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
lead to misleading
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase 'lead to misleading' is correct English and can be used in written English.
For example, you could use it in a sentence such as: The inaccurate information provided by the survey could lead to misleading conclusions.
✓ Grammatically correct
Science
News & Media
Formal & Business
Alternative expressions(4)
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
In reality, these two-dimensions of voltage dips may not always indicate the actual impact on customers and the published indices can lead to misleading information.
We therefore need to refute popular 'push-pull' models, as they lead to misleading analyses on the nature, causes and future of migration.
That's why any misuse of the terms may lead to misleading concepts and misunderstanding for the readers, and potential mistakes on the field for training prescription.
Science
Nonexclusion of stromal compartment could lead to misleading information about its level of expression within tumour cells.
Science
However, due to the limitations of experiment, such as the multiple transcriptional time lags and lack of data points, the traditional linear models lead to misleading modeling.
Science
Selection of inappropriate time bands can lead to misleading results.
The use of such a narrow boundary can lead to misleading results and perverse decisions.
Violation of this assumption may lead to misleading and erroneous conclusions.
The taskforce said a "snapshot" pay ratio could lead to misleading comparisons and create perverse incentives.
News & Media
But some researchers said morning sickness could lead to misleading results in caffeine studies.
News & Media
The latter is needed for area-incompressible material behavior, where penalty-type regularizations can lead to misleading results.
Expert writing Tips
Best practice
When using "lead to misleading", ensure the subject clearly indicates the source of the misleading information or action. For example, 'Inaccurate data can lead to misleading conclusions.'
Common error
Avoid using "lead to misleading" without specifying what is being misled or the context of the misdirection. Be specific to enhance clarity.
Source & Trust
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "lead to misleading" functions as a causal connector, indicating that one thing can cause or result in something being misunderstood or misinterpreted. Ludwig AI confirms its correct usage.
Frequent in
Science
68%
News & Media
16%
Formal & Business
6%
Less common in
Academia
4%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "lead to misleading" serves as a crucial warning in various contexts, particularly within scientific research, news reporting, and formal business communications. As Ludwig AI confirms, the phrase is grammatically sound and widely used. Its function is primarily causal, indicating that a particular action or piece of information can result in misinterpretation or deception. The phrase exhibits a neutral to formal register, commonly appearing in authoritative sources like ScienceDirect, The Guardian, and The New York Times. Therefore, using this phrase effectively means ensuring clarity about the source and nature of the potential misdirection.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
cause misinterpretation
Highlights the act of interpreting incorrectly due to something.
prompt erroneous conclusions
Focuses on causing incorrect deductions.
contribute to misrepresentation
Focuses on the role of something in creating a false depiction.
result in deception
Focuses on the outcome of being deceived.
foster misunderstanding
Emphasizes the growth of a lack of understanding.
give a false impression
Emphasizes the creation of an inaccurate perception.
generate inaccurate information
Highlights the creation of data that is not correct.
create a distorted view
Focuses on altering the perception of reality.
precipitate flawed judgments
Emphasizes causing decisions based on errors.
induce confusion
Highlights the state of being perplexed or unclear.
FAQs
How can I use "lead to misleading" in a sentence?
The phrase "lead to misleading" indicates that something can cause someone to have an incorrect understanding or belief. For example, "Using outdated statistics can "lead to misleading" interpretations of current trends."
What are some alternatives to "lead to misleading"?
You can use alternatives such as "result in deception", "cause misinterpretation", or "give a false impression" depending on the context.
Is it better to say "lead to misleading" or "result in misleading"?
Both "lead to misleading" and "result in misleading" are grammatically correct and have similar meanings. The choice between them often depends on the specific nuance you want to convey and the flow of your sentence.
What kind of errors does "lead to misleading" typically prevent?
The phrase ""lead to misleading"" is often used to caution against drawing incorrect conclusions or making flawed decisions based on inaccurate or incomplete information. It highlights the potential for misinterpretation.
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
80%
Authority and reliability
4.5/5
Expert rating
Real-world application tested