenced by specific information.

guidance founded on

Stresses the solid basis or foundation upon which the guidance is built.

proposals stemming from

Indicates that the proposals originate or arise from certain factors.

conclusions drawn from

Focuses on the process of reaching conclusions based on available data.

assessments predicated on

Highlights that the assessments are based on specific assumptions or conditions.

findings supported by

Emphasizes that the findings are backed up or confirmed by evidence.

opinions originating from

Points out the source or starting point of the opinions.

views grounded in

Stresses that the views are firmly established or rooted in certain principles.

insights gained from

Focuses on the knowledge or understanding acquired through specific experiences or data.

FAQs

How can I use "recommendations based on" in a sentence?

You can use "recommendations based on" to introduce advice or suggestions that are derived from specific data or analysis. For instance, "The report includes "recommendations based on" the latest market research findings."

What are some alternatives to "recommendations based on"?

Alternatives include "suggestions derived from", "advice informed by", or "guidance founded on" depending on the specific context and nuance you want to convey.

Is it better to say "recommendations based on" or "recommendations that are based on"?

"Recommendations based on" is generally more concise and preferred in most contexts. The phrase "recommendations that are based on" is grammatically correct but can sound more verbose. Choose the version that best fits the flow and style of your writing.

What is the difference between "recommendations based on" and "conclusions based on"?

"Recommendations based on" suggest specific actions or advice derived from data. "Conclusions based on", however, refer to judgments or understandings reached after analyzing information. While related, "conclusions based on" explain what you understand, whereas "recommendations based on" suggest what should be done.