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Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

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positive predictor

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "positive predictor" is correct and usable in written English.
It can be used in contexts such as statistics, research, or any field where one variable is believed to indicate a favorable outcome for another variable. Example: "In our study, we found that a high level of physical activity is a positive predictor of overall health."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

We define a PWM as a positive predictor when its inferred activity is positively correlated with patient survival.

Physical capital endowment should generally be a positive predictor of adoption of diverse types of practices.

Mastery was also a positive predictor of GPA (β = .23, t = 3.01).

Preoperative state anxiety is a significant positive predictor of the immediate postoperative pain (β=0.30), which, in turn, is a positive predictor of pain on the wards (β=0.54).

Schooling was a strong, positive predictor of women's EA (odds ratio (OR)=13.7, 95% confidence interval (CI) [6.1, 30.6]).

Thus, motivation to do well in a particular class was a positive predictor of subsequent academic performance in that class.

The studies also suggest that the total number of therapy cycles is a positive predictor of the biochemical response.

Our findings show that openness to experience is the key positive predictor of mothers' activities that shape the climate for creativity in her relationship with the child.

A significant interaction between self-reported SEC and gender in predicting reading scores indicated that SEC was a significant positive predictor for reading outcomes in boys only.

The only positive predictor of DRUJ instability after surgical fixation was the injury induced ulnar variance as seen on the injury films.

Interestingly, we found service quality to be a positive predictor of customer loyalty, which supported hypothesis 6 (β = .383, t = 3.212, p < .001).001

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Expert writing Tips

Best practice

When using "positive predictor", ensure that there is empirical evidence or a strong theoretical basis to support the predictive relationship. Avoid implying causation without sufficient justification.

Common error

Avoid assuming that because something is a "positive predictor", it directly causes the outcome. There may be other confounding variables at play. Always consider alternative explanations.

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

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

82%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "positive predictor" functions as a noun phrase where "positive" modifies the noun "predictor". It describes a variable or factor that is associated with an increased likelihood of a particular outcome. Ludwig AI confirms this usage is valid, reflecting its role in identifying factors correlated with favorable results.

Expression frequency: Very common

Frequent in

Science

98%

News & Media

1%

Formal & Business

1%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The term "positive predictor" is a common and grammatically sound phrase used primarily within scientific and academic contexts to denote a factor that correlates with an increased likelihood of a specific outcome. As Ludwig AI confirms, it's essential to recognize that while it indicates a statistical relationship, it doesn't necessarily imply causation. Common errors include assuming direct causation and overlooking other influencing variables. Alternative phrases such as "favorable indicator" or "beneficial influence" can provide nuanced variations in meaning. The phrase's prevalence in scientific literature underscores its importance in research and analytical fields, emphasizing the need for precise and evidence-based application.

FAQs

How is a "positive predictor" used in statistical analysis?

In statistical analysis, a "positive predictor" indicates a variable that shows a direct relationship with another variable, meaning as one increases, the other is likely to increase as well. This relationship is often quantified using correlation coefficients or regression analysis.

What are some alternatives to using "positive predictor" in academic writing?

Depending on the context, alternatives to "positive predictor" could include "favorable indicator", "beneficial influence", or "promising factor". These alternatives can help vary your language while maintaining clarity.

Is it accurate to assume a "positive predictor" always guarantees a specific outcome?

No, a "positive predictor" doesn't guarantee an outcome. It only indicates a higher likelihood of that outcome occurring. Other factors can influence the final result, so it's essential to consider the overall context and other relevant variables.

What's the difference between a "positive predictor" and a "negative predictor"?

A "positive predictor" suggests that an increase in one variable is associated with an increase in another, while a "negative predictor" indicates that an increase in one variable is associated with a decrease in the other. They describe opposite relationships between variables.

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Source & Trust

82%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: