Used and loved by millions
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
cognitive complexity
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "cognitive complexity" is correct and usable in written English.
It can be used in contexts discussing mental processes, problem-solving, or the intricacies of thought and understanding. Example: "The study aimed to measure the cognitive complexity of individuals when faced with challenging tasks."
✓ Grammatically correct
Science
News & Media
Academia
Alternative expressions(20)
level of understanding
cognitive load
mental workload
a mental quagmire
degree of comprehension
extent of understanding
amount of expertise
accumulation of learning
summation of knowledge
degree of understanding
requirement of knowledge
intellectual awareness
range of expertise
degree of expertise
level of insight
level of knowledge
body of knowledge
quantity of information
extent of learning
level of appreciation
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
60 human-written examples
There is mounting evidence that complex computer system displays in control rooms contribute to cognitive complexity and, thus, to the probability of human error.
- Challenging Activities: Challenge the students toward cognitive complexity.
Academia
In humans, this sort of behavior is thought to be linked to creativity and cognitive complexity.
News & Media
The social intelligence hypothesis proposes that social complexity selects for cognitive complexity.
Science
Cognitive complexity and task sequencing: Studies in a componential framework for second language task design.
Science
Measuring the influence of cognitive complexity on relational reasoning: The development of the Latin Square Task.
Moreover, group role balance positively predicts group cognitive complexity and is negatively related to teamwork quality.
It's very hard to write rules that say, 'You are not allowed to create this level of cognitive complexity for the consumer.'" Whenever he goes into a supermarket, Leigh says, he looks for a two-litre bottle of Coke.
News & Media
Research into the mindsets of anti-vaccination campaigners suggests that they tend to exhibit traits such as conspiratorial thinking, reasoning flaws, a reliance on anecdote over data and low cognitive complexity in thinking patterns.
News & Media
Both cognitive complexity and control (CCC) theory and relational complexity (RC) theory attribute younger children's difficulty to task complexity.
Science
Conversely, openness to new experiences, cognitive complexity, tolerance of uncertainty, and (to a small extent) self-esteem were all positively associated with liberalism.
News & Media
Expert writing Tips
Best practice
When discussing abstract concepts, clearly define "cognitive complexity" to ensure your audience understands the specific mental processes or capabilities you are referencing.
Common error
Avoid using "cognitive complexity" as a simple synonym for intelligence. While related, cognitive complexity specifically refers to the intricate mental processes involved in understanding and problem-solving, not overall intellectual capacity.
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "cognitive complexity" functions primarily as a noun phrase. It describes the degree to which mental processes are intricate and multifaceted. As Ludwig AI confirms, it's widely used and accepted. It's use is appropriate for describing intricate mental processes and problem solving.
Frequent in
Science
50%
News & Media
31%
Academia
7%
Less common in
Encyclopedias
2%
Formal & Business
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "cognitive complexity" is a commonly used noun phrase that refers to the intricacy and depth of mental processes. Ludwig AI confirms its correctness and usability across various domains, particularly in science, news, and academia. It is crucial to differentiate it from general intelligence and to define it clearly when used in abstract contexts. By understanding its proper usage and related concepts, writers can effectively convey the nuances of mental processing and problem-solving. While alternatives like "mental complexity" and "intellectual sophistication" exist, "cognitive complexity" maintains its distinct technical connotation.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
mental complexity
Focuses more on the mental aspect rather than the broader cognitive processes.
thought complexity
Highlights the intricate nature of thoughts and reasoning.
intellectual sophistication
Implies a higher level of refinement in intellectual capabilities.
integrative complexity
Relates to the capacity to consider multiple perspectives and integrate them.
information processing capacity
Emphasizes the ability to handle and process large amounts of information.
depth of reasoning
Focuses on the profoundness and thoroughness of the thought process.
problem-solving ability
Focuses specifically on the skill of solving complex problems.
cognitive load
Refers to the amount of mental effort required for a task.
mental workload
Highlights the effort spent on mental tasks.
level of understanding
Indicates the degree to which something is comprehended.
FAQs
How can I improve my "cognitive complexity"?
Engage in activities that challenge your thinking, such as learning new skills, solving complex problems, and exposing yourself to diverse perspectives. Activities that promote critical thinking and analysis can expand your "problem solving ability" and "depth of reasoning".
What is the relationship between "cognitive complexity" and intelligence?
While higher intelligence often correlates with greater "cognitive complexity", they are not identical. "Cognitive complexity" refers specifically to the intricacies of mental processes, while intelligence encompasses a broader range of abilities. You can have a good "level of understanding" without necessarily having a high "cognitive complexity".
In what contexts is "cognitive complexity" most relevant?
"Cognitive complexity" is particularly relevant in contexts involving decision-making, problem-solving, and understanding abstract concepts. It is often discussed in fields such as psychology, education, and computer science.
What are some signs of low "cognitive complexity" in thinking patterns?
Signs may include a reliance on simple explanations, difficulty understanding nuanced arguments, a tendency towards black-and-white thinking, and an aversion to "tolerance of uncertainty". Low cognitive complexity can also manifest as conspiratorial thinking.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested