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
indication oriented
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "indication oriented" is not standard in written English and may cause confusion.
It could be used in contexts where you want to describe something that is focused on providing indications or signals, but it is not commonly recognized. Example: "The new software is designed to be indication oriented, helping users quickly identify key metrics."
⚠ May contain grammatical issues
Science
News & Media
Formal & Business
Alternative expressions(1)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified similar examples from authoritative sources
Similar Expressions
60 human-written examples
In many everyday clinical situations, patient management will be symptom oriented and the indication for interdisciplinary (e.g. psychological) evaluation will depend mostly on symptom burden.
These analytic methods will be oriented toward reduction of indication bias.
The American College of Cardiology Foundation (ACCF) along with the American Society of Echocardiography ASEE) have enabled an accurate and clinically oriented evaluation of echocardiography indications by introducing Appropriate Use Criteria (AUC).
Many performance measures are outcome oriented, and therefore do not provide an indication of the process by which the outcomes are achieved.
Science
The two potential glycosylation sites that are present in the GN and NSm sequences have been shown to be modified in P78, an indication that both the NSm and GN ectodomains are oriented towards the lumen of the endoplasmic reticulum.
For these outdoor measurements used for validation purposes (Figure 2), the CPE antennas have always been oriented in the direction where the Received Signal Strength Indication (RSSI) reaches a maximum.
The system is product oriented, but TLV can restrict reimbursement to specific indications or for a limited time whilst more data are collected.
This book introduces a process-based, patient-centered approach to palliative care that substantiates an indication-oriented treatment and radical reconsideration of our transition to death.
Academia
Also, the indication-oriented questions in version A may have been perceived as easier to answer because they were more structured, facilitating recall of previous treatments.
In another study, in the EUROCAT NNL, the maternal recall of prescribed medication during pregnancy was investigated by comparing the results of a paper questionnaire using indication-oriented questions with the medication registered in the EUROCAT NNL database based on information from the pharmacy.
Science
This consideration led to the idea of developing a standardized instrument which contributes on the one hand to diagnosing chronic depressive disorders by identifying the process and quality of preoperational thinking and which on the other hand facilitates therapeutic decisions (in the form of an indication-oriented diagnosis).
Science
Expert writing Tips
Best practice
Consider using more established phrases like "indicator-driven" or "evidence-based" for clarity and wider acceptance.
Common error
Avoid using "indication oriented" in formal writing, as it may sound unnatural and could be misinterpreted. Opt for clearer and more conventional alternatives to ensure effective communication.
Source & Trust
77%
Authority and reliability
2.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "indication oriented" functions as a descriptive adjective, attempting to characterize something as focused on or guided by indications. However, its non-standard usage raises questions about its clarity and effectiveness. Ludwig AI identifies it as non-standard.
Frequent in
Science
0%
News & Media
0%
Formal & Business
0%
Less common in
Science
0%
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
In summary, while "indication oriented" attempts to describe something guided by indications, Ludwig AI identifies it as a non-standard phrase with questionable grammatical status. Its infrequent usage across various contexts suggests that clearer, more established alternatives like "indicator-driven", "evidence-based", or "sign-oriented" are generally preferred. These alternatives enhance clarity and ensure more effective communication in both formal and informal settings. Always prioritize precision in language to avoid potential misinterpretations.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
Indicator-driven
Focuses on the use of indicators as the main guiding factor, replacing "indication" with "indicator" and restructuring the phrase.
Sign-oriented
Replaces "indication" with "sign", emphasizing the focus on signs as guiding elements.
Signal-driven
Uses "signal" instead of "indication", highlighting the importance of signals in guiding actions.
Clue-focused
Emphasizes the focus on clues as the primary guiding factor, using a more informal term.
Evidence-based
Highlights the use of evidence as a guide, which is a more formal and widely accepted term in research contexts.
Data-oriented
Focuses on the use of data as a guide, similar to evidence-based but broader in scope.
Symptom-directed
Highlights a focus on symptoms as the primary indicator for action, particularly in medical contexts.
Guided by indications
Restructures the phrase to use a passive voice, emphasizing the guiding role of indications.
Driven by signals
Similar to "guided by indications" but uses "signals" to emphasize directional cues.
Indicator-led
Uses "indicator" and "led" to convey the sense of being guided by indicators.
FAQs
What does "indication oriented" mean?
The phrase "indication oriented" is not a standard term, but it suggests a focus on indications or signals. Depending on the context, it might mean being guided by specific signs or data. However, using clearer alternatives like "indicator driven" or "evidence based" is generally recommended.
How can I rephrase "indication oriented" to sound more professional?
To sound more professional, replace "indication oriented" with phrases like "data oriented", "result oriented", or "signal driven". These alternatives are more widely recognized and convey a similar meaning with greater clarity.
Is "indication oriented" grammatically correct?
While not strictly ungrammatical, "indication oriented" is not a commonly used phrase. It's better to use established phrases like "guided by indications", which offer better clarity and are more grammatically sound.
Are there situations where "indication oriented" might be appropriate?
While generally not recommended for formal writing, "indication oriented" might be used in specific technical contexts where the focus on 'indications' is crucial. However, ensure the audience understands the intended meaning, and consider whether alternatives like "indicator led" or "sign oriented" might serve better.
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
77%
Authority and reliability
2.8/5
Expert rating
Real-world application tested