I control for

USAGE SUMMARY

The phrase "I control for" is correct and usable in written English. You can use it in contexts where you are discussing statistical analysis or research, particularly when accounting for variables. Example: "In my analysis, I control for age and income to isolate the effect of education." Alternative expressions include "I account for," "I adjust for," and "I consider."

✓ Grammatically correct

Science

News & Media

Human-verified examples from authoritative sources

Exact Expressions

29 human-written examples

I control for what has become Gallup's constant Republican tilt since 2010.

The Guardian - Opinion

It is also true regardless of whether I control for other factors, like respondents' ideology, views of abortion, identification with the Tea Party, and other demographics.

The New York Times

Instead, I control for individual-level confounding factors and selection on observables.

IZA Journal of Migration

In an attempt to ameliorate these limitations, I control for sector of employment of Mexican migrants.

IZA Journal of Development and Migration

The effect of intermarriage obviously disappears when I control for unobserved variables.

IZA Journal of Migration

The most important contemporaneous effect I control for is the cognitive ability of the child.

Latin American Economic Review

Human-verified similar examples from authoritative sources

Similar Expressions

31 human-written examples

In the first specification, we analyze Strategy it=a, measuring the likelihood of using a coping strategy at the time of application as a function of total application duration (AW i ), controlling for individual characteristics.

IZA Journal of Labor Policy

There was a slight overrepresentation of women in my sample compared to the university population; however, I controlled for gender in the analyses.

The New York Times

Finally, I controlled for students' attitudes to reading.

Large-scale Assessments in Education

When conducting these analyses, I controlled for gender-related and SES-related achievement differences.

Large-scale Assessments in Education

Although, in the present study, I initially found no differences between girls' and boys' self-assessments, a slight tendency for boys to overestimate their reading skills became apparent when I controlled for attitudes toward reading.

Large-scale Assessments in Education

Expert writing Tips

Best practice

When writing academically, be explicit about what variables you "control for" to ensure clarity and rigor in your analysis. This strengthens the validity and transparency of your findings.

Common error

Avoid overlooking key confounding variables in your analysis. Failing to "control for" relevant factors can lead to biased results and weaken your conclusions.

Linguistic Context

The phrase "I control for" primarily functions as a statement of methodological rigor in analytical contexts. It indicates that the speaker has accounted for confounding variables to isolate the true relationship between other variables. Ludwig examples show its use in various research settings.

Expression frequency: Common

Frequent in

Science

71%

News & Media

21%

Formal & Business

8%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, the phrase "I control for" is a staple in academic and research writing, used to convey that certain variables have been statistically accounted for to ensure the validity of analytical results. Ludwig AI confirms its correctness and highlights its prevalence in scientific and news media contexts. While alternatives like "I adjust for" and "I account for" exist, "I control for" specifically implies a rigorous statistical method. Remember to be explicit about the variables you are controlling for and avoid overlooking key confounding factors to maintain clarity and credibility in your work.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

I adjust for

Focuses on the act of making adjustments to account for something.

I account for

Highlights the act of taking something into consideration.

I consider

Emphasizes the act of thinking about or including something in one's analysis.

I factor in

Implies including something as a relevant factor.

I neutralize the effect of

Focuses on counteracting the influence of a variable.

I standardize for

Indicates making data comparable by adjusting for a specific factor.

I hold constant

Implies keeping a variable at a fixed value to isolate other effects.

I isolate the impact of

Focuses on separating the influence of a specific variable.

I correct for

Implies making adjustments to rectify errors or biases.

I eliminate the influence of

Highlights the removal of a variable's impact.

FAQs

What does "I control for" mean in research?

In research, "I control for" means that the researcher has taken steps to statistically remove the effect of certain variables, known as confounding variables, in order to isolate the relationship between other variables of interest. This ensures a clearer understanding of the direct impact of the independent variable on the dependent variable.

How do I use "I control for" in a sentence?

You can use "I control for" to indicate that you've accounted for specific factors in your analysis. For example, "When analyzing income inequality, "I control for education level" to isolate the impact of other factors like occupation and experience."

What can I say instead of "I control for"?

You can use alternatives like "I adjust for", "I account for", or "I consider depending on the context.

What's the difference between "I control for" and "I consider"?

"I control for" typically implies a statistical adjustment to remove the effect of a variable, whereas "I consider" suggests that the variable is taken into account in the analysis or discussion, but not necessarily removed statistically. Controlling implies a more rigorous method of accounting for the variable.