ensure complete data

USAGE SUMMARY

The phrase "ensure complete data" is correct and usable in written English.
You can use it when emphasizing the importance of having all necessary information or data for a specific task or analysis. Example: "To proceed with the analysis, we must ensure complete data is collected from all sources."

✓ Grammatically correct

Science

Academia

News & Media

Formal & Business

Human-verified examples from authoritative sources

Exact Expressions

6 human-written examples

Prior to the on-site deployment of camera-mounted UAVs, the inspection objectives need to be identified, and optimal inspection plans must be developed; Such plans should ensure complete data acquisition and minimize the use of UAV's limited flight time.

Stanford University

To ensure complete data security and privacy for TRI's Turing Phone owners, TRI moved its manufacturing operations to Salo, a city with an impeccable history in mobile phone production," said Steve Chao, the CEO of Turing Robotics.

TechCrunch

To ensure complete data capture for study subjects, we excluded any resident who lived in BC for fewer than 275 days in 2006 (∼6% of the population).

Plosone

Computerised, web-based data collection forms (through REDCap) will be used throughout this study to ensure complete data entry.

BMJ Open

After a pilot study, measures to ensure complete data would need to be investigated to bring the level of missing data to an acceptable level.

BMC Medical Research Methodology

The online system utilizes internal algorithms to ensure complete data entry and the appropriate match between the reported diagnostic criterial symptoms and the assigned corresponding diagnoses for each of these disorders.

European Child and Adolescent Psychiatry

Human-verified similar examples from authoritative sources

Similar Expressions

54 human-written examples

While questionnaires are occasionally incomplete, the implemented monitoring system is efficient and ensures complete data sets.

BMC Infectious Diseases

Strengths of our study include prospective data collection ensuring complete data and the relatively large number of patients.

Critical Care

Only health-care plans that submit data for all plan members are included in the database, ensuring complete data capture and representative samples.

Cardiovascular Diabetology

Furthermore, only health-care plans that submitted data for all plan members are included in the database, ensuring complete data capture and representative samples.

Cardiovascular Diabetology

The electronic review form ensured complete data entry and computerized hospital data of the patients were transported into the electric forms in advance.

BMC Health Services Research

Expert writing Tips

Best practice

When using "ensure complete data", clearly define what 'complete' means in your specific context. This prevents ambiguity and sets a measurable standard.

Common error

Avoid assuming that data is complete simply because it has been collected. Implement validation checks and audits to actively verify completeness.

Linguistic Context

The phrase "ensure complete data" functions primarily as a directive, aiming to emphasize the importance of data integrity. As confirmed by Ludwig AI, it's a grammatically sound expression commonly used to highlight the necessity of thoroughness in data collection and management.

Expression frequency: Common

Frequent in

Science

46%

Academia

17%

News & Media

17%

Less common in

Formal & Business

17%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "ensure complete data" is a grammatically sound and frequently used expression across diverse fields like science, academia, business, and news. Ludwig AI confirms its correctness and usability. It primarily functions as a directive to emphasize the necessity of thorough and accurate data collection. To effectively use this phrase, it's crucial to define what 'complete' signifies within a specific context and implement validation checks to avoid assumptions of completeness. Alternatives such as "guarantee comprehensive data" and "verify thorough data" can be employed based on the desired emphasis.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

guarantee comprehensive data

Emphasizes a stronger assurance about the data's completeness and breadth.

verify thorough data

Focuses on confirming the data's depth and accuracy.

confirm comprehensive information

Similar to guaranteeing, but uses "information" for a broader scope.

validate exhaustive data

Highlights the act of checking to confirm that the data is comprehensive and complete.

assure comprehensive data sets

Focuses on assuring that the collection of data is broad and inclusive.

secure comprehensive data capture

Focuses on ensuring the secure collection of broad and inclusive data.

enforce complete data integrity

Emphasizes the need to maintain data's accuracy and consistency throughout its lifecycle.

ascertain complete data records

Focuses on the process of finding out and ensuring data records are complete.

ensure comprehensive data collection

Emphasizes ensuring a wide-ranging and thorough process of data gathering.

guarantee comprehensive information gathering

Focuses on ensuring a wide-ranging and thorough process of information gathering.

FAQs

How can I use "ensure complete data" in a sentence?

You can use "ensure complete data" to emphasize the importance of having all necessary information. For example, "To proceed with the analysis, we must "ensure complete data" is collected from all sources."

What are some alternatives to "ensure complete data"?

Alternatives include "guarantee comprehensive data", "verify thorough data", or "assure complete data sets", depending on the context.

Which is correct: "ensure complete data" or "ensure data is complete"?

Both phrases are correct, but "ensure complete data" is more concise. The longer form, "ensure data is complete", can be used for emphasis or clarity if needed.

What does it mean to "ensure complete data" in research?

In research, to ""ensure complete data"" means taking steps to guarantee that all relevant data points are collected and accurately recorded, minimizing missing or incomplete entries that could bias the results.