Teaching and Teacher Education 109 (2022) 103570 Contents lists available at ScienceDirect Teaching and Teacher Education journal homepage: www.elsevier.com/locate/tate Research paper Examining the relationship between internship experiences, teaching enthusiasm, and teacher self-efficacy when using a mobile portfolio app Konstantinos Michos a, *, Andrea Cantieni a, Regina Schmid b, Laura Müller b, Dominik Petko a a b University of Zurich, Kantonsschulstrasse 3, 8001, Zurich, Switzerland Schwyz University of Teacher Education, Zaystrasse 42, 6410, Goldau, Switzerland h i g h l i g h t s Student teachers used a mobile portfolio app in two experimental studies during teacher education internships. Each study evaluated different uses of the mobile app in a four-week, teaching internship in schools. Internships experiences affected the development of teaching enthusiasm and teacher self-efficacy. The use of the app increased teaching enthusiasm only when student teachers worked on the app with mentors. a r t i c l e i n f o a b s t r a c t Article history: Received 17 May 2021 Received in revised form 19 October 2021 Accepted 20 October 2021 Available online 1 November 2021 Teaching internships constitute a core part of teacher education. However, it is unclear how internship experiences can be enhanced with digital technologies to foster teacher professional development. In two experimental studies, we examined the relationship between internship experiences, the development of teaching enthusiasm and teacher self-efficacy when using a mobile portfolio app during teaching internships. Results show a positive effect of internship experiences on teaching enthusiasm and self-efficacy. However, the use of the mobile app increased teaching enthusiasm only when student teachers worked with their mentors. These results contribute to the relationship between mobileenhanced internship experiences and teacher effectiveness factors. © 2021 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). Keywords: Teacher education Teacher self-efficacy Teaching enthusiasm Mobile learning Digital portfolios 1. Introduction Teaching internshipsdoften referred to as teaching practice or teaching practicumsdconstitute a fundamental element of teacher education programs and aim to involve student teachers in prolonged exposure to hands-on classroom experiences (Cohen et al., 2013; Rupp & Becker, 2021). Typically, teaching internships involve independent classroom teaching guided by teacher mentors. Teaching internships aim to provide a cycle of experiential learning, including practical experimentation along with teachers’ * Corresponding author. University of Zurich, Institute of Education, Kantonsschulstrasse 3, 8001, Zurich, Switzerland. E-mail address: konstantinos.michos@ife.uzh.ch (K. Michos). reflection (McIntyre, 1993; Postholm, 2008) that should connect theory with practice (Zeichner et al., 2015). During teaching internships, student teachers have the opportunity to develop not only their teaching capacities but also their dispositions, such as their motivation, self-efficacy, and professional teacher identity (Hudson, 2005). These aspects have been shown to relate to effective instruction and instructional quality (Keller et al., 2016; Kunter et al., 2008, 2011). Thus, the interplay between important motivational factors and related teacher beliefs that help student teachers become effective teachers has gained increased attention in teacher education (Lazarides et al., 2018; OECD, 2019). To support professional development in teaching internships, a variety of digital technologies have been used in teacher education. For instance, digital portfolios enable student teachers to reflect through journaling, inquire into their skills and knowledge, and https://doi.org/10.1016/j.tate.2021.103570 0742-051X/© 2021 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 document their teaching experience (Abrami & Barrett, 2005; Chye et al., 2019), even with the use of mobile technologies (Baran, 2014). However, the integration of digital technologies into teacher education is a challenging endeavor, and previous research suggested focusing on overarching issues. These issues include the alignment of digital technologies with coursework and teacher education curriculum (Beckers et al., 2016; Cakir, 2013), the required scaffolds to enable teacher development to evolve (McGarr & Moody, 2010; Petko et al., 2017) , and the lack of empirical evidence to understand how student teachers develop their teaching capacities (Berrill & Addison, 2010; Gurvitch & Metzler, 2009; Imhof & Picard, 2009). In particular, only a few empirical studies have shown the outcomes of using digital portfolios in teaching internships. 