Do supervisors and independent judges agree on evaluations of therapist adherence and competence in the treatment of cocaine dependence?
Open accessAbstract
The current study examined the agreement between supervisors' and independent judges' evaluations of therapist adherence and competence in three treatments of cocaine dependence: supportive expressive therapy (SE), cognitive therapy CT), and individual drug counseling (IDC). We used data from The National Institute on Drug Abuse Collaborative Cocaine Treatment Study (n = 295). Trained and experienced supervisors and independent judges rated treatment fidelity. At the therapist level of analysis, the agreement between supervisors' and independent judges' ratings was weak for SE competence, CT adherence, and CT competence. Moderate relations were found for IDC adherence and competence. Supervisors consistently rated adherence and competence more positively than judges in CT and IDC. The potential bias in supervisors' ratings is discussed.
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Supervisors overestimate clinicians' competence and adherence to treatment model, relative to independent judges.
“supervisors overestimate clinicians ' competence and adherence to treatment model, relative to independent judges (Dennhag, Gibbons, Barber, Gallop, & Crits-Christoph, 2012).”
From Clinicians' concerns about delivering cognitive-behavioural therapy for eating disorders (2014) · cites this paper as Dennhag, Gibbons, Barber, Gallop, & Crits-Christoph, 2012
The Results (Mean Levels for Supervisors’ Ratings Compared to Judges’ Ratings; page unavailable) show higher supervisor ratings for adherence and competence in CT and IDC, but not for competence in SE. The Discussion says higher ratings could reflect upward bias or supervisors’ better contextual knowledge, so the study does not establish that supervisors overestimated clinicians’ performance. (LLM, conf=0.90)
Experimental — accuracy not yet measuredSupervisors of therapists substantially over-estimate the ability of their supervisees.
“For example, the objectivity of clinical supervision is questionable, given evidence that supervisors of therapists substantially over-estimate the ability of their supervisees (Dennhag et al ., 2012).”
From Supervisor practice when guiding therapists working with depression: The impact of supervisor and patient characteristics (2018) · cites this paper as Dennhag et al., 2012
The Results section reports substantially higher supervisor ratings of therapist competence than independent-judge ratings in cognitive therapy and individual drug counseling, but not in supportive-expressive therapy (page unavailable). The Discussion says the higher ratings might reflect bias or supervisors’ greater contextual knowledge; it does not establish that supervisors overestimated their supervisees’ actual ability. (LLM, conf=0.88)
Experimental — accuracy not yet measuredSupervisors consistently overrate the abilities of their supervisees, relative to independent judges and even relative to the supervisees' own perceptions.
“supervisors consistently overrate the abilities of their supervisees, relative to independent judges and even relative to the supervisees' own perceptions”
From Therapist drift redux: Why well-meaning clinicians fail to deliver evidence-based therapy, and how to get back on track (2016) · cites this paper as Dennhag, Gibbons, Barber, Gallop & Crits-Christoph, 2012
Clinicians and supervisors tend to believe that they are far better than the average clinician.
“Why should we be concerned about our abilities if we already believe that we (and our supervisees) are far better than the average clinician (e.g., Dennhag et al., 2012; Parker & Waller, 2015; Walfish et al, 2012)?”
From Therapist drift redux: Why well-meaning clinicians fail to deliver evidence-based therapy, and how to get back on track (2016) · cites this paper as Dennhag et al., 2012
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Cites
Statistical Power Analysis for the Behavioral Sciences
Muller, K. E., & Cohen, J. (1989) · Technometrics · doi:10.2307/1270020 · Cited by 99,588 · see citing works
Statistical power analysis for the behavioral sciences
Cohen, J. (1990) · Computers Environment and Urban Systems · doi:10.1016/0198-9715(90)90050-4 · Cited by 65,406 · see citing works
Statistical Power Analysis for the Behavioral Sciences (2nd ed.).
Lachenbruch, P. A., & Cohen, J. (1989) · Journal of the American Statistical Association · doi:10.2307/2290095 · Cited by 37,385 · see citing works
Littell, R. C. (1996) · Medical Entomology and Zoology · Cited by 10,345 · see citing works
Linear Mixed Models for Longitudinal Data
Verbeke, G. (1997) · Lecture Notes in Statistics · doi:10.1007/978-1-4612-2294-1_3 · Cited by 3,506 · see citing works
Bergin and Garfield's Handbook of Psychotherapy and Behavior Change
Lambert, M. J. (2003) · Cited by 3,383 · see citing works
Linear Mixed Models for Longitudinal Data
Molenberghs, G., & Verbeke, G. N. (2000) · Springer series in statistics · doi:10.1007/978-1-4419-0300-6 · Cited by 2,681 · see citing works
Journal of Psychotherapy Practice and Research
Terrell, C. D. (1993) · JAMA · doi:10.1001/jama.1993.03510010107047 · Cited by 1,696 · see citing works
A component analysis of cognitive-behavioral treatment for depression.
