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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
based on predictions and
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on predictions and" is correct and usable in written English.
It can be used when discussing conclusions, decisions, or actions that are derived from forecasts or estimations. Example: "The strategy was developed based on predictions and market trends observed over the past year."
✓ Grammatically correct
Science
News & Media
Academia
Alternative expressions(17)
based on estimates and
based on projections and
based on projection and
based on sentiment and
based on customs and
based on apps and
based on ideas and
based on cars and
based on hypotheses and
based on factoids and
based on interviews and
based on relationships and
based on experiments and
based on experiences and
based on computers and
based on calculations and
based on insights and
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
8 human-written examples
This is important because one cannot include separate regressors based on predictions and prediction errors in the same design matrix.
Science
We note that the presented findings resting on this methodology are based on predictions and that more than one transcription factors may bind to the same target.
Science
Thus, in principle, one can either hypothesize a network of states that represents the biochemical pathway of degradation based on predictions and prior knowledge, or one can use the mathematical relationships mentioned above to find the most parsimonious network that fits that data.
Science
The fact that in 2011 we still have a system of university admissions based on predictions and followed by an annual frenzied clearing auction can not be right.
News & Media
Instead of making products based on predictions and forecasts, you make them when an order is received.
News & Media
However, these numbers are based on predictions and are not fully supported by experimental evidence, and thus further studies are needed to draw any valid conclusions from this observation.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
52 human-written examples
He spent a year at the Massachusetts Institute of Technology, absorbing the ideas of Norbert Wiener, the father of cybernetics, who was opening up new approaches to controller design, based on prediction and probabilistic modelling.
News & Media
The evaluation of spatial prediction methods, based on prediction and validation sets, was done by comparing the statistics presented in Eqs. 1 through 4 (Table 6).
Based on prediction and comparison with other insect ORs [ 20, 22], we found full-length CbowORs had 3 to 8 TMD (transmembrane domains) (Table 3).
Science
Nevertheless, it is necessary to point out that Granger causality is not effective causality in the Aristothelic sense because it is based on prediction and numerical calculations.
Science
The LOD and LOQ were computed based on prediction and tolerance intervals using WLS to accommodate nonconstant variance of BSI, that is, significant increases of the variance of BSI as IPC increased.
Expert writing Tips
Best practice
When using "based on predictions and", ensure that the predictions are clearly sourced or justified to enhance credibility. This strengthens the argument or analysis being presented.
Common error
Avoid presenting conclusions "based on predictions and" as definitive facts. Acknowledge the inherent uncertainty in predictions to maintain transparency and avoid misleading your audience.
Source & Trust
80%
Authority and reliability
4.1/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on predictions and" functions as a prepositional phrase that modifies a verb or noun, indicating the foundation or rationale for a statement or action. As Ludwig AI suggests, this construction is deemed grammatically correct and usable in English writing.
Frequent in
Science
50%
News & Media
37%
Academia
13%
Less common in
Formal & Business
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
In summary, "based on predictions and" is a grammatically sound phrase used to justify a statement, decision, or action with a forward-looking rationale. While relatively uncommon, it appears most frequently in scientific and news contexts. As Ludwig AI states, it's a correct and usable phrase in English. When employing this phrase, it's advisable to clearly source the predictions to enhance credibility. Avoid presenting conclusions derived from predictions as definitive facts.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
according to projected data and
Replaces "based on" with "according to" and uses "projected data" instead of "predictions" to emphasize the data-driven nature.
relying on estimated outcomes and
Uses "relying on" to indicate dependence and "estimated outcomes" to convey a sense of calculated expectation.
informed by anticipated trends and
Replaces "based on" with "informed by" and uses "anticipated trends" to suggest a forward-looking perspective.
guided by forecasted results and
Uses "guided by" to imply direction and "forecasted results" to specify the use of forecasting in decision-making.
predicated on expected developments and
Replaces "based on" with "predicated on" to suggest a logical foundation and "expected developments" to denote anticipated changes.
contingent on predictive analysis and
Highlights the conditional aspect using "contingent on", emphasizing the role of predictive analysis.
drawing from anticipated figures and
Emphasizes the source of information as "anticipated figures" that the conclusion is "drawing from".
stemming from prognostic evaluations and
Indicates the origin of the conclusion using "stemming from", highlighting the use of "prognostic evaluations".
originating from speculative insights and
Suggests a less certain foundation with "originating from", using "speculative insights" to indicate potentially uncertain predictions.
derived from prospective assessments and
Uses "derived from" to indicate the source and "prospective assessments" to highlight forward-looking evaluations.
FAQs
How can I use "based on predictions and" in a sentence?
You can use "based on predictions and" to introduce a conclusion, decision, or plan that is informed by forecasts or estimations. For example, "The company's investment strategy is "based on predictions and" market analysis."
What are some alternatives to "based on predictions and"?
You can use alternatives such as "according to projected data and", "relying on estimated outcomes and", or "informed by anticipated trends and" depending on the specific context and nuance you wish to convey.
Is it better to say "based on predictions" or "based on predictions and analysis"?
The choice between "based on predictions" and "based on predictions and analysis" depends on whether additional factors beyond predictions are influencing the conclusion. If analysis is involved, including it provides a more complete picture.
How do I ensure that using something "based on predictions and" is credible?
To enhance credibility, clearly cite the source of the predictions and explain the methodology used to generate them. This transparency helps your audience assess the reliability of the information.
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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
4.1/5
Expert rating
Real-world application tested