1.2. Teaching internships influence teacher self-efficacy and teaching enthusiasm During teaching internships, student teachers have the opportunity to practice important teaching skills and better understand authentic educational contexts (e.g., school and classroom contexts) outside of the teacher education program. A literature review (Cohen et al., 2013) shows that outcomes of teaching internships relate to a) teachers' beliefs and sense of efficacy, such as selfconfidence in teaching and reflective abilities; b) teachers' instructional skills; and c) students' academic achievements in specific subjects. Previous studies found that teacher self-efficacy increases during teaching internships (Fives et al., 2007; Klassen & Durksen, 2014; Rupp & Becker, 2021), although there are other cases of negative influences of self-efficacy on emotional exhaustion (Brouwers & Tomic, 2000). In general, students teachers increase their self-efficacy through teaching (Colson et al., 2017; Wenner, 2001) but this also depends on the actual activity implemented during teaching internships. For example, self-efficacy may depend on the level of support received by teacher mentors (Hoy & Spero, 2005) or reflective activities and feedback during teaching internships that can be further enhanced with digital tools like videos and feedback environments (Prilop et al., 2019). Teaching experiences with technology may also increase student teachers' self-efficacy (Han et al., 2017). Further, student teachers’ openness to educational theories taught during the teacher education curriculum seems to relate to the development of self-efficacy during internships (Hascher & Hagenauer, 2016). Lastly, the role of mentors has been considered important, and high-quality mentoring may result in increased self-efficacy (Richter et al., 2013). Teaching enthusiasm is considered a more complex construct (Keller et al., 2016). Hascher and Hagenauer (2016) reported that student teachers expressed more positive emotions during teaching internships; for example, they were interested and enthusiastic about teaching, but they also reported being nervous and anxious. A recent study on teachers' virtual internships showed that their enthusiasm for teaching increased after the internship (Theelen et al., 2020). Although a number of studies have explored the enthusiasm of in-service teachers (Keller et al., 2016; Kunter et al., 2011; Lazarides et al., 2018; Stahnke et al., 2016), there is a lack of empirical evidence focusing on understanding the development of teacher enthusiasm during student teachers’ internships. 1.1. Teacher enthusiasm and self-efficacy Various factors determine good teaching and effective teachers. Previous studies have shown that teachers' motivational orientations, including their enthusiasm for teaching and their selfefficacy in teaching tasks during classroom experiences, contribute to teacher effectiveness (Gurvitch & Metzler, 2009; Klassen et al., 2009; Mahler et al., 2017). Teacher enthusiasm is defined as the enjoyment, excitement, and pleasure that teachers feel during teaching and distinguishes between enthusiasm for teaching and enthusiasm for the teaching subject (Kunter et al., 2011; Lazarides et al., 2018). It has been argued that teacher enthusiasm includes two facets: positive affective experiences during teaching, such as enjoyment, and the expressiveness of teachers’ enthusiasm in the classroom with facial expressions and gestures (Keller et al., 2016). Research has shown that teacher enthusiasm is associated with student outcomes and effective instruction (Keller et al., 2016; Kunter et al., 2011). Increased teacher enthusiasm relates to higher student motivation through masteryoriented activities (Stahnke et al., 2016), higher student interest (Kim & Schallert, 2014), and learning outcomes (Keller et al., 2013). Next to motivational factors such as teacher enthusiasm, selfefficacy beliefs have been considered a core component of teach€ meke, ers' professional competence (Baumert & Kunter, 2013; Blo 2014). According to Bandura (1997), people develop self-efficacy beliefs based on four sources: mastery experience, vicarious experience, social persuasion, and physiological state. Mastery experience is the most important source and refers to the engagement of individuals in a certain activity that is interpreted on the basis of their performance and leads to the development of beliefs (Gurvitch & Metzler, 2009). Accordingly, teacher selfefficacy is the perceived ability to succeed in teaching tasks, such as effectively managing a classroom, as well as motivating and engaging students in a particular situation (Buri & Moe, 2020; Dellinger et al., 2008). Studies show that teachers' self-efficacy is not only associated with increased teacher motivation and enthusiasm but also with student performance (Gurvitch & Metzler, 2009; Klassen et al., 2009; Mahler et al., 2017). A meta-analysis showed that teachers’ self-efficacy is strongly associated with teaching performance and modestly associated with student achievement (Klassen & Tze, 2014) and suggested the development of self-efficacy beliefs through training and professional development. Student teachers might also develop self-efficacy through assessment activities that include authentic tasks and feedback (Dinther et al., 2015). However, the majority of the abovementioned studies included in-service teachers, and only a limited number of studies have shown how student teachers develop self-efficacy and enthusiasm during internships. 1.3. Digital and mobile portfolios for teacher reflection in internships The use of digital tools in teacher education has a long tradition, especially in the context of reflective writing and video-based s, 2015; Kay, 2006; Kori et al., 2014). feedback (Gaudin & Chalie More recently, additional technologies, such as social media (Iredale et al., 2020) and mobile technologies (Baran, 2014), have been explored to strengthen teacher education. Digital portfolios can be seen as an overarching approach that includes the affordances of many other tools, such as video-based feedback, weblogs, and even social media (Berrill & Addison, 2010) and aims to support student teachers’ deep reflections during teacher education activities, such as teaching internships. In particular, digital portfolios are a technology that enables the collection of digital artifacts capturing evidence of the working or learning process (Lorenzo & Ittelson, 2005; Stefani et al., 2007) and might support documentation, reflection, and collaboration (Zubizarreta, 2009) during teacher education internships. Student teachers may document or showcase their work with various artifacts, including their lesson plans, images, videos, and classroom experiences (Bruneau & Bie, 2010). Digital portfolios incorporate diverse technologies, such as 2 K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 In the context of teacher education internships, student teachers engage in reflection activities that seek to connect theories with classroom practices. For this reason, student teachers are supposed to reflect on action after teaching and capture classroom evidence supporting their reflections. The literature appears to indicate that the different multimedia features, as well as the collaborative aspect of mobile apps, carry novel significance (Baran, 2014). Nevertheless, the affordances of mobile apps for note-taking with voice, text, and multimedia, as well as collaboration/discussion have not been sufficiently considered in previous studies on teacher reflection in internships. weblogs, microblogs, and social network sites, to facilitate reflective writing, the exchange of feedback, and asynchronous interactions that allow communication without time-space restrictions (Ahmed & Ward, 2016; Birello & Pujola Font, 2020; Hanuscin et al., 2014; Tur & Urbina, 2014). Apart from desktop applications, the use of reflection apps and mobile portfolios is currently very promising due to their ubiquitous and seamless use € nings et al., in professional practices (Garrett & Jackson, 2006; Ko 2016; Renner et al., 2014, 2016) and teaching internships (Petko et al, 2019). Digital portfolios have the potential to develop teacher competencies (Kabilan & Khan, 2012). For instance, teachers develop their creativity when they include audio, video, and hyperlinks in their reflective documentations (Abrami & Barrett, 2005). Teachers also have the opportunity to reflect on action after teaching and to think thoroughly about how to perform their tasks in a more efficient or effective way (Riedinger, 2006). Student teachers might also self-evaluate their teaching and thus develop dispositions and positive feelings toward their work due to their self-directed and personal involvement in learning (Genesee & Upshur, 1996). An increasing number of qualitative and quantitative studies have focused on digital portfolios for teacher education and internships; however, few studies have evaluated the outcomes of digital portfolios with respect to student teachers' self-efficacy and enthusiasm after performing their internships. Regarding teacher self-efficacy, Imhof and Picard (2009) suggested that highly selfefficient teachers might benefit most from portfolios in their teaching. Petko et al. (2017) found that weblogs increase student teachers' self-efficacy when they focus on problem-solving activities, and student teachers receive peer feedback. Boulton (2014) used e-portfolios to assess the transition between pre-service teacher training and teacher employment and concluded that eportfolios may improve self-regulation and teacher self-efficacy. Another study showed that e-portfolios facilitate student teachers' understanding of effective teaching methods, and including collaboration with mentors and teachers may also enhance their social responsibility and efficacy (Kabilan & Khan, 2012). Maharsi (2019) used e-portfolios in teaching practicums with the aim of facilitating reflection and enhancing teachers' classroom management capacities and their awareness for teaching. Similarly, Moran et al. (2013) and Milman (2005) showed that digital teaching portfolios cultivated pre-service teachers’ professional and technological skills. Compared to digital desktop portfolios, mobile portfolio apps offer further opportunities for reflection in teacher education. For instance, mobile apps enable the collection and dissemination of rich multimedia content in real time and provide opportunities for discussion and synchronous or asynchronous interaction with voice, text, and multimedia (Traxler, 2007). Trainee teachers can capture practical evidence, create portfolios, and, through this process, achieve personal goals (Miller & Neill, 2014). Çelik et al. (2018) investigated the affordances of a mobile app for teacher observation and peer feedback compared to a paper-pen format. Their findings showed that mobile apps can provide more focused feedback without time-based restrictions, and teachers were eager to use such technologies for reflection. Although the use of mobile apps for teacher reflection seems promising, there is a limited number of studies on teacher education internships. In other disciplines, such as vocational and medical education, some studies have explored mobile apps for reflection. Mauroux et al. (2014) showed that apprentices are more enthusiastic about using mobiles for their workplace reflections when they receive feedback from their supervisors. Renner et al. (2016) found reflective behavior to be positively associated with job satisfaction when healthcare professionals used the mobile app collaboratively. 1.4. Research questions and hypotheses Based on the findings presented in the above sections, this study aimed to investigate how the use of mobile portfolios in teaching internships affects the influence of internship experiences on teaching enthusiasm and teacher self-efficacy. In particular, we focus on two affordances of digital portfolios that have been highlighted in many conceptual papers but rarely investigated empirically: the collection of multimedia digital artifacts as a basis for reflection and collaboration with mentors during this process. Therefore, in this paper, we addressed the following research questions and investigated the indicated hypotheses: RQ1. To what extent do student teachers’ internship experiences relate to their teaching enthusiasm and self-efficacy during teacher education internships? Regarding the first research question, we investigated the following hypothesis: H1. Student teachers' internship experiences will positively affect their teaching enthusiasm and self-efficacy. RQ2. How do student teachers’ internship experiences relate to their teaching enthusiasm and self-efficacy when using a mobile portfolio app during teacher education internships? Regarding the second research question, we investigated the following hypotheses: H2a. Student teachers' internship experiences will positively affect their teaching enthusiasm when using a mobile portfolio app with multimedia note-taking functionalities. This effect will be significantly lower when students use the mobile app without multimedia note-taking functionalities or when students do not use the mobile app. H2b. Student teachers' internship experiences will positively affect their self-efficacy when using a mobile portfolio app with multimedia note-taking functionalities. This effect will be significantly lower when students use the mobile app without multimedia note-taking functionalities or when students do not use the mobile app. H3a. Student teachers' internship experiences will positively affect their teaching enthusiasm when using a mobile portfolio app with their mentors. This effect will be significantly lower when students use the mobile app alone. H3b. Student teachers' internship experiences will positively affect their self-efficacy when using a mobile portfolio app with their mentors. This effect will be significantly lower when students use the mobile app alone. 3 K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 a portfolio for further documentation (step 6). During the four-week internship, participants used the mobile app on a daily basis to collect noteworthy moments in the classroom by taking notes, pictures or by recording audios and videos. They were also instructed to write at least two reflections per week with the use of the mobile app. 2. Methods 2.1. The present study To answer these research questions, we conducted two experimental studies in a teacher education program for pre-service primary school teachers. For the purposes of these studies, two student cohorts of two respective years used a mobile portfolio app during a four-week internship in primary schools. The first study took place between January and February 2019 and the second study between January and February 2020. The ethical issues of the present studies comply with the ethical standards of the German Educational Research Association. Consequently, all data analyses were conducted based on anonymous data. 2.3. Experimental design To examine the relationship between internship experiences, teaching enthusiasm, and teacher self-efficacy when using a mobile portfolio app, we manipulated the functionalities offered in the app and focused on the affordances of multimedia note-taking and collaboration. The first of these points reflects the fact that mobiles offer further opportunities compared to desktop applications, and thus the real-time collection of evidence in classroom teaching with multimedia note-taking and the retrospective reflection with written comments is feasible to be implemented in teaching internships with the use of mobiles instead of desktop applications. The collaboration between teacher mentors and student teachers is a main reflection component of teacher education internships, and previous experimental studies have examined groups of individual students and groups of students collaborating with teacher mentors. Nevertheless, there is a lack of experimental studies regarding the connection between mobile-enhanced teaching internship experiences and the development of teaching enthusiasm and teacher self-efficacy. Therefore, we conducted two experimental studies to evaluate our five hypotheses. In both studies, we investigated H1 to explore the relationship between internship experiences, teaching enthusiasm and self-efficacy with variations in the use of the mobile app. In addition to H1, the first study also examined H2a and H2b to explore whether the use of the app affected this relationship based on the multimedia note-taking functionalities. Students were randomly assigned to one of two experimental groups with the mobile app and a control group without the mobile app. The first 2.2. Mobile portfolio app A specialized teacher education app was developed (Petko et al., 2019) and used in the study. The core functionality includes the collection of so-called “moments”, i.e. by adding notes, taking pictures or recording audio or video, and the formulation of written or spoken reflections that are based on the recorded moments (see Fig. 1). The app runs on all major mobile operating systems (https:// metapholio.ch). The workflow of using the app can be described in six steps: After installing the app and creating an account (step 1), users invite fellow pre-service teachers and teacher educators to access their portfolio (step 2). Through a simple interface, users and invited persons can collect noteworthy moments during lessons (step 3). These moments can be selected to be the starting point for written or spoken reflections (step 4). Reflections are categorized along professional standards (e.g., CCSSO, 2013) and scaffolded by short prompts (e.g., “Describe what you did”, “How did this work out?“, “What can be improved?“, “What theories could be helpful in this regard?“). All moments and reflections can serve as a starting point for comments and discussions between participants (step 5). Finally, all moments, reflections, and comments can be exported as Fig. 1. Screenshots from the metapholio app, from left to right: (a) collecting a moment, (b) overview of collected moments, (c) selecting moments and composing a reflection guided by prompts (d) viewing and commenting on reflections. 4 K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 experimental group received a full version of the app that supported all six steps of the reflection process while the other group worked with a reduced version of the app where step 3 was omitted. Fig. 2 shows examples of student teachers’ portfolios with the full version of the app (Left) which enabled students teachers to capture multimedia evidence and write reflections whereas the reduced version of the app (Right) enabled only the reporting of written notes or reflections without multimedia. The experimental groups and the control group performed their internships in the following way (see Fig. 3): Experimental group 1 (Metapholio group): Internships with the use of the mobile app, including multimedia note-taking functionalities and written reflections. Experimental group 2 (Metapholio light group): Internships with the use of the mobile app, excluding multimedia notetaking functionalities but with text-based notes and written reflections. Control group: Internships without the use of the mobile app but with written reflective reports. Fig. 3. Experimental design and study measures in Study 1. The second study further examined H1 to explore the relationship between internship experiences, teacher self-efficacy and teaching enthusiasm with different conditions and another student cohort. In addition to H1, this study examined H3a and H3b. Thus, it studied whether the collaborative use of the app with mentors affects teaching enthusiasm and self-efficacy (see Fig. 4). Students were randomly assigned to two experimental groups and both worked with the full version of the app as follows: Experimental group 1 (Metapholio mentored group): Internships with the mobile portfolio app and collaboration between student teachers and mentors. Experimental group 2 (Metapholio unmentored group): Internships with the mobile portfolio app without mentors. Fig. 4. Experimental design and study measures in Study 2. conducted two studies with two different student teacher cohorts. In each study students were attending the same course related to the teaching internship which is part of a six-semester teacher education program in the German speaking part of Switzerland and it is offered yearly in the third semester. In Switzerland, primary 2.4. Sample and procedure The sample consisted of pre-service primary education teachers enrolled in a teacher education program in a Swiss university of teacher education. In order to evaluate our five hypotheses, we Fig. 2. Examples of two student teachers' portfolios. Left: Example from the “Metapholio group”. Right: Example from the “Metapholio light group”. 