1. Introduction and Overview. 2. Detecting Influential Observations and Outliers. 3. Detecting and Assessing Collinearity. 4. Applications and Remedies. 5. Research Issues and Directions for Extensions. Bibliography. Author Index. Subject Index.

Regression Diagnostics: Identifying Influential Data and Sources of Collinearity

Racial microaggressions are brief and commonplace daily verbal, behavioral, or environmental indignities, whether intentional or unintentional, that communicate hostile, derogatory, or negative racial slights and insults toward people of color. Perpetrators of microaggressions are often unaware that they engage in such communications when they interact with racial/ethnic minorities. A taxonomy of racial microaggressions in everyday life was created through a review of the social psychological literature on aversive racism, from formulations regarding the manifestation and impact of everyday racism, and from reading numerous personal narratives of counselors (both White and those of color) on their racial/cultural awakening. Microaggressions seem to appear in three forms: microassault, microinsult, and microinvalidation. Almost all interracial encounters are prone to microaggressions; this article uses the White counselor--client of color counseling dyad to illustrate how they impair the development of a therapeutic alliance. Suggestions regarding education and training and research in the helping professions are discussed.

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Racial microaggressions in everyday life: Implications for clinical practice.

Research demonstrates that rejection sensitivity develops through early, continuing, or acute experiences of rejection from caregivers and significant others. Rejection sensitivity refers to individuals who anxiously or angrily expect, readily perceive, and intensely react to rejection. The question regarding why rejection is feared by rejection sensitive individuals remains unanswered by existing rejection sensitivity literature. Therefore, the current study answers this question using interpretative phenomenological analysis (IPA) to analyse 8 participants' experiences of rejection sensitivity. Four superordinate themes emerged: `experiences of parenting'; `impact of rejection'; `coping with the concept of rejection'; and `identity'. The primary fundamental finding indicates that rejection sensitivity is the same concept as abandonment anxiety. Participants in the current study demonstrate both rejection sensitivity and abandonment anxiety. Furthermore, the origins and characteristics of both concepts are identified as the same. Therefore, these findings indicate that rejection is feared for the same reason that abandonment is feared. In childhood, abandonment is experienced as terrifying and therefore defences are adopted to avoid further abandonment. The concept of `past in present' means that childhood feelings can be timelessly re-experienced in adulthood as actual and unchanged. Therefore, later rejection situations are perceived as abandonment and accordingly alert an individual to impending danger. As a result, rejection is feared because it is perceived as abandonment and as a threat to survival. This finding is fundamental to the fields of rejection sensitivity and abandonment anxiety, in terms of research and therapeutic work with clients. Integrating existing literature provides much greater depth of knowledge and support for these concepts. Recommended therapeutic approaches for abandonment anxiety can also inform interventions for rejection sensitive clients. Findings also suggest that participants experience annihilation anxiety in relation to perceived rejection, which further increases fear. Clinical applications and implications with respect to the findings arc discussed.

Interpretative phenomenological analysis

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Development and validation of the Working Alliance Inventory.

Results of 24 studies (based on 20 distinct data sets) relating the quality of the working alliance (WA) to therapy outcome were synthesized using meta-analytic procedures. A moderate but reliable association between good WA and positive therapy outcome was found. Overall, the quality of the WA was most predictive of treatment outcomes based on clients' assessments, less so of therapists' assessments, and least predictive of observers' report

Relation between Working Alliance and Outcome in Psychotherapy: A Meta-Analysis.

This article reports on a research synthesis of the relation between alliance and the outcomes of individual psychotherapy. Included were over 200 research reports based on 190 independent data sources, covering more than 14,000 treatments. Research involving 5 or more adult participants receiving genuine (as opposed to analogue) treatments, where the author(s) referred to one of the independent variables as “alliance,” “therapeutic alliance,” “helping alliance,” or “working alliance” were the inclusion criteria. All analyses were done using the assumptions of a random model. The overall aggregate relation between the alliance and treatment outcome (adjusted for sample size and non independence of outcome measures) was r .275 (k 190); the 95% confidence interval for this value was .25–.30. The statistical probability associated with the aggregated relation between alliance and outcome is p .0001. The data collected for this meta-analysis were quite variable (heterogeneous). Potential variables such as assessment perspectives (client, therapist, observer), publication source, types of assessment methods and time of assessment were explored.

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Alliance in individual psychotherapy.

The article traces the development of the concept of the therapeutic working alliance from its psychodynamic origins to current pantheoretical formulations. Research on the alliance is reviewed under four headings: the relation between a positive alliance and success in therapy, the path of the alliance over time, the examination of variables that predispose individuals to develop a strong alliance, and the exploration of the in-therapy factors that influence the development of a positive alliance. Important areas for further research are also noted.

The role of the therapeutic alliance in psychotherapy.

The alliance continues to be one of the most investigated variables related to success in psychotherapy irrespective of theoretical orientation. We define and illustrate the alliance (also conceptualized as therapeutic alliance, helping alliance, or working alliance) and then present a meta-analysis of 295 independent studies that covered more than 30,000 patients (published between 1978 and 2017) for face-to-face and Internet-based psychotherapy. The relation of the alliance and treatment outcome was investigated using a three-level meta-analysis with random-effects restricted maximum-likelihood estimators. The overall alliance-outcome association for face-to-face psychotherapy was r = .278 (95% confidence intervals [.256, .299], p < .0001; equivalent of d = .579). There was heterogeneity among the effect sizes, and 2% of the 295 effect sizes indicated negative correlations. The correlation for Internet-based psychotherapy was approximately the same (viz., r = .275, k = 23). These results confirm the robustness of the positive relation between the alliance and outcome. This relation remains consistent across assessor perspectives, alliance and outcome measures, treatment approaches, patient characteristics, and countries. The article concludes with causality considerations, research limitations, diversity considerations, and therapeutic practices. (PsycINFO Database Record (c) 2018 APA, all rights reserved).

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Adam O. Horvath

Papers

Development and validation of the Working Alliance Inventory.

Relation between Working Alliance and Outcome in Psychotherapy: A Meta-Analysis.

Alliance in individual psychotherapy.

The role of the therapeutic alliance in psychotherapy.

The alliance in adult psychotherapy: A meta-analytic synthesis.