Normalization: meaning, definitions and examples

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normalization

 

[ ˈnɔːməlɪˌzeɪʃən ]

Noun / Verb
Context #1 | Noun

data processing

Normalization is the process of organizing data in a database to reduce redundancy and improve data integrity.

Synonyms

optimization, organization, standardization.

Which Synonym Should You Choose?

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Word Description / Examples
normalization

This term is generally used in contexts such as data management, databases, and mathematical processes where it means making something more regular or normal.

  • Normalization of the database was required to improve efficiency.
  • Through normalization, we can ensure that all data points are on the same scale.
standardization

This word is frequently used when discussing the process of making things conform to a standard to ensure consistency and uniformity. It can be commonly found in industries such as manufacturing and education.

  • Standardization of the testing procedures ensured fair assessment for all students.
  • The company introduced quality standardization to meet international market demands.
organization

This word is often used to refer to the process of arranging things in a structured order, or it can refer to a group of people working together for a particular purpose.

  • The organization of the files made it easier to find what we needed.
  • She works for a non-profit organization focused on environmental conservation.
optimization

This is used when discussing the process of making something as effective or functional as possible. It is common in contexts like computer science, logistics, and engineering.

  • Optimization of the supply chain can reduce costs significantly.
  • The algorithm underwent optimization to speed up its performance.

Examples of usage

  • Normalization helps in avoiding data anomalies.
  • By breaking data into smaller related tables, normalization reduces data redundancy.
  • Normalization ensures that each piece of data is stored only once.
  • Normalization helps in maintaining data consistency.
Context #2 | Noun

psychology

Normalization refers to the process of adapting or adjusting to a situation to make it seem normal.

Synonyms

adaptation, adjustment, assimilation.

Which Synonym Should You Choose?

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Word Description / Examples
normalization

Used in contexts where something is being made normal or typical again, especially after a period of irregularity or chaos.

  • The normalization of diplomatic relations between the two countries was a big step forward
  • The economy is slowly moving toward normalization after the crisis
adjustment

Used for minor changes or tweaks made to achieve a desired result or improve functionality, often used in mechanical, financial, or emotional contexts.

  • A slight adjustment to the machine improved its performance
  • He made a quick adjustment to his schedule
adaptation

Used when talking about the process of adjusting to new conditions, environments, or situations, especially in the context of living organisms or creative works.

  • Her adaptation to the new job was impressive
  • The movie is an adaptation of a famous novel
assimilation

Often used to describe the process of absorbing and integrating people, ideas, or cultures into a wider society or context. It can sometimes have a negative connotation if it implies loss of original identity.

  • The assimilation of immigrants into the local culture took several generations
  • His assimilation of new information is remarkably quick

Examples of usage

  • Adapting to a new culture involves normalization of behaviors and practices.
  • Normalization can help individuals cope with stress and anxiety.
  • Over time, normalization of a traumatic event can occur.
Context #3 | Verb

mathematics

To normalize means to adjust or scale a set of values to a common standard.

Synonyms

adjust, scale, standardize.

Which Synonym Should You Choose?

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Word Description / Examples
normalization

Used in data processing and databases, referring to the process of organizing data to reduce redundancy and improve integrity.

  • Normalization of the database tables is essential for optimizing performance
  • The normalization process helped clean up the dataset for analysis
standardize

Used when making things conform to a fixed standard, often in contexts where consistency across many instances is needed.

  • The manufacturer standardized its products to improve quality control
  • Standardizing protocols across the company ensures uniform customer service
adjust

Used when making small changes to achieve correctness or a desired result, often manually or with fine control.

  • He adjusted the volume on the TV
  • She adjusted her schedule to fit the new job
scale

Used in the context of resizing or adjusting the magnitude of objects or data, often involving enlargement or reduction.

  • The company plans to scale its operations globally
  • The artist scaled the image to fit the new canvas size

Examples of usage

  • Before comparing the data, we need to normalize the values.
  • Normalizing the data allows for fair comparisons across different scales.

Translations

Translations of the word "normalization" in other languages:

🇵🇹 normalização

🇮🇳 सामान्यीकरण

🇩🇪 Normalisierung

🇮🇩 normalisasi

🇺🇦 нормалізація

🇵🇱 normalizacja

🇯🇵 正規化 (せいきか)

🇫🇷 normalisation

🇪🇸 normalización

🇹🇷 normalizasyon

🇰🇷 정규화 (jeonggyuhwa)

🇸🇦 تطبيع

🇨🇿 normalizace

🇸🇰 normalizácia

🇨🇳 标准化 (biāozhǔnhuà)

🇸🇮 normalizacija

🇮🇸 stöðlun

🇰🇿 нормализациялау

🇬🇪 ნორმალიზაცია

🇦🇿 normallaşma

🇲🇽 normalización

Etymology

The term 'normalization' originated in the field of mathematics and was later adopted in various other disciplines such as data processing and psychology. In mathematics, normalization refers to adjusting values to a common standard, while in data processing, it involves organizing data to reduce redundancy. In psychology, normalization is about adapting to situations to make them seem normal, aiding individuals in coping with challenges and stress.

See also: abnormal, abnormality, normalcy, normality, normalize, normalizer, normally, paranormal, supernormal.

Word Frequency Rank

At position #14,288, this word is part of sophisticated English vocabulary. It's useful for academic or professional contexts where precise language is needed.