fits the data

USAGE SUMMARY

The phrase "fits the data" is correct and usable in written English.
You can use it when discussing how well a model, theory, or explanation aligns with or corresponds to a set of data. Example: "The new algorithm we developed fits the data better than the previous model, leading to more accurate predictions."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Not surprisingly, a non-linear trend fits the data better.

University of California, Berkeley

Error analysis revealed that Freundlich model fits the data best.

Journal of Environmental Chemical Engineering

The computer constructing the model "learns" during the construction process what model best fits the data.

Harvard Business Review

The solid blue line represents the theoretical model that best fits the data (pink dots).

Harvard University

Even a line that fits the data points closely may not say something definitive about causality.

Massachusetts Institute of Technology

Failure to reject the null hypothesis indicates that the trimmed model still fits the data.

Columbia University

We can avoid linear algebra and directly write down a polynomial which fits the data.

Harvard University

Here we use the set_plot_aspect_ratio command to resize the plot so that it fits the data.

Harvard University

The model fits the data well and is sufficiently accurate for engineering purposes.

Nuclear Engineering and Design

The model fits the data well and the findings supported the proposed pathways among variables.

Children and Youth Services Review

The plots indicated that the 3- parameter Weibull distribution fits the data well.

Journal of Nuclear Materials

Expert writing Tips

Best practice

Use "fits the data" to underscore the alignment between a theoretical model and empirical findings. This strengthens the credibility of your conclusions.

Common error

Avoid assuming that just because a model "fits the data" well, it proves causality. Correlation does not equal causation. Always consider other factors and potential confounding variables.

Linguistic Context

The phrase "fits the data" functions as a descriptor, indicating how well a model, theory, or explanation aligns with a set of data. Ludwig AI confirms that the phrase is grammatically sound and widely used in academic and scientific writing.

Expression frequency: Very common

Frequent in

Science

64%

Academia

27%

News & Media

8%

Less common in

Formal & Business

1%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "fits the data" is a grammatically correct and frequently used expression, primarily in scientific and academic contexts. It describes the degree to which a model or theory aligns with empirical data. Ludwig AI confirms its validity. While "fits the data" indicates a good match, it is essential to avoid assuming causation from correlation. Alternative phrases include "aligns with the data" and "matches the data". When using "fits the data", ensure accurate reflection of the data, clear articulation of criteria for goodness of fit, and awareness of potential misuse by implying causation without sufficient evidence.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

aligns with the data

Emphasizes the agreement or correspondence between the model and the data.

matches the data

Highlights the direct correspondence or agreement between the model and the data.

corresponds to the data

Focuses on the relationship and agreement between the model's predictions and the actual data.

agrees with the data

Indicates a concordant relationship between the model and the observed data.

is consistent with the data

Highlights the uniformity and lack of contradiction between the model and the data.

is in accordance with the data

Formal way to express agreement or alignment with the data.

is compatible with the data

Indicates that the model can coexist and function effectively with the data.

accords with the data

A more formal synonym for agrees, implying harmony and agreement.

is explained by the model

Suggests that the model provides a clear and understandable explanation for the data.

is supported by the data

Highlights that the data provides evidence and validation for the model or hypothesis.

FAQs

How can I use "fits the data" in a sentence?

You can use "fits the data" to describe how well a model, theory, or explanation aligns with empirical observations. For instance, "The regression model "fits the data" exceptionally well, suggesting a strong relationship between the variables."

What are some alternatives to saying "fits the data"?

Alternatives include "aligns with the data", "matches the data", or "corresponds to the data". The choice depends on the specific nuance you wish to convey.

What does it mean when a model "fits the data" well?

When a model ""fits the data"" well, it indicates that the model's predictions closely match the observed values, suggesting that the model is a good representation of the underlying process or relationship.

How do you assess whether a model "fits the data"?

Assessing how well a model ""fits the data"" involves using statistical measures like R-squared, residual analysis, and goodness-of-fit tests. These methods help quantify the agreement between the model and the empirical observations.