Jacobson, N. S., Dobson, K. S., Truax, P. A., Addis, M. E., Koerner, K., Gollan, J. K., Gortner, E., & Prince, S. E. (1996) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.64.2.295 · Cited by 1,413 · see citing works
Testing the integrity of a psychotherapy protocol: Assessment of adherence and competence
Waltz, J., Addis, M. E., Koerner, K., & Jacobson, N. S. (1993) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.61.4.620 · Cited by 873 · see citing works
Cognitive Therapy of Substance Abuse
Beck, A. T., Wright, F. D., Newman, C. F., Liese, B. S., & Stein, D. J. (1995) · Journal of Cognitive Psychotherapy · doi:10.1891/0889-8391.9.2.136 · Cited by 677 · see citing works
Therapist adherence/competence and treatment outcome: A meta-analytic review.
Webb, C. A., DeRubeis, R. J., & Barber, J. P. (2010) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0018912 · Cited by 657 · see citing works
Self-citationPrinciples Of Psychoanalytic Psychotherapy: A Manual For Supportive-expressive Treatment
Luborsky, L. B. (1984) · Medical Entomology and Zoology · Cited by 631 · see citing works
Cognitive therapy of substance abuse
FRANCES, R. J. (1994) · General Hospital Psychiatry · doi:10.1016/0163-8343(94)90121-x · Cited by 580 · see citing works
Principles of Psychoanalytic Psychotherapy: A Manual for Supportive-Expressive Treatment
Wong, N. (1985) · American Journal of Psychiatry · doi:10.1176/ajp.142.11.1377 · Cited by 560 · see citing works
Crits-Christoph, P. F. (1999) · Archives of General Psychiatry · doi:10.1001/archpsyc.56.6.493 · Cited by 497 · see citing works
Self-citationLuborsky, L. B. (1984) · Cited by 385 · see citing works
Crits-Christoph, P. F., & Mintz, J. (1991) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.59.1.20 · Cited by 352 · see citing works
Self-citationTherapist competence ratings in relation to clinical outcome in cognitive therapy of depression.
Shaw, B. F., Elkin, I., Yamaguchi, J., Olmsted, M. P., Vallis, M., Dobson, K. S., Lowery, A., Sotsky, S. M., Watkins, J. T., & Imber, S. D. (1999) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.67.6.837 · Cited by 306 · see citing works
4 Reliability Coefficients and Generalizability Theory
Webb, N. M., Shavelson, R. J., & Haertel, E. H. (2006) · Handbook of statistics · doi:10.1016/s0169-7161(06)26004-8 · Cited by 272 · see citing works
Cognitive Therapy of Substance Abuse: Theoretical Rationale
Wright, F. D., Beck, A. T., Newman, C. F., & Liese, B. S. (1993) · PsycEXTRA Dataset · doi:10.1037/e495912006-008 · Cited by 233 · see citing works
Barber, J., Gallop, R., Crits-Christoph, P., Frank, A. F., Thase, M., Weiss, R., & Gibbons, M. B. C. (2006) · Psychotherapy Research · doi:10.1080/10503300500288951 · Cited by 219 · see citing works
Self-citationEffects of therapist adherence and competence on patient outcome in brief dynamic therapy.
Barber, J. P., Crits-Christoph, P. F., & Luborsky, L. B. (1996) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.64.3.619 · Cited by 217 · see citing works
Self-citationTherapist competence ratings in relation to clinical outcome in cognitive therapy of depression.
Shaw, B. F., Elkin, I., Yamaguchi, J., et al. (1999) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.67.6.837 · Cited by 213 · see citing works
Development of the Cognitive Therapy Adherence and Competence Scale
Barber, J. P., Liese, B. S., & Abrams, M. J. (2003) · Psychotherapy Research · doi:10.1093/ptr/kpg019 · Cited by 176 · see citing works
Self-citation(1980) · doi:10.1037/t00834-000 · Cited by 168 · see citing works
Martino, S., Ball, S. A., Nich, C., Frankforter, T. L., & Carroll, K. M. (2009) · Psychotherapy Research · doi:10.1080/10503300802688460 · Cited by 164 · see citing works
The Analysis of Repeated Measures: A Practical Review with Examples
Everitt, B. J. (1995) · Journal of the Royal Statistical Society Series D (The Statistician) · doi:10.2307/2348622 · Cited by 137 · see citing works
Therapist Competence and Outcome of Cognitive Therapy for Depression
Trepka, C., Rees, A., Shapiro, D. A., Hardy, G. E., & Barkham, M. (2004) · Cognitive Therapy and Research · doi:10.1023/b:cotr.0000021536.39173.66 · Cited by 134 · see citing works
Barber, J., & Critis-Christoph, P. (1996) · Psychotherapy Research · doi:10.1080/10503309612331331608 · Cited by 133 · see citing works
Self-citationTraining in cognitive, supportive-expressive, and drug counseling therapies for cocaine dependence.
Crits-Christoph, P. F., Siqueland, L., Chittams, J. L., Barber, J. P., Beck, A. T., Frank, A. F., Liese, B. S., Luborsky, L. B., Mark, D. M., Mercer, D. E., et al. (1998) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.66.3.484 · Cited by 127 · see citing works
Self-citationSelf-Evaluation of Cognitive Therapy Performance: Do Therapists Know How Competent They Are?
Brosan, L., Reynolds, S. A., & Moore, R. G. (2008) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465808004438 · Cited by 118 · see citing works
Crits-Christoph, P. F., & Mintz, J. (1991) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.59.1.20 · Cited by 113 · see citing works
Self-citationJacobson, N. S., & Gortner, E. T. (2000) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(99)00029-7 · Cited by 100 · see citing works
The Multitheoretical List of Therapeutic Interventions (MULTI): Initial report
McCarthy, K. S., & Barber, J. P. (2008) · Psychotherapy Research · doi:10.1080/10503300802524343 · Cited by 97 · see citing works
Self-citationPsychosocial treatments for cocaine dependence
Hennessy, G., de Menil, V. P., & Weiss, R. D. (2003) · Current Psychiatry Reports · doi:10.1007/s11920-003-0069-2 · Cited by 94 · see citing works
The National Institute on Drug Abuse Collaborative Cocaine Treatment Study. Rationale and methods.
Crits-Christoph, P., Siqueland, L., Blaine, J., Frank, A. F., Luborsky, L., Onken, L., Muenz, L., Thase, M., Weiss, R., Gastfriend, D., et al. (1997) · Archives of General Psychiatry · doi:10.1001/archpsyc.1997.01830200053007 · Cited by 94 · see citing works
Self-citationCarroll, K. M., Nich, C., & Rounsaville, B. J. (1998) · Psychotherapy Research · doi:10.1080/10503309812331332407 · Cited by 88 · see citing works
Evaluating the Clinical Skills of Psychotherapists
Chevron, E. S. (1983) · Archives of General Psychiatry · doi:10.1001/archpsyc.1983.01790090091014 · Cited by 86 · see citing works
Barber, J. P., Foltz, C., Crits-Christoph, P. F., & Chittams, J. L. (2003) · Journal of Clinical Psychology · doi:10.1002/jclp.10186 · Cited by 77 · see citing works
Self-citationJacobson, N. S., & Hollon, S. D. (1996) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.64.1.104 · Cited by 67 · see citing works
Stirman, S. W., Bhar, S. S., Spokas, M. E., Brown, G. K., Creed, T. A., Perivoliotis, D., Farabaugh, D. T., Grant, P. M., & Beck, A. T. (2010) · Professional Psychology Research and Practice · doi:10.1037/a0018099 · Cited by 65 · see citing works
Kazantzis, N. (2003) · Behaviour Change · doi:10.1375/bech.20.1.1.24845 · Cited by 61 · see citing works
Development of an adherence/competence rating scale for individual drug counseling
Barber, J. P., Mercer, D. E., Krakauer, I. D., & Calvo, N. (1996) · Drug and Alcohol Dependence · doi:10.1016/s0376-8716(96)01305-1 · Cited by 59 · see citing works
Self-citationBarber, J., Gallop, R., Crits-Christoph, P., Barrett, M. S., Klostermann, S., McCarthy, K., & Sharpless, B. A. (2008) · Psychoanalytic Psychology · doi:10.1037/0736-9735.25.3.461 · Cited by 58 · see citing works
Self-citationFoley, S. H., O’Malley, S. S., Rounsaville, B. J., Prusoff, B. A., & Weissman, M. M. (1987) · Journal of Affective Disorders · doi:10.1016/0165-0327(87)90029-2 · Cited by 57 · see citing works
Dennhag, I., Gibbons, M. B. C., Barber, J. P., Gallop, R., & Crits-Christoph, P. F. (2012) · Psychotherapy Research · doi:10.1080/10503307.2012.674790 · Cited by 51 · see citing works
Self-citationMeasuring adherence and competence of dynamic therapists in the treatment of cocaine dependence.
Barber, J. P., Krakauer, I. D., Calvo, N., Badgio, P. C., & Faude, J. (1997) · PubMed Central · Cited by 50 · see citing works
Self-citationBorders, L. D., & Fong, M. L. (1992) · The Clinical Supervisor · doi:10.1300/j001v09n02_05 · Cited by 25 · see citing works
The Client Experience of Counselling and Psychotherapy
Elliott, M., & Williams, D. M. (2003) · Counselling Psychology Review · doi:10.53841/bpscpr.2003.18.1.34 · Cited by 21 · see citing works
Amodeo, M., Storti, S. A., & Larson, M. J. (2010) · Substance Use & Misuse · doi:10.3109/10826080903534467 · Cited by 13 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- Fiske DW Gurman AS Razin AM Methodological issues in research on the psychotherapist Effective psychotherapy 1977 New York Pergamon Press 23 43
- Goldstein H Models in Educational and Social Research 1987 New York, NY Oxford University Press
- Kazantzis N Therapist competence in review of the contemporary empirical evidence Behaviour Change 2003 20 1 12
Cited by
Sorted by citations
Waller, G., & Turner, H. (2016) · Behaviour Research and Therapy · doi:10.1016/j.brat.2015.12.005 · Cited by 256 · see citing works
A systematic review of methods for assessing competence in cognitive-behavioural therapy.
Muse, K., & McManus, F. (2013) · Clinical Psychology Review · doi:10.1016/j.cpr.2013.01.010 · Cited by 189 · see citing works
Therapist Expertise in Psychotherapy Revisited
Hill, C. E., Spiegel, S. B., Hoffman, M. A., Kivlighan, D. M., & Gelso, C. J. (2017) · The Counseling Psychologist · doi:10.1177/0011000016641192 · Cited by 144 · see citing works
Rakovshik, S., McManus, F. V., Vazquez-Montes, M., Muse, K., & Ougrin, D. (2016) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000079 · Cited by 97 · see citing works
Waller, G. (2016) · Current Psychiatry Reports · doi:10.1007/s11920-016-0679-0 · Cited by 83 · see citing works
What is the Status of Multi-Informant Treatment Fidelity Research?
McLeod, B. D., Porter, N., Hogue, A., Becker‐Haimes, E. M., & Jensen‐Doss, A. (2022) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374416.2022.2151713 · Cited by 61 · see citing works
Clinicians' concerns about delivering cognitive-behavioural therapy for eating disorders
Turner, H., Tatham, M., Lant, M., Mountford, V. A., & Waller, G. (2014) · Behaviour Research and Therapy · doi:10.1016/j.brat.2014.04.003 · Cited by 48 · see citing works
Simpson‐Southward, C., Waller, G., & Hardy, G. E. (2017) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2084 · Cited by 47 · see citing works
Weck, F., Richtberg, S., Jakob, M., Neng, J. M. B., & Höfling, V. (2015) · Psychiatry Research · doi:10.1016/j.psychres.2015.03.042 · Cited by 45 · see citing works
How Reliable Are Therapeutic Competence Ratings? Results of a Systematic Review and Meta-Analysis
Kühne, F., Meister, R., Maaß, U., Paunov, T., & Weck, F. (2019) · Cognitive Therapy and Research · doi:10.1007/s10608-019-10056-5 · Cited by 24 · see citing works
Caron, E., Muggeo, M. A., Souer, H. R., Pella, J. E., & Ginsburg, G. S. (2019) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465819000699 · Cited by 22 · see citing works
Wong, D. K., Pinto, R., Price, S., Watson, L., & McKay, A. (2023) · The Clinical Neuropsychologist · doi:10.1080/13854046.2023.2200205 · Cited by 17 · see citing works
The why, what, when, who and how of assessing CBT competence to support lifelong learning
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Paunov, T., Weck, F., Heinze, P. E., Maaß, U., & Kühne, F. (2023) · Cognitive Therapy and Research · doi:10.1007/s10608-023-10445-x · Cited by 16 · see citing works
Wong, D. K., McKay, A., Kazantzis, N., & Ponsford, J. L. (2020) · International Journal of Cognitive Therapy · doi:10.1007/s41811-020-00079-2 · Cited by 13 · see citing works
Muse, K., & McManus, F. V. (2015) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.1952 · Cited by 14 · see citing works
Junga, Y. M., Witthöft, M., & Weck, F. (2019) · Journal of Clinical Psychology · doi:10.1002/jclp.22794 · Cited by 13 · see citing works
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Pugh, M., & Margetts, A. (2020) · The Cognitive Behaviour Therapist · doi:10.1017/s1754470x20000185 · Cited by 10 · see citing works
Simpson‐Southward, C., Waller, G., & Hardy, G. E. (2015) · Behaviour Research and Therapy · doi:10.1016/j.brat.2015.11.013 · Cited by 10 · see citing works
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Weck, F., Wald, A., & Kühne, F. (2019) · PiD - Psychotherapie im Dialog · doi:10.1055/a-0771-7989 · Cited by 8 · see citing works
Simpson-Southward, C., Waller, G., & Hardy, G. (2018) · The Cognitive Behaviour Therapist · doi:10.1017/s1754470x18000089 · Cited by 6 · see citing works
Miggiels, M. F., ten Klooster, P. M., Bremer-Hoeve, S., Dekker, J. J. M., Huibers, M. J. H., Reefhuis, E., Van, H. L., & van Dijk, M. K. (2021) · BMC Psychiatry · doi:10.1186/s12888-021-03156-8 · Cited by 5 · see citing works
“The criterion validity of the scale is high [96, 97].”
BackgroundCaron, E., Ginsburg, G. S., Pella, J. E., & Muggeo, M. A. (2024) · Evidence-Based Practice in Child and Adolescent Mental Health · doi:10.1080/23794925.2024.2324762 · Cited by 3 · see citing works
Campos‐Melady, M. (2013) · UNM’s Digital Repository (University of New Mexico) · Cited by 1 · see citing works
Supervision in Positive Psychotherapy
Frolov, P. (2020) · Springer eBooks · doi:10.1007/978-3-030-33264-8_29 · Cited by 1 · see citing works
Die Erfassung therapeutischer Gesprächsführungskompetenzen von Studierenden: Lessons learned
Scholten, S., Glombiewski, J. A., & Henrich, D. (2025) · PPmP - Psychotherapie · Psychosomatik · Medizinische Psychologie · doi:10.1055/a-2535-0754
Supervision in Positive Psychotherapy
Frolov, P. (2025) · Springer eBooks · doi:10.1007/978-3-031-94645-5_37
Maaß, U., Kühne, F., Eisert, K., Ghalib, J., & Weck, F. (2026) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2026.2635466
Clinical Competency in Psychotherapy
Blick, A., Terjesen, M. D., Hoffman, A., Weiner, Z., & Kokkosis, K. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-29009-1.00101-3
Paunov, T., Weck, F., & Kühne, F. (2026) · Psychotherapy Research · doi:10.1080/10503307.2026.2701026
- Authors
- Dennhag, I., Gibbons, M. B. C., Barber, J. P., Gallop, R., & Crits-Christoph, P.
- Affiliations
- Umeå University (SE)
- University of Pennsylvania (US)
- West Chester University (US)
- Corresponding author
- Dennhag, Inga
- Venue
- Psychotherapy Research
- Publisher
- Informa UK Limited
- Published
- 2012-11
- Volume
- 22
- Issue
- 6
- Pages
- 720-730
- ISSN
- 1050-3307 (ISSN-L)
- 1468-4381
- PMC
- PMC4550095
- OpenAlex
- W1996381035
- Cited by
- 30
- References
- 51
- Citations by year
- 2026: 3 · 2025: 2 · 2024: 1 · 2023: 2 · 2022: 2 · 2021: 1 · 2020: 3 · 2019: 4 · 2018: 1 · 2017: 2 · 2016: 2 · 2015: 4 · 2014: 1 · 2013: 2
- FWCI
- 2.53
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Psychotherapy Research (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Drug Abuse (U18DA007090, R01DA012249)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Psychotherapy Techniques and Applications
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Social Sciences › Psychology › Social Psychology › Counseling Practices and Supervision
- Keywords
- cocaine dependence, intervention fidelity, therapist adherence, therapist competence, supervisor ratings, interobserver agreement, supportive-expressive therapy, cognitive therapy, rating bias
- MeSH terms
- Adult, Clinical Competence, Counseling, Female, Health Personnel, Humans, Male, Middle Aged, Psychotherapy, Observer Variation, Cognitive Behavioral Therapy, Randomized Controlled Trials as Topic, Practice Guidelines as Topic, Cocaine-Related Disorders, Guideline Adherence
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