Statistics for the Clinician II: The T-test, Its Versions, and Its Alternatives

The t-test is a mainstay statistical test that allows researchers to use the observed averages (arithmetic means) of data samples to draw evidence-supported conclusions about the corresponding averages in the populations they represent. This article serves as an introduction to this common and useful technique for clinicians with a limited statistical background, who seek to deepen their understanding of the t-test, its reasoning, and its implications in clinical research. We describe the three basic forms of the t-test, its applications and alternatives, and some related concepts while avoiding technical concepts and jargon as much as possible.

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Journal
Seminars in Cardiothoracic and Vascular Anesthesia
Published
2026-04-20
DOI
https://doi.org/10.1177/10892532261446150
Primary Topic
Meta-analysis and systematic reviews
Type
article
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article

Statistics for the Clinician II: The T-test, Its Versions, and Its Alternatives

Reza Ehsanian, Ross Hanson, Timothy R. Petersen, Sherwin Thiyagarajan et al.
Seminars in Cardiothoracic and Vascular Anesthesia
Meta-analysis and systematic reviews
article

Statistics for the Clinician II: The T-test, Its Versions, and Its Alternatives

Reza Ehsanian, Ross Hanson, Timothy R. Petersen, Sherwin Thiyagarajan, Paul Abboud
article en

Abstract

The t-test is a mainstay statistical test that allows researchers to use the observed averages (arithmetic means) of data samples to draw evidence-supported conclusions about the corresponding averages in the populations they represent. This article serves as an introduction to this common and useful technique for clinicians with a limited statistical background, who seek to deepen their understanding of the t-test, its reasoning, and its implications in clinical research. We describe the three basic forms of the t-test, its applications and alternatives, and some related concepts while avoiding technical concepts and jargon as much as possible.

Seminars in Cardiothoracic and Vascular Anesthesia
University of New Mexico (US)
Openalex Percentile: Top 10%
Meta-analysis and systematic reviews
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Statistics for the Clinician II: The T-test, Its Versions, and Its Alternatives — Reza Ehsanian, Ross Hanson, et al. · Seminars in Cardiothoracic and Vascular Anesthesia (2026) | TGRS Research Map | TGRS