The Political Identity and Relational Impact Scale (PIRI) is a self-report scale of personal and relational responses to political conflict. This article describes the development and exploratory factor analysis of the scale. The selected model consists of 30 items and a four-factor structure with high internal consistency.

Cognitive interviewing (CI) is a method to identify sources of confusion in assessment items and to assess validity evidence on the basis of content and response processes. We introduce readers to CI and describe a process for conducting such interviews and analyzing the results. Recommendations for best practice are provided.

Exploratory factor analysis (EFA) is a data reduction technique used to condense data into smaller sets of summary variables by identifying underlying factors potentially accounting for patterns of collinearity among said variables. Using an illustrative example, the 5 general steps of EFA are described with best practices for decision making…

Precision is a key facet of test development, with score reliability determined primarily according to the types of error one wants to approximate and demonstrate. This article identifies and discusses several primary forms of reliability estimation: internal consistency (i.e., split-half, KR-20, a), test-retest, alternate forms, interscorer, and…

An overview of standards related to demonstrating evidence regarding relationships with criteria as it pertains to instrument development was presented, along with heuristic examples. Additional measures and a comprehensive design are necessary to establish evidence related to the use and interpretation of test scores for the validation of a…

American Educational Research Association (AERA) standards stipulate that researchers show evidence of the internal structure of instruments. Confirmatory factor analysis (CFA) is one structural equation modeling procedure designed to assess construct validity of assessments that has broad applicability for counselors interested in instrument…

The Merlino-Perkins Father-Daughter Relationship Inventory, a self-report instrument, assesses women's childhood interactions with supportive, doting, distant, controlling, tyrannical, physically abusive, absent, and seductive fathers. Item and scale development, psychometric findings drawn from factor analyses, reliability assessments, and…

This article describes the revision of the White Racial Consciousness Development Scale (D. Claney & W. M. Parker, 1989). A multistage approach including item generation, item refinement and selection, and evaluation of score validity and reliability was used to test construction and validation. Implications for theory, practice, and future…

The Culture-Free Self-Esteem Inventories for first grade and over was designed to assess children's and adults' self-esteem. It consists of four self-esteem scores for children (general, social, academic, and parental) and three for adults (general, social, and personal). A Lie subscale is included to ascertain defensiveness and the possibility…

This article describes the development and psychometric properties of scores from the 43-item School Counselor Self-Efficacy (SCSE) Scale. Self-efficacy, according to social cognitive theory, is a mediating factor in performance. Practicing school counselors and master's-level students completed the SCSE. Factor structure, construct validity, and…