data manipulation

USAGE SUMMARY

The term "data manipulation" is correct and usable in written English.
You can use it when talking about a situation in which data of some kind is changed, either by being shifted, combined, or otherwise altered. For example, you could say "The company uses data manipulation to adjust their production schedules."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

59 human-written examples

Ethical Electric's data manipulation maximizes the impact of its resources.

The Guardian

But it is manifestly not clandestine data manipulation.

The Guardian

They gleefully blogged that the emails revealed extensive data manipulation.

The Guardian

"It was the period before this when I fear such data manipulation would have been worse.

The Guardian

At first, Takata's American engineers appeared to raise concerns about data manipulation.

The New York Times

His syllabus reflects the issues, which include tricky questions of data manipulation and conflicts of interest.

The New York Times - Science

The uncanny stability increased concerns about data manipulation.

The Economist

The reason for specifying a cutoff date in advance is precisely to avoid any later allegation of data manipulation.

The New York Times

"Total data manipulation," tweeted a writer at Zerohedge, a financial news blog.

The New York Times

Data manipulation and/or scientific fraud  .

Evolution: Education and Outreach

Human-verified similar examples from authoritative sources

Similar Expressions

1 human-written examples

Students used e-mail to ask questions, data-manipulation software for homework and my own graphics programs to visualize concepts.

The New York Times - Tech

Expert writing Tips

Best practice

When describing the process of changing data, be specific about the type of "data manipulation" involved, such as cleaning, transforming, or aggregating, to provide clarity and context.

Common error

Avoid using "data manipulation" vaguely; clearly specify the type of transformation or process being applied to the data. Using broader terms like "data analysis" or "data processing" may be more appropriate if the specific alteration is not the core focus.

Linguistic Context

The phrase "data manipulation" functions primarily as a noun phrase. It identifies the process of altering data, which can range from simple cleaning to complex transformations. Ludwig AI confirms its usability in describing situations where data is changed.

Expression frequency: Very common

Frequent in

Science

40%

News & Media

35%

Formal & Business

10%

Less common in

Wiki

5%

Encyclopedias

5%

Reference

5%

Ludwig's WRAP-UP

The phrase "data manipulation" is a grammatically correct and commonly used term to describe the process of changing data. Ludwig AI validates its usability, and its prevalence across various fields, including science, news, and technology, underscores its versatility. While generally neutral, the phrase can imply unethical practices if context is not provided. When using "data manipulation", be specific about the type of change to avoid ambiguity.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

data modification

Similar to "data alteration", but may suggest a more controlled or intentional change to the data.

data alteration

Emphasizes the act of changing data, potentially implying a less systematic approach than "data manipulation".

data transformation

Implies a change in the structure or format of the data, rather than just its values.

data processing

Focuses on the transformation of data into a usable form, which is a broader concept than manipulation.

data treatment

Suggests a specific procedure applied to data to achieve a certain outcome.

data wrangling

Refers to the process of cleaning, structuring, and converting data into a usable format, often from raw data.

data munging

An informal term for transforming and mapping data from one format to another.

information management

Addresses the organization, storage, and retrieval of data, encompassing a broader scope than "data manipulation".

database management

Refers to the administration and control of data stored in a database.

statistical analysis

Involves the application of statistical methods to data to extract meaningful insights.

FAQs

How can I use "data manipulation" in a sentence?

You can use "data manipulation" to describe altering data. For example, "The study revealed concerns about potential "data manipulation" in the research findings" or "Efficient "data manipulation" techniques are essential for large datasets".

What is the difference between "data manipulation" and ""data analysis""?

"Data manipulation" refers to the process of changing or altering data, while ""data analysis"" involves examining data to draw conclusions or insights. "Data manipulation" is often a preliminary step to "data analysis".

Are there any negative connotations associated with "data manipulation"?

While "data manipulation" itself is a neutral term, it can sometimes imply unethical or fraudulent activity if the data is altered to deceive or misrepresent results. It's important to provide context to clarify the intent behind the "data manipulation".

What are some skills related to "data manipulation"?

Related skills include data cleaning, data transformation, "database management", and using tools like Excel, SQL, and programming languages such as Python or R. These skills are essential for performing effective "data manipulation".