by the predictor variable

USAGE SUMMARY

The phrase "by the predictor variable" is correct and usable in written English.
It can be used in statistical or research contexts when discussing the influence or effect of a specific variable on an outcome. Example: "The results were significantly affected by the predictor variable, indicating a strong correlation between the two."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

This section will present the results of the categorical regression analysis organized by the predictor variable.

International Journal of STEM Education

Less than half of the variation of foliage biomass was explained by the predictor variable(s).

Forest Ecosystems

In general, the variation of biomass explained by the predictor variable(s) was larger in regression models than in BEF ones, except for stem and stem wood (Table 1).

Forest Ecosystems

In contrast, the conditional model assumes that a single variable is distributed according to the tree and is influenced by the predictor variable only at the tips of the tree.

Plosone

The amount of variation in the response variable accounted for by the predictor variable could also be mentioned (R2 = 0.271), but this is still not as informative.

BMC Physiology

R 2 adj = variance in the dependent variable accounted for by the predictor variable(s), adjusting for statistical shrinkage; SF-12 = Medical Outcomes Study Short Form PCSS = Physical Component Summary Scale; EDQOL = Eating Disorders Quality of Life Questionnaire; DOR = days out of role; WSAS = Work and Social Adjustment Scale.

BMC Psychiatry

Human-verified similar examples from authoritative sources

Similar Expressions

52 human-written examples

21 For instance, by considering the predictor variable of interest (ie, PDC categories), with this approach each participant's cumulative adherence is recalculated from the start of follow-up until the time of each outcome onset.

BMJ Open

Some of the spatial structure can be explained by the predictor variables used in the model.

Ecological Modelling

This shows that little variations in the safety indicators are explained by the predictor variables.

Journal of Modern Transportation

The laterals roots and root system biomass models showed that more than 99% of the BGB variation was explained by the predictor variables (Tables 4, 5).

Carbon Balance and Management

The root collar and taproot biomass models showed that more than 96 and 98% of the BGB variation, respectively, were explained by the predictor variables.

Carbon Balance and Management

Expert writing Tips

Best practice

When using "by the predictor variable", ensure that the variable is clearly defined and relevant to the analysis. This phrase is most effective when the relationship between the predictor and outcome is the focus of the discussion.

Common error

Avoid assuming that a relationship "by the predictor variable" implies causation. Correlation does not equal causation; further analysis is needed to establish causality.

Linguistic Context

The phrase "by the predictor variable" functions as a prepositional phrase that modifies a verb or noun, indicating the means or mechanism through which a variable influences or accounts for a particular outcome. Ludwig confirms this usage.

Expression frequency: Rare

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

The phrase "by the predictor variable" serves as a prepositional phrase used to denote how an outcome is influenced or explained by a predictor variable in statistical models. Ludwig AI confirms its correct usage in written English, particularly within scientific and academic contexts. Despite its grammatical correctness, it's a relatively rare phrase, primarily confined to scientific domains. Remember to consider correlation versus causation when using this term, and ensure the predictor variable is clearly defined. Alternative phrasing, such as "explained by the independent variable", may provide greater clarity depending on the audience and context.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

explained by the independent variable

Focuses on the 'independent' aspect of the predictor, highlighting its role as the influencing factor.

accounted for by the predictive factor

Uses 'accounted for' to emphasize the proportion explained and substitutes 'variable' with 'factor'.

determined by the forecasting element

Replaces 'predictor' with 'forecasting element' and 'variable' with 'element', emphasizing prediction.

influenced by the explanatory factor

Highlights the 'explanatory' nature, focusing on how the factor clarifies the outcome.

as a function of the predictor variable

Expresses the relationship mathematically, indicating the outcome depends on the predictor.

depending on the predictor variable

Indicates conditional dependence on the predictor.

due to the predictor variable

Highlights the causal aspect of the predictor's effect.

mediated by the predictor variable

Emphasizes the predictor as a mediator of an effect.

modulated by the predictor variable

Suggests that the predictor variable affects the strength or intensity of a relationship.

under the control of the predictor variable

Suggests the predictor variable has a strong, governing influence.

FAQs

How can I use "by the predictor variable" in a sentence?

Use "by the predictor variable" to show the influence or effect a variable has on an outcome. For example: "The model's accuracy was significantly affected by the predictor variable, indicating a strong relationship."

What are some alternatives to "by the predictor variable"?

Alternatives include "explained by the independent variable", "accounted for by the predictive factor", or "influenced by the explanatory factor" depending on the specific context.

In what context is it appropriate to use "by the predictor variable"?

This phrase is suitable in statistical, research, and analytical contexts when discussing the impact or explanatory power of a specific variable in predicting an outcome.

How does the phrase "by the predictor variable" relate to regression analysis?

In regression analysis, "by the predictor variable" is often used to describe how much of the variation in the dependent variable can be attributed to the independent, or predictor, variable.