based on accumulated data

USAGE SUMMARY

The phrase "based on accumulated data" is correct and usable in written English.
You can use it when discussing conclusions, decisions, or analyses that rely on previously gathered information or statistics. Example: "The recommendations provided in this report are based on accumulated data from various studies conducted over the past decade."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

Based on accumulated data, we think PhLP1 affects AC5 activity by a dual mechanism.

eLife

Based on accumulated data in neoadjuvant settings, platinum agents will be likely incorporated into the standard of care treatment of TNBC in the near future.

F1000Research

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

Input parameters are based on accumulated experimental data and represent average values for the geophysical condition under study.

Earth, Planets and Space

The temporary locations were chosen based on accumulated EMS data (EMS center's registry), in which most geographically affected areas with regard to number of incidents and traffic congestion together with the distance to the nearest hospital were used to identify most appropriate locations for TS.

International Journal of Emergency Medicine

Based on accumulated sequence data from the Los Alamos HIV Database (HIVDB) for HIV-1 subtype B Nef, we synthesized peptides corresponding to the consensus sequence and several naturally occurring mutants.

Plosone

This foundation is consistent with the suggestion, outlined earlier, to make decisions based on accumulated evidence, including qualitative data, and to use multiple judges; it is also consistent with providing feedback and feedforward [ 2, 3, 6, 17- 22]. 4. Strengths in one area cannot be used to compensate for deficits in a different area.

BMC Medical Education

Zauzmer's system, based on a prediction model he calls "Oscarlytics", relies on accumulated data from other awards, critic scores and betting odds.

The Guardian - Film

Based on accumulating experimental data we broadly categorized the AhR in three important pathways.

BMC Cancer

The concept of the customization system as an open source can assist in the distribution of splint-parameter big data based on accumulated individual practical experiences.

3D Printing in Medicine

Subjects could thus make choices based on accumulated evidence after each new sample of data, with the LLR for each star corresponding to its position relative to each triangle.

eLife

Based on our accumulated data, we hypothesize that PRDX1 shields the dependence of mammary tumors on estrogen-mediated growth stimulation, which eventually is of benefit for the patient.

Breast Cancer Research

Expert writing Tips

Best practice

When using "based on accumulated data", ensure the data source is credible and relevant to your analysis. This strengthens the validity of your conclusions.

Common error

Avoid making overly definitive claims when your analysis is "based on accumulated data". Acknowledge potential limitations or biases in the data to maintain credibility.

Linguistic Context

The phrase "based on accumulated data" functions as a prepositional phrase that modifies a clause or sentence. It introduces the foundation or justification for a statement, decision, or conclusion. As demonstrated by Ludwig, this phrase is commonly used to provide a rationale rooted in empirical evidence.

Expression frequency: Common

Frequent in

Science

75%

News & Media

15%

Formal & Business

10%

Less common in

Encyclopedias

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "based on accumulated data" is a grammatically correct and frequently used phrase to indicate that a conclusion or decision is supported by collected information. Ludwig AI confirms its usability across various contexts, especially in scientific and technical writing. While alternatives like "according to collected information" exist, "based on accumulated data" remains a clear and effective choice. Remember to ensure the reliability of the data and avoid overstating your conclusions when using this phrase.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

according to collected information

Replaces "based on" with "according to" and "accumulated data" with "collected information".

drawing from aggregate data

Uses a more formal tone with "drawing from" instead of "based on" and "aggregate data" in place of "accumulated data".

informed by compiled evidence

Replaces "based on" with "informed by" and "accumulated data" with "compiled evidence".

using gathered statistics

Focuses on the statistical aspect of the data, substituting "accumulated data" with "gathered statistics".

derived from historical records

Specifies that the data is historical and substitutes "accumulated data" with "historical records".

as indicated by collective findings

Uses a more formal tone, replacing "based on" with "as indicated by" and "accumulated data" with "collective findings".

informed by past observations

Specifies that the data relates to past observations, changing "accumulated data" to "past observations".

relying on aggregated insights

Replaces "based on" with "relying on" and "accumulated data" with "aggregated insights".

founded on established facts

Emphasizes the factual basis, substituting "accumulated data" with "established facts".

with reference to compiled knowledge

More formal, and focuses on "compiled knowledge" rather than raw data.

FAQs

How can I use "based on accumulated data" in a sentence?

You can use "based on accumulated data" to introduce a conclusion, recommendation, or analysis that relies on previously gathered information. For example, "The new strategy is "based on accumulated data" from customer surveys and sales reports".

What are some alternatives to "based on accumulated data"?

Alternatives include "according to collected information", "drawing from aggregate data", or "informed by compiled evidence". The best choice depends on the context and desired level of formality.

Is it better to say "based on accumulated data" or "based on accumulated evidence"?

Both phrases are grammatically correct and usable. "Based on accumulated data" emphasizes quantitative information, while "based on accumulated evidence" is more general and can include qualitative information.

What's the difference between "accumulated data" and "aggregated data"?

"Accumulated data" refers to data that has been gathered over time. "Aggregated data" refers to data that has been combined or summarized. While there can be overlap, "aggregated data" implies a specific processing step that "accumulated data" does not.