Entries by Nathan Thompson, PhD

Predictive Validity of Test Scores

Predictive Validity is a type of test score validity which evaluates how well a test predicts something in the future, usually with a goal of making more effective decisions about people.  For instance, it is often used in the world of pre-employment testing, where we want a test to predict things like job performance or […]

All Psychometric Models Are Wrong

The British statistician George Box is credited with the quote, “All models are wrong but some are useful.”  As psychometricians, it is important that we never forget this perspective.  We cannot be so haughty as to think that our psychometric models actually represent the true underlying phenomena and any data that does not fit nicely […]

What is Psychometrics?

Psychometrics is the science of educational and psychological assessment. It scientifically studies how tests are developed, delivered, and scored, regardless of the test topic. Psychometrics tackles fundamental questions around assessment, such as how to determine if a test is reliable or if a question is of good quality, as well as much more complex questions […]

Credential or Certification Management System

A Certification Management System (CMS) or Credential Management System (CMS) plays a pivotal role in streamlining the key processes surrounding the certification or credentialing of people, namely that they have certain knowledge or skills in a profession.  It helps with ensuring compliance, reducing business operation costs, and maximizing the value of certifications. In this article, […]

ANSI ISO/IEC 17024 Accreditation

ANSI ISO/IEC 17024 accreditation is an internationally recognized standard for the accreditation of personnel certification bodies.  That is, it is a stamp of approval from an independent audit which says your certification is good quality.  ANSI stands for the American National Standards Institute, while ISO refers to the International Organization for Standardization. The portion of […]

What is a Microcredential?

Microcredentials are short, focused, and targeted educational or assessment-based certificate programs that offer learners a way to acquire specific skills or knowledge in a particular field.  In today’s fast-paced and rapidly evolving job market, traditional degrees may not always be enough to stand out among the competition, and they often take too long to achieve. […]

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What is automated essay scoring?

Automated essay scoring (AES) is an important application of machine learning and artificial intelligence to the field of psychometrics and assessment.  In fact, it’s been around far longer than “machine learning” and “artificial intelligence” have been buzzwords in the general public!  The field of psychometrics has been doing such groundbreaking work for decades. So how […]

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Coefficient alpha reliability index

Coefficient alpha reliability, sometimes called Cronbach’s alpha, is a statistical index that is used to evaluate the internal consistency or reliability of an assessment. That is, it quantifies how consistent we can expect scores to be, by analyzing the item statistics. A high value indicates that the test is of high reliability, and a low […]

Differential item functioning (DIF)

Differential item functioning (DIF) is a term in psychometrics for the statistical analysis of assessment data to determine if items are performing in a biased manner against some group of examinees. Most often, this is based on a demographic variable such as gender, ethnicity, or first language. For example, you might analyze a test to […]