with accumulating data

USAGE SUMMARY

The phrase "with accumulating data" is correct and usable in written English.
It can be used when discussing the process of gathering or collecting data over time, often in a research or analytical context. Example: "The conclusions drawn from the study became more robust with accumulating data from various sources."

✓ Grammatically correct

Science

News & Media

Academia

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

These data are consistent with accumulating data from studies of other autoimmune diseases, such as lupus, suggesting greater severity among men despite higher incidence among women [ 29].

Arthritis Research and Therapy

Our analysis has overcome some of these limitations: large information size, inclusion of large recent studies, and trial sequential analysis correction for random error with accumulating data and repetitive testing.

British Medical Journal

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

Fusing sensorial with accumulated data, it could be the base of a sensor independent decision support system forming the common core of the future multi-sensorial landmine detection/identification systems.

Information and Software Technology

Our group has intensively studied BEST195 [ 13] and the draft sequence determined in this study is consistent with accumulated data reported for other B. subtilis natto strains.

BMC Genomics

With accumulated data, positive correlations were found for SLEDAI, mSLEDAI and anti-dsDNA antibody levels, and significant inverse relations were noted for complement factors C1q, C3 and C4, and with lymphocyte counts.

Arthritis Research and Therapy

In line with previous work, accumulating data suggest that Wnt signalling pathway inhibitors overexpression in calcifying vasculature (advanced carotid plaques and calcified aortas) might even be vasculoprotective and anti-calcific, most probably by closing a feedback loop that aims to retard further mineralization [ 3, 8].

CKJ: Clinical Kidney Journal

Although in the absence of a ligand AhR promotes progression of the cell cycle as shown in mouse hepatoma Hepa1c1c7, AhR null MEF cells and HepG2 human hepatoma cells transfected with AhR siRNA, accumulating data strongly suggests that TCDD inhibits cell proliferation [ 36- 40].

BMC Cancer

We design objective early stopping rules for harm that act as continuous safety screens for randomized controlled clinical trials using the accumulating data with blinded treatment information, which could be used by anyone, including trial investigators and trial leadership.

Contemporary Clinical Trials

Finally, Prof. Watkins demonstrated that they have established the DILIsim Initiative, which is a public-private partnership that is building a computer model to synthesize the rapidly accumulating data with the goal of predicting DILI liability in drug candidates.

Clinical and Translational Medicine

If the primary objective of a trial is to learn about the ability of a new treatment to help future patients without sacrificing the safe and effective treatment of the current patients, then a Bayesian design with frequent assessments of the accumulating data should be considered.

Contemporary Clinical Trials

Together with other accepted facilitators of evolution, accumulating data indicate that TEs can explain much about their rapid evolution and diversification.

Genome Biology and Evolution

Expert writing Tips

Best practice

When using "with accumulating data", ensure that the sentence clearly indicates what is being influenced or supported by the data. For example, "With accumulating data, the hypothesis gained stronger support."

Common error

Avoid using "with accumulating data" as a vague introductory phrase. Ensure the sentence explicitly states the subject or outcome that is being affected by the accumulating data. Don't let the phrase dangle without a clear connection to the main point.

Linguistic Context

The phrase "with accumulating data" functions as a prepositional phrase modifying a verb or clause. It indicates the circumstances or conditions under which something occurs or is understood, specifically the context of growing or increasing data. Ludwig indicates it is correct and usable.

Expression frequency: Rare

Frequent in

Science

75%

Academia

12%

News & Media

12%

Less common in

Ludwig's WRAP-UP

In summary, the phrase "with accumulating data" is a grammatically sound prepositional phrase used to provide context, indicating that a conclusion or action is informed by data that is growing over time. While Ludwig confirms its correctness, its frequency is relatively rare, primarily appearing in scientific and academic contexts. It's crucial to use the phrase with a clear connection to the element it modifies, avoiding vague introductions. Alternatives such as "with increasing data" or "as more data becomes available" can offer simpler or more formal variations. The choice depends on the desired level of formality and the specific nuance you wish to convey.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

with increasing data

Replaces "accumulating" with "increasing", emphasizing a steady rise in data volume.

as data accumulates

Shifts the structure to a clause emphasizing the process of data growth.

with growing data

Substitutes "accumulating" with "growing", indicating an organic expansion of data.

in light of accumulating data

Adds "in light of", highlighting the data's influence on understanding or decision-making.

given the accumulating data

Employs "given the", presenting the data as a condition or premise.

with the accumulation of data

Transforms "accumulating data" into a noun phrase, creating a more formal tone.

as more data becomes available

Focuses on the availability of data rather than the act of accumulation.

based on accumulating evidence

Replaces "data" with "evidence", suggesting a more conclusive body of information.

with the progression of data

Uses "progression" to emphasize the forward movement and development of the data.

considering the accumulating data

Replaces the preposition "with" and uses the verb "considering" for a more active voice.

FAQs

How can I rephrase "with accumulating data" to sound more formal?

You can opt for phrases like "in light of accumulating data", "given the accumulating data", or "with the accumulation of data" to achieve a more formal tone.

What's a simpler way to say "with accumulating data"?

Alternatives like "with increasing data" or "as more data becomes available" offer simpler and more direct ways to express the same concept.

Is it always necessary to specify "with accumulating data"?

No, sometimes the accumulation of data is implied. If the context already makes it clear that data is growing over time, you might simply state the conclusion or outcome without explicitly mentioning the data's accumulation. For example: "The hypothesis gained support" could be used instead of "With accumulating data, the hypothesis gained support" if it is implied the data is indeed accumulating.

How does "with accumulating data" differ from "based on existing data"?

"With accumulating data" implies a continuous process of data collection and its evolving impact, whereas "based on existing data" refers to conclusions drawn from a fixed dataset available at a specific point in time.