generalization
Medium-HighFormal, Academic, Technical
Definition
Meaning
A broad statement or principle that applies to many cases, often derived from specific observations or facts.
The process of forming such a broad principle or concept. In psychology, it refers to the tendency to respond similarly to different but related stimuli. In computing/AI, it describes a model's ability to perform well on new, unseen data.
Linguistics
Semantic Notes
Often implies simplification, sometimes at the cost of accuracy or nuance. Can be neutral (scientific) or pejorative (oversimplified stereotype).
Dialectal Variation
British vs American Usage
Differences
Spelling: British English also commonly uses 'generalisation'. The 'z' spelling is dominant in American English.
Connotations
No significant difference in connotation between the variants.
Frequency
Slightly more common in academic and technical registers in both varieties.
Vocabulary
Collocations
Grammar
Valency Patterns
generalization about [noun phrase]generalization from [source]generalization that [clause]generalization of [concept/theory]Vocabulary
Synonyms
Strong
Neutral
Weak
Vocabulary
Antonyms
Phrases
Idioms & Phrases
- “A sweeping generalization”
- “To paint with a broad brush”
Usage
Context Usage
Business
"We must avoid broad generalizations about consumer behavior and focus on market-specific data."
Academic
"The study's findings allow for a tentative generalization to the wider population."
Everyday
"It's just a generalization, but most people I know prefer sunny holidays."
Technical
"The model's poor generalization indicates overfitting to the training dataset."
Examples
By Part of Speech
verb
British English
- It is unwise to generalise from such a small sample size.
- Researchers can generalise these findings to similar urban contexts.
American English
- It is unwise to generalize from such a small sample size.
- Researchers can generalize these findings to similar urban contexts.
adverb
British English
- Speaking generally, the rule holds true.
- The theory is generally accepted.
American English
- Speaking generally, the rule holds true.
- The theory is generally accepted.
adjective
British English
- The generalised statement lacked the necessary nuance for policy.
- She suffers from generalised anxiety.
American English
- The generalized statement lacked the necessary nuance for policy.
- She suffers from generalized anxiety.
Examples
By CEFR Level
- My mum says all cats hate water. That's a big generalization!
- The teacher warned us against making generalizations about people from other cultures.
- While the author's generalization about economic trends was compelling, several notable exceptions exist.
- The philosophical treatise hinges on the generalization of a single ethical principle to a vast array of human interactions.
Learning
Memory Aids
Mnemonic
Think: A GENERAL IZE-ation makes things general for everyone's eyes (ize). It takes specifics and makes them wide and general.
Conceptual Metaphor
THINKING IS SEEING ("broad view"), ABSTRACTION IS A NET ("casting a wide net"), SIMPLIFICATION IS SMOOTHING ("smoothing over details")
Watch out
Common Pitfalls
Translation Traps (for Russian speakers)
- Avoid direct translation of Russian 'генерализация' in non-academic contexts; it can sound overly formal. 'Обобщение' is closer, but 'generalization' often implies a *conclusion*, not just a summary.
- In casual speech, Russians might use 'вообще' to introduce a generalization; the English equivalent is often 'in general' or 'generally speaking'.
Common Mistakes
- Using 'generalization' as a synonym for 'summary' (a summary condenses; a generalisation abstracts).
- Misspelling as 'generelization' or 'generalizacion'.
- Using without an article where one is needed (e.g., 'He made generalization' instead of 'He made a generalization').
Practice
Quiz
In machine learning, what does 'poor generalization' typically indicate?
FAQ
Frequently Asked Questions
No. In science and logic, generalization is a crucial process for forming theories and laws from specific observations. It becomes problematic (a hasty or sweeping generalization) when it is made without sufficient evidence or ignores important exceptions.
A stereotype is a specific, often negative, type of generalization about a group of people that is oversimplified, rigid, and frequently prejudicial. 'Generalization' is a broader, more neutral term that can apply to any subject.
The related verb is 'generalize' (US) / 'generalise' (UK). 'Generalization' itself is solely a noun.
The opposite process is often called 'specification' or 'particularization'—moving from a general rule to a specific instance or case.
Collections
Part of a collection
Abstract Thinking
B2 · 49 words · Words for ideas, reasoning and intellectual concepts.
Science and Research
B2 · 43 words · Academic and scientific research methodology.
Critical Thinking
C1 · 49 words · Vocabulary for structured logical reasoning and analysis.
Scientific Terminology
C1 · 44 words · Precise vocabulary used in scientific disciplines.