variables over time

USAGE SUMMARY

The phrase "variables over time" is correct and usable in written English.
It can be used in contexts such as statistics, research, or discussions about changes in data or conditions across different time periods. Example: "The study analyzed the variables over time to determine the impact of climate change on local ecosystems."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

Even with CDC quality controls, variability in the accuracy of measured variables over time is of concern.

Diabetes Care

"The strength of the ABP is that it monitors selected biological variables over time, via the blood, which indirectly reveal the effects of doping.

The Guardian - Sport

Applying panel estimators would eliminate the effect of the relatively constant variables over time.

IZA Journal of Migration

Repeated-measures analysis of variance (ANOVA) was used to compare clinical variables over time.

Annals of Intensive Care

Wilcoxon signed rank test was used to compare variables over time.

Intensive Care Medicine Experimental

For continuous physiological variables, a regression model was used to examine the changes in variables over time.

Intensive Care Medicine Experimental

The regions that had low values of the variables over time achieved a high degree of efficiency and vice versa.

Health Economics Review

Many surveys are repeated on several occasions, and the associated estimates are used to analyze changes in variables over time.

Handbook of Statistics

Economic dynamics allows for changes in economic variables over time, including in dynamic systems.

Wikipedia

We plotted specific housing and health variables over time.

Environmental Health Perspectives

We were unable to follow changes in variables over time.

BMC Nephrology

Expert writing Tips

Best practice

When discussing "variables over time", specify the time scale (e.g., daily, monthly, annually) and units of measurement to provide context and ensure clarity.

Common error

Avoid attributing causality solely based on observed trends in "variables over time". Correlation does not equal causation; further analysis is needed to establish genuine relationships.

Linguistic Context

The phrase "variables over time" functions primarily as a noun phrase, often used as a subject or object in sentences that discuss statistical analysis, scientific research, or economic trends. Ludwig indicates its prevalence in academic and scientific contexts.

Expression frequency: Very common

Frequent in

Science

98%

Formal & Business

1%

Wiki

1%

Less common in

News & Media

0%

Encyclopedias

0%

Social Media

0%

Ludwig's WRAP-UP

The phrase "variables over time" is a grammatically sound and frequently used expression, particularly within scientific and academic fields. Ludwig AI analysis indicates its prevalence in discussions concerning data analysis, trend identification, and longitudinal studies. While grammatically straightforward, effective use requires specifying the time scale and measurement units. Be cautious about inferring causation solely from observed trends. Alternatives include "temporal variables" and "time-varying parameters". Overall, "variables over time" serves as a precise and versatile term for describing dynamic changes in data across a specific duration.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

temporal variables

Replaces "over time" with the adjective "temporal", directly relating to time.

time-varying parameters

Uses "time-varying" to describe the parameters, emphasizing their changing nature.

longitudinal variables

Focuses on variables tracked across a longitudinal study or extended period.

trends in variables

Highlights the directional change or pattern of variables across time.

dynamic variables

Emphasizes the changing or evolving nature of the variables.

changes in variables

Focuses on the alterations or modifications observed in the variables.

variables' evolution

Presents the variables as undergoing a process of development or change.

progression of variables

Highlights the forward movement or development of the variables.

variables' trajectories

Implies a specific path or course that the variables follow over time.

time series data

Refers to a set of data points indexed in time order, representing the behavior of variables.

FAQs

How can I analyze "variables over time" in research?

Common methods include time series analysis, regression models, and repeated measures ANOVA. The choice depends on the data's nature and research question.

What statistical tools are suitable for analyzing "variables over time"?

Techniques such as linear mixed models and dynamic Bayesian networks are often used. See also: "longitudinal analysis".

What does it mean to track "variables over time"?

Tracking "variables over time" means monitoring and recording their values at different points in time to observe patterns, trends, and changes.

Are there alternatives to "variables over time" that still convey a similar meaning?

Yes, you can use phrases like "temporal variables", "time-varying parameters", or "longitudinal variables", depending on the specific context.