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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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based on predictions and

Grammar usage guide and real-world examples

USAGE 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

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.

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.

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.

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

The Guardian

Instead of making products based on predictions and forecasts, you make them when an order is received.

News & Media

Forbes

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.

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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.

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).

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.

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.

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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.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

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.

Expression frequency: Uncommon

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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Source & Trust

80%

Authority and reliability

4.1/5

Expert rating

Real-world application tested

Most frequent sentences: