Author: Henrik Lindqvist
Publisher: Linköping University Electronic Press
ISBN: 9176850781
Category :
Languages : en
Pages : 134
Book Description
Avhandlingen behandlar lärarstudenternas och nyblivna lärares erfarenheter av obehagliga situationer. Frågeställningar innefattar: Vilka situationer beskriver lärarstudenter och nyblivna lärare som emotionellt påfrestande? Hur hanterar lärarstudenter och nyblivna lärare emotionellt påfrestande situationer som beskrivs? Avhandlingen innefattar fyra artiklar som behandlar dessa frågeställningar. Resultat visar att lärarstudenters hanterandestrategier innefattar (1) att skjuta fram lärande att hantera känslomässigt påfrestande situationer när de börjar att arbeta samt (2) att acceptera att det inte går att påverka situationer som är känslomässigt påfrestande och då enbart acceptera de förhållanden som skapar känslomässigt utmanade situationer. Andra strategier som studierna har visat innefattade att verka för förändring, vara en del av ett kollektiv eller att förminska ansvar som sätt att hantera känslomässiga utmaningar. Lärarstudenter etablerade gränser som ett sätt att hantera påfrestande situationer i relation till känslomässigt arbetet och i förhållande till olika relationer. De nyblivna lärarna var tvungna att förhålla sig till konflikter. Detta gjorde nyblivna lärare i studien genom att verka för sin autonoma position, genom att engagera sig i samarbete, genom att försöka påverka eller genom att alliera sig med arbetsplatsens värdeförmedling. Dessa strategier verkar vara sammanlänkade med olika konsekvenser, där autonomi och att vara en påverkanskraft i större utsträckning verkar leda till tankar om att byta skola eller att sluta som lärare.
Student teachers’ and beginning teachers’ coping with emotionally challenging situations
Author: Henrik Lindqvist
Publisher: Linköping University Electronic Press
ISBN: 9176850781
Category :
Languages : en
Pages : 134
Book Description
Avhandlingen behandlar lärarstudenternas och nyblivna lärares erfarenheter av obehagliga situationer. Frågeställningar innefattar: Vilka situationer beskriver lärarstudenter och nyblivna lärare som emotionellt påfrestande? Hur hanterar lärarstudenter och nyblivna lärare emotionellt påfrestande situationer som beskrivs? Avhandlingen innefattar fyra artiklar som behandlar dessa frågeställningar. Resultat visar att lärarstudenters hanterandestrategier innefattar (1) att skjuta fram lärande att hantera känslomässigt påfrestande situationer när de börjar att arbeta samt (2) att acceptera att det inte går att påverka situationer som är känslomässigt påfrestande och då enbart acceptera de förhållanden som skapar känslomässigt utmanade situationer. Andra strategier som studierna har visat innefattade att verka för förändring, vara en del av ett kollektiv eller att förminska ansvar som sätt att hantera känslomässiga utmaningar. Lärarstudenter etablerade gränser som ett sätt att hantera påfrestande situationer i relation till känslomässigt arbetet och i förhållande till olika relationer. De nyblivna lärarna var tvungna att förhålla sig till konflikter. Detta gjorde nyblivna lärare i studien genom att verka för sin autonoma position, genom att engagera sig i samarbete, genom att försöka påverka eller genom att alliera sig med arbetsplatsens värdeförmedling. Dessa strategier verkar vara sammanlänkade med olika konsekvenser, där autonomi och att vara en påverkanskraft i större utsträckning verkar leda till tankar om att byta skola eller att sluta som lärare.
Publisher: Linköping University Electronic Press
ISBN: 9176850781
Category :
Languages : en
Pages : 134
Book Description
Avhandlingen behandlar lärarstudenternas och nyblivna lärares erfarenheter av obehagliga situationer. Frågeställningar innefattar: Vilka situationer beskriver lärarstudenter och nyblivna lärare som emotionellt påfrestande? Hur hanterar lärarstudenter och nyblivna lärare emotionellt påfrestande situationer som beskrivs? Avhandlingen innefattar fyra artiklar som behandlar dessa frågeställningar. Resultat visar att lärarstudenters hanterandestrategier innefattar (1) att skjuta fram lärande att hantera känslomässigt påfrestande situationer när de börjar att arbeta samt (2) att acceptera att det inte går att påverka situationer som är känslomässigt påfrestande och då enbart acceptera de förhållanden som skapar känslomässigt utmanade situationer. Andra strategier som studierna har visat innefattade att verka för förändring, vara en del av ett kollektiv eller att förminska ansvar som sätt att hantera känslomässiga utmaningar. Lärarstudenter etablerade gränser som ett sätt att hantera påfrestande situationer i relation till känslomässigt arbetet och i förhållande till olika relationer. De nyblivna lärarna var tvungna att förhålla sig till konflikter. Detta gjorde nyblivna lärare i studien genom att verka för sin autonoma position, genom att engagera sig i samarbete, genom att försöka påverka eller genom att alliera sig med arbetsplatsens värdeförmedling. Dessa strategier verkar vara sammanlänkade med olika konsekvenser, där autonomi och att vara en påverkanskraft i större utsträckning verkar leda till tankar om att byta skola eller att sluta som lärare.
Understanding the Dynamics of Teacher Agency, Resilience, and Identity in the Neoliberal Age
Author: Gang Zhu
Publisher: Rowman & Littlefield
ISBN: 1666914304
Category : Education
Languages : en
Pages : 207
Book Description
Understanding the Dynamics of Teacher Agency, Resilience, and Identity in the Neoliberal Age foregrounds how the neoliberal educational reforms contribute to the (trans)formation of teacher agency, resilience, and identity through various theoretical perspectives and methodological approaches.
Publisher: Rowman & Littlefield
ISBN: 1666914304
Category : Education
Languages : en
Pages : 207
Book Description
Understanding the Dynamics of Teacher Agency, Resilience, and Identity in the Neoliberal Age foregrounds how the neoliberal educational reforms contribute to the (trans)formation of teacher agency, resilience, and identity through various theoretical perspectives and methodological approaches.
Teacher Burnout
Author: Alfred S. Alschuler
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 104
Book Description
This booklet presents articles that deal with identifying signs of stress and methods of reducing work-related stressors. An introductory article gives a summary of the causes, consequences, and cures of teacher stress and burnout. In articles on recognizing signs of stress, "Type A" and "Type B" personalities are examined, with implications for stressful behavior related to each type, and a case history of a teacher who was beaten by a student is given. Methods of overcoming job-related stress are suggested in eight articles: (1) "How Some Teachers Avoid Burnout"; (2) "The Nibble Method of Overcoming Stress"; (3) "Twenty Ways I Save Time"; (4) "How To Bring Forth The Relaxation Response"; (5) "How To Draw Vitality From Stress"; (6) "Six Steps to a Positive Addiction"; (7)"Positive Denial: The Case For Not Facing Reality"; and (8) "Conquering Common Stressors". A workshop guide is offered for reducing and preventing teacher burnout by establishing support groups, reducing stressors, changing perceptions of stressors, and improving coping abilities. Workshop roles of initiator, facilitator, and members are discussed. An annotated bibliography of twelve books about stress is included. (FG)
Publisher:
ISBN:
Category : Education
Languages : en
Pages : 104
Book Description
This booklet presents articles that deal with identifying signs of stress and methods of reducing work-related stressors. An introductory article gives a summary of the causes, consequences, and cures of teacher stress and burnout. In articles on recognizing signs of stress, "Type A" and "Type B" personalities are examined, with implications for stressful behavior related to each type, and a case history of a teacher who was beaten by a student is given. Methods of overcoming job-related stress are suggested in eight articles: (1) "How Some Teachers Avoid Burnout"; (2) "The Nibble Method of Overcoming Stress"; (3) "Twenty Ways I Save Time"; (4) "How To Bring Forth The Relaxation Response"; (5) "How To Draw Vitality From Stress"; (6) "Six Steps to a Positive Addiction"; (7)"Positive Denial: The Case For Not Facing Reality"; and (8) "Conquering Common Stressors". A workshop guide is offered for reducing and preventing teacher burnout by establishing support groups, reducing stressors, changing perceptions of stressors, and improving coping abilities. Workshop roles of initiator, facilitator, and members are discussed. An annotated bibliography of twelve books about stress is included. (FG)
Mindfulness in the Secondary Classroom: A Guide for Teaching Adolescents (SEL Solutions Series) (Social and Emotional Learning Solutions)
Author: Patricia C. Broderick
Publisher: W. W. Norton & Company
ISBN: 0393713164
Category : Education
Languages : en
Pages : 212
Book Description
Selected as a "Favorite Book for Educators in 2019" by Greater Good. Mindfulness provides a strong foundation for other social and emotional skills and is making inroads into classrooms as teachers seek ways to center and focus their own attention as well as that of their distracted students. Trish Broderick describes the particular relevance of mindfulness to the teaching of adolescent students, including its potential to alleviate stress, foster motivation, engagement, and compassion—and ultimately, to improve both learning and social relationships. Her book is a guide to applying mindfulness to day-to-day classroom challenges; every chapter contains authentic vignettes of secondary teachers and students, brief practices to try, and a set of takeaway points and reflection questions.
Publisher: W. W. Norton & Company
ISBN: 0393713164
Category : Education
Languages : en
Pages : 212
Book Description
Selected as a "Favorite Book for Educators in 2019" by Greater Good. Mindfulness provides a strong foundation for other social and emotional skills and is making inroads into classrooms as teachers seek ways to center and focus their own attention as well as that of their distracted students. Trish Broderick describes the particular relevance of mindfulness to the teaching of adolescent students, including its potential to alleviate stress, foster motivation, engagement, and compassion—and ultimately, to improve both learning and social relationships. Her book is a guide to applying mindfulness to day-to-day classroom challenges; every chapter contains authentic vignettes of secondary teachers and students, brief practices to try, and a set of takeaway points and reflection questions.
Emotion and School
Author: Melissa Newberry
Publisher: Emerald Group Publishing
ISBN: 1781906521
Category : Education
Languages : en
Pages : 304
Book Description
The book differs from other books on emotions in teaching by acknowledging all relationships within the complex system of schools and the ways that emotion influences the relationship and practice of the those working within schools- administration, teacher-peer, teacher- student, and veteran- novice.
Publisher: Emerald Group Publishing
ISBN: 1781906521
Category : Education
Languages : en
Pages : 304
Book Description
The book differs from other books on emotions in teaching by acknowledging all relationships within the complex system of schools and the ways that emotion influences the relationship and practice of the those working within schools- administration, teacher-peer, teacher- student, and veteran- novice.
The Routledge International Handbook of Constructivist Grounded Theory in Educational Research
Author: Elaine Keane
Publisher: Taylor & Francis
ISBN: 1040118046
Category : Education
Languages : en
Pages : 388
Book Description
The Routledge International Handbook of Constructivist Grounded Theory in Educational Research provides a comprehensive overview of the state of the art in Constructivist Grounded Theory (CGT) methodology, including core grounded theory tenets and processes as well as constructivist ‘adaptations’. It features CGT research from across the education sector, including studies based in primary schooling, post-primary (second-level) schooling, and higher education. Across 5 parts and 20 chapters, the book makes explicit how CGT techniques and processes were implemented in the field, the way(s) in which challenges were navigated, and how educational researchers aligned their research processes to constructivist principles. It offers exemplars of good practice by educational researchers from Australia, Ireland, Italy, Norway, Sweden, Switzerland, the UK, and the USA. The Handbook synthesises learning from the experiences of CGT researchers in education to establish a framework of guidance for early career and more experienced researchers. Additionally, it directly interrogates and considers how to address challenges in the implementation of high-quality CGT and looks to the future of the methodology in educational research. This Handbook provides guidance and education-specific examples to doctoral students and researchers who wish to use or are using CGT in educational research. It will also be of significant interest to qualitative researchers in other disciplines like sociology, psychology, and nursing.
Publisher: Taylor & Francis
ISBN: 1040118046
Category : Education
Languages : en
Pages : 388
Book Description
The Routledge International Handbook of Constructivist Grounded Theory in Educational Research provides a comprehensive overview of the state of the art in Constructivist Grounded Theory (CGT) methodology, including core grounded theory tenets and processes as well as constructivist ‘adaptations’. It features CGT research from across the education sector, including studies based in primary schooling, post-primary (second-level) schooling, and higher education. Across 5 parts and 20 chapters, the book makes explicit how CGT techniques and processes were implemented in the field, the way(s) in which challenges were navigated, and how educational researchers aligned their research processes to constructivist principles. It offers exemplars of good practice by educational researchers from Australia, Ireland, Italy, Norway, Sweden, Switzerland, the UK, and the USA. The Handbook synthesises learning from the experiences of CGT researchers in education to establish a framework of guidance for early career and more experienced researchers. Additionally, it directly interrogates and considers how to address challenges in the implementation of high-quality CGT and looks to the future of the methodology in educational research. This Handbook provides guidance and education-specific examples to doctoral students and researchers who wish to use or are using CGT in educational research. It will also be of significant interest to qualitative researchers in other disciplines like sociology, psychology, and nursing.
Early Career Teachers in Higher Education
Author: Jody Crutchley
Publisher: Bloomsbury Publishing
ISBN: 1350129356
Category : Education
Languages : en
Pages : 243
Book Description
Early Career Teachers in Higher Education explores the experiences of Early Career Teachers (ECTs) through 13 personal teaching journeys from academics working across Africa, Asia, Australasia, Europe and South America. This edited volume contains the subjective narrative of each contributor's entry into academia, their pedagogic practice and the development of their multiple teaching identities. Their personal narratives and testimonies presented here will provide a valuable resource for ECTs and academics around the world as they begin teaching in higher education. In addition, this edited book highlights contemporary issues, such as precarity, casualisation, fragmentation of academic responsibilities and intersectionality, that shape contemporary ECT workloads.
Publisher: Bloomsbury Publishing
ISBN: 1350129356
Category : Education
Languages : en
Pages : 243
Book Description
Early Career Teachers in Higher Education explores the experiences of Early Career Teachers (ECTs) through 13 personal teaching journeys from academics working across Africa, Asia, Australasia, Europe and South America. This edited volume contains the subjective narrative of each contributor's entry into academia, their pedagogic practice and the development of their multiple teaching identities. Their personal narratives and testimonies presented here will provide a valuable resource for ECTs and academics around the world as they begin teaching in higher education. In addition, this edited book highlights contemporary issues, such as precarity, casualisation, fragmentation of academic responsibilities and intersectionality, that shape contemporary ECT workloads.
Cultivating Teacher Resilience
Author: Caroline F. Mansfield
Publisher: Springer Nature
ISBN: 9811559635
Category : Education
Languages : en
Pages : 307
Book Description
This open access book follows the development of the Building Resilience in Teacher Education (BRiTE) project across Australia and internationally. Drawing on the success of this project and the related research collaborations that have since emerged, it highlights the importance of cultivating resilience at various stages of teachers’ careers. Divided into three sections, the book includes conceptual, empirical and applied chapters, designed to introduce readers to the field of research, provide empirical evidence and showcase innovative applications. The respective chapters illustrate the ways in which teacher resilience can be enhanced in a variety of contexts, and address specific learning activities, case studies, resources and strategies, student feedback and applied outcomes. They also consider future directions including cross-cultural applications and the use of technologies such as augmented reality. The book will appeal to researchers, teacher educators and teachers, as well as those interested in supporting the cultivation and ongoing development of professional resilience for pre-service and practicing teachers.
Publisher: Springer Nature
ISBN: 9811559635
Category : Education
Languages : en
Pages : 307
Book Description
This open access book follows the development of the Building Resilience in Teacher Education (BRiTE) project across Australia and internationally. Drawing on the success of this project and the related research collaborations that have since emerged, it highlights the importance of cultivating resilience at various stages of teachers’ careers. Divided into three sections, the book includes conceptual, empirical and applied chapters, designed to introduce readers to the field of research, provide empirical evidence and showcase innovative applications. The respective chapters illustrate the ways in which teacher resilience can be enhanced in a variety of contexts, and address specific learning activities, case studies, resources and strategies, student feedback and applied outcomes. They also consider future directions including cross-cultural applications and the use of technologies such as augmented reality. The book will appeal to researchers, teacher educators and teachers, as well as those interested in supporting the cultivation and ongoing development of professional resilience for pre-service and practicing teachers.
The Moral Work of Teaching and Teacher Education
Author: Matthew N. Sanger
Publisher: Teachers College Press
ISBN: 0807771988
Category : Education
Languages : en
Pages : 225
Book Description
What makes teaching a moral endeavor? How can we prepare classroom practitioners for engaging in that moral endeavor in meaningful and effective ways? This volume brings together leading scholar who draw upon both their academic expertise and substantial wisdom of practice to offer a variety of perspectives on the challenge of preparing today’s teachers for the moral work of teaching. Book Features: Examines the role that teacher preparation and development can play in addressing the moral work of teaching.Highlights the work of leading scholars from educational psychology, educational philosophy, and teacher education.Provides compelling insights for identifying the next generation of our nation’s best teachers. Contributors: Wolfgang Althof, Karen D. Benson, Marvin W. Berkowitz, Donald Blumenfeld-Jones, Elizabeth Campbell, Julie Canniff, Mary Crawford, Lana Daly, Rebecca Evers, Cathie Fallona, Gary Fenstermacher, Anthony Holter, Lisa E. Johnson, Daniel Lapsley, Darcia Narvaez, Virginia Navarro, Larry Nucci, Joy Pelton, Virginia Richardson, Don Senneville, David Shields, Barbara Stengel, Jonatha W. Vare, Marilyn Watson Matthew Sanger is associate professor of Educational Foundations in the College of Education at Idaho State University. Richard Osguthorpe is associate professor and chair of the Department of Curriculum, Instruction, and Foundational Studies at Boise State University. “The editors and contributors help us appreciate that many teachers come to the work precisely because of abiding moral commitments —to help others, to make a difference in the lives of the young, to give something back to society. But they also help us see how crucial it is to give candidates systematic support in coming to grips with the meaning of these commitments, and how to translate them into pedagogical action for the well-being of students and society alike.” —From the Foreword by David T. Hansen “This book sheds light into the core of professional morality. It should be a ‘must’ for each student teacher and for each practitioner around school life.” —Fritz Oser, professor of education and educational psychology, University of Fribourg, Switzerland “Lest we forget that teaching is inherently moral work, Sanger and Osguthorpe explain what this means for teachers and teacher educators. The combination of conceptual analysis and cases of teacher education practice make this book a valuable resource and welcome antidote to the current preoccupation with test scores.” —Sharon Feiman-Nemser, Brandeis University
Publisher: Teachers College Press
ISBN: 0807771988
Category : Education
Languages : en
Pages : 225
Book Description
What makes teaching a moral endeavor? How can we prepare classroom practitioners for engaging in that moral endeavor in meaningful and effective ways? This volume brings together leading scholar who draw upon both their academic expertise and substantial wisdom of practice to offer a variety of perspectives on the challenge of preparing today’s teachers for the moral work of teaching. Book Features: Examines the role that teacher preparation and development can play in addressing the moral work of teaching.Highlights the work of leading scholars from educational psychology, educational philosophy, and teacher education.Provides compelling insights for identifying the next generation of our nation’s best teachers. Contributors: Wolfgang Althof, Karen D. Benson, Marvin W. Berkowitz, Donald Blumenfeld-Jones, Elizabeth Campbell, Julie Canniff, Mary Crawford, Lana Daly, Rebecca Evers, Cathie Fallona, Gary Fenstermacher, Anthony Holter, Lisa E. Johnson, Daniel Lapsley, Darcia Narvaez, Virginia Navarro, Larry Nucci, Joy Pelton, Virginia Richardson, Don Senneville, David Shields, Barbara Stengel, Jonatha W. Vare, Marilyn Watson Matthew Sanger is associate professor of Educational Foundations in the College of Education at Idaho State University. Richard Osguthorpe is associate professor and chair of the Department of Curriculum, Instruction, and Foundational Studies at Boise State University. “The editors and contributors help us appreciate that many teachers come to the work precisely because of abiding moral commitments —to help others, to make a difference in the lives of the young, to give something back to society. But they also help us see how crucial it is to give candidates systematic support in coming to grips with the meaning of these commitments, and how to translate them into pedagogical action for the well-being of students and society alike.” —From the Foreword by David T. Hansen “This book sheds light into the core of professional morality. It should be a ‘must’ for each student teacher and for each practitioner around school life.” —Fritz Oser, professor of education and educational psychology, University of Fribourg, Switzerland “Lest we forget that teaching is inherently moral work, Sanger and Osguthorpe explain what this means for teachers and teacher educators. The combination of conceptual analysis and cases of teacher education practice make this book a valuable resource and welcome antidote to the current preoccupation with test scores.” —Sharon Feiman-Nemser, Brandeis University
Looking into the Future
Author: Carl-Johan Uckelstam
Publisher: Linköping University Electronic Press
ISBN: 9179297099
Category : Electronic books
Languages : en
Pages : 70
Book Description
Psychotherapy research has shifted from mainly focusing on the average effects of different treatments to concentrating more on questions related to the individual patient. When research attention shifts, it can give rise to the implementation of new statistical methods that, in turn, can illuminate new challenges that must be addressed. The aim of the thesis was to study how traditional methods for predicting certain psychotherapy outcomes have been conducted in the past, and how more advanced statistical methods might be used to enhance knowledge of how to predict these outcomes today. Three studies were performed: Paper I focused on how Multi Level Modeling (MLM) can be used to study certain aspects of the relationship between working alliance and treatment outcome. In Paper II, Latent Profile Analysis (LPA) and item-level analysis were used to give nuance to the relationship between psychological distress at baseline and change rate during treatment. Finally, in Paper III, Machine Learning (ML) was used to detect dropout patients in the early phase of treatment by exploring complex patterns of symptom distress during the early phase of treatment. The thesis showed how different goals of scientific exploration can be studied in the context of routine care with the use of these statistical frameworks and discussed some of the challenges and opportunities worth noting when entering this line of research. Psykoterapiforskning har på senare tid gått från att fokusera på genomsnittliga effekter av olika behandlingsinriktningar, till att inrikta sig mer mot den enskilda patienten. När fokus förflyttas på det här sättet kan det leda till att nya statistiska metoder behöver tillämpas vilket i sin tur kan leda till nya utmaningar för psykoterapiforskaren. Syftet med avhandlingen var att undersöka hur traditionella statistiska metoder har använts för att studera olika typer av psykoterapiutfall i rutinmässig vård, och hur mer avancerade statistiska metoder kan tillämpas för att öka kunskapen om hur dessa utfall kan prediceras. Tre studier genomfördes. Studie I fokuserade på hur flernivåanalys kan användas för att studera relationen mellan arbetsallians och behandlingsutfall. I studie II användes latent profilanalys för att studera sambandet mellan psykologiska besvär vid det första besöket och symptomförändring under behandlingens gång. Slutligen, I studie III, tillämpades maskininlärning för att upptäcka patienter med risk att hoppa av behandlingen i förtid. Sammanfattningsvis belystes i avhandlingen hur olika typer av vetenskapliga frågeställningar kan studeras i en klinisk kontext med hjälp av dessa statistiska ramverk samt några av de fördelar och begräsningar som är viktiga att notera när de tillämpas.
Publisher: Linköping University Electronic Press
ISBN: 9179297099
Category : Electronic books
Languages : en
Pages : 70
Book Description
Psychotherapy research has shifted from mainly focusing on the average effects of different treatments to concentrating more on questions related to the individual patient. When research attention shifts, it can give rise to the implementation of new statistical methods that, in turn, can illuminate new challenges that must be addressed. The aim of the thesis was to study how traditional methods for predicting certain psychotherapy outcomes have been conducted in the past, and how more advanced statistical methods might be used to enhance knowledge of how to predict these outcomes today. Three studies were performed: Paper I focused on how Multi Level Modeling (MLM) can be used to study certain aspects of the relationship between working alliance and treatment outcome. In Paper II, Latent Profile Analysis (LPA) and item-level analysis were used to give nuance to the relationship between psychological distress at baseline and change rate during treatment. Finally, in Paper III, Machine Learning (ML) was used to detect dropout patients in the early phase of treatment by exploring complex patterns of symptom distress during the early phase of treatment. The thesis showed how different goals of scientific exploration can be studied in the context of routine care with the use of these statistical frameworks and discussed some of the challenges and opportunities worth noting when entering this line of research. Psykoterapiforskning har på senare tid gått från att fokusera på genomsnittliga effekter av olika behandlingsinriktningar, till att inrikta sig mer mot den enskilda patienten. När fokus förflyttas på det här sättet kan det leda till att nya statistiska metoder behöver tillämpas vilket i sin tur kan leda till nya utmaningar för psykoterapiforskaren. Syftet med avhandlingen var att undersöka hur traditionella statistiska metoder har använts för att studera olika typer av psykoterapiutfall i rutinmässig vård, och hur mer avancerade statistiska metoder kan tillämpas för att öka kunskapen om hur dessa utfall kan prediceras. Tre studier genomfördes. Studie I fokuserade på hur flernivåanalys kan användas för att studera relationen mellan arbetsallians och behandlingsutfall. I studie II användes latent profilanalys för att studera sambandet mellan psykologiska besvär vid det första besöket och symptomförändring under behandlingens gång. Slutligen, I studie III, tillämpades maskininlärning för att upptäcka patienter med risk att hoppa av behandlingen i förtid. Sammanfattningsvis belystes i avhandlingen hur olika typer av vetenskapliga frågeställningar kan studeras i en klinisk kontext med hjälp av dessa statistiska ramverk samt några av de fördelar och begräsningar som är viktiga att notera när de tillämpas.