5 K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 2.5.1. Teaching enthusiasm instrument teacher education is concluded with a bachelor degree after three years of study and repeated teaching internships are an important part of teacher education. All student teachers had already participated in two teaching internships out of the five, mandatory internships and already taught isolated primary education subjects. During the studies, student teachers conducted their third internship, took full responsibility of a classroom for four weeks and taught all the subjects of the primary school curriculum, which are 10 different subjects in the German-speaking region of Switzerland. Among the 10 teaching subjects, the most important for the teaching internship were German, Mathematics and a subject that is a combination of Geography, History, Physics and Biology. During the teaching sessions, the regular teacher took the role of the coach but each subject was entirely taught by student teachers. In addition, a university mentor visited the classroom to provide feedback and support as part of the teacher education program. All student teacher had their first, prolonged teaching experience during the four-week period of the study. All student teachers had experience in using personal smartphones and common social media platforms. In order to gain experience with the mobile app before their internships, student teachers participated in a 2-h training workshop that included a hands-on walkthrough of all the functionalities of the mobile app. In the first study, N ¼ 83 student teachers (64 female and 19 male, with the large majority of 70 aged between 18 and 25 years) were randomly assigned to one of the Metapholio group (n ¼ 28), the Metapholio light group (n ¼ 29), and the control group (n ¼ 26). In the second study, N ¼ 81 student teachers (63 female, 17 male, and one omitting reports of their gender, with 68 aged between 18 and 25 years) were randomly assigned to either the Metapholio mentored group (n ¼ 39) or the Metapholio unmentored group (n ¼ 42). A prior power analysis indicated that the above sample sizes were able to predict an effect size of f2 ¼ 0.15 with an assumed significance level of p ¼ .05 and a statistical power of close to 1-b ¼ 0.90 in a linear regression analysis model with two predictors (calculated with G*Power 3.1.9.2; Faul et al., 2007). Teaching enthusiasm was measured with the Teacher Enthusiasm Scale developed by Kunter et al. (2011), which has been widely used in previous studies and across different countries (Kasalak & Dagyar, 2020). Our instrument focused on student teachers' enthusiasm for teaching without evaluating enthusiasm for the teaching subject and included five items on a 4-point Likert scale, ranging from 1 ¼ “Does not apply at all” to 4 ¼ “Fully applies” (sample items: “I always enjoy teaching students new things”, “It is a pleasure to teach”). The EFA analysis of teaching enthusiasm scale with oblimin rotation and the number of factors determined by eigenvalues being greater than 1 resulted in a single factor solution. In both studies the instrument showed good reliability (First study: pre-test, Cronbach's alpha ¼ .84 and post-test, Cronbach's alpha ¼ .87, second study: pre-test, Cronbach's alpha ¼ .75 and post-test, Cronbach's alpha ¼ .87). 2.5.2. Teacher self-efficacy instrument In the first study, we measured teacher self-efficacy with two sub-aspects: individual and collective self-efficacy. We adopted the instruments developed by Schwarzer and Schmitz (1999) and Schwarzer and Jerusalem (1999) that were previously used in German-speaking countries and included 22 items on a 4-point Likert scale, ranging from 1 ¼ “Not true” to 4 ¼ “Exactly true” (sample items: “I know I can teach the materials even to the most problematic students”, “We will certainly be able to do pedagogically valuable work because we are a competent group of teachers and can grow from difficult tasks”). We were not able to replicate the two-factor solution in an EFA analysis as intended by the original authors. The two-factorial solution accounted for 32% of the variance, with low reliability of the sub-scales. The single factor solution accounted for 27.2% of the variance, but with good reliability of the overall scale. Thus, we chose to build an overall index of the entire item set as the most viable solution. The instrument showed good reliability in the pre-test (Cronbach's alpha ¼ .77) and the post-test (Cronbach's alpha ¼ .88). In the second study, we adopted another instrument to measure teacher self-efficacy based on Teachers' Sense of Efficacy Scale (Tschannen-Moran & Hoy, 2001). We decided to translate this instrument in German because it has frequently used in international studies and we aimed at achieving better comparison between our results with the mobile app and other studies who used the same instrument. This scale measures teacher efficacy along three elements related to efficacy of instructional strategies (sample item: “How well can you respond to difficult questions from your students?”), efficacy for classroom management (sample item: “How well can you control disruptive behavior in the classroom?”), and efficacy for student engagement (sample item: “How well can you get through to the most difficult students?”). We used the short version of the instrument that includes 12 items on a 9-point Likert scale ranging from ranging from 1 ¼ “None at all” to 9 ¼ “A great deal”. The EFA analysis resulted to a single factor solution. We found a good reliability for the instrument in the pre-test (Cronbach's alpha ¼ .76) and the post-test (Cronbach's alpha ¼ .79). 2.5. Study measures In both studies, an online questionnaire was administrated to the student teachers before their teaching internships (pre-test) and a second questionnaire was administered during the last week of their internships (post-test). The pre-test questionnaire included two scales that measured teaching enthusiasm and teacher selfefficacy. The post-test questionnaire included the same measures (teaching enthusiasm, teacher self-efficacy) and a scale that assessed student teachers΄ internship experiences (see Figs. 3 and 4). In the first study, student teachers who were assigned to the two experimental groups answered the post-test questionnaire according to their internship experience with the mobile app, while student teachers who were assigned to the control group answered the questionnaire without using the app in their internships. In the second study, both experimental groups used the mobile app and thus answered the post-test questionnaire with the mobile app in their internships. We conducted an exploratory factor analysis (EFA) to analyze possible sub-scales for our measures (teaching enthusiasm, teacher self-efficacy, and internship experiences) and reliability analysis. The results revealed that the empirical factors did not comply with the expected theoretical factor structure of our constructs. Therefore, we chose to construct an overall scale for each measure that showed good reliability. The results regarding the reliability and validity of the instruments for each construct are presented in the next sections. 2.5.3. Internship experiences instrument The final study measure was that of internship experiences and was evaluated after the teaching internship was completed. We adopted an instrument developed by Moser and Hascher (2000) that evaluates internship experiences with 44 items, including the role of the teacher (sample item: “Explaining your own educational ideas and goals”), general lesson planning (sample 6 K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 item: “Familiarizing yourself with a larger subject area”), lesson preparation (sample item: “Structuring a lesson (rhythm and schedule)”), teaching (sample item: “Activating and motivating individual students or the whole class”), evaluation (sample item: “Analyzing and judging your own teaching activities self-critically”), dealing with students (sample item: “Actively involving students in the classroom”), and school (sample item: “Making contact with other teachers in the teaching staff”). The student teachers were asked to evaluate the extent of their professional development regarding these internship experiences on a 5-point Likert scale, ranging from 1 ¼ “Very low” to 5 ¼ “Very high”. EFA analysis resulted to 5 factor solution which did not align with the theoretical assumptions of the sub-scales. As it was not possible to replicate a clear factorial structure with the regard to different aspects of the internship experience, we chose to build an overall index. With this approach, the instrument showed a good overall reliability in post-test in both studies (First study: Cronbach's alpha ¼ .95, Second study: Cronbach's alpha ¼ .96). Table 2 Multiple linear regression analysis of the predictors of teaching enthusiasm in Study 1. Effect Estimate (Intercept) teaching enthusiasm_pre internship experience_post groupEX1 groupEX2 internship experience_post:groupEX1 internship experience_post:groupEX2 2.5 0.098 0.238 0.598 0.526 0.13 0.112 SE 0.452 0.087 0.097 0.63 0.521 0.15 0.124 95% CI p LL UL 1.6 0.074 0.045 0.658 0.511 0.429 0.359 3.4 0.271 0.431 1.853 1.564 0.168 0.135 0 0.259 0.016 0.346 0.316 0.387 0.369 taking functionalities, and the control group (d ¼ 0.15) of students who did not use the app. To test whether this increase was significant and whether it was affected by the internship experience, and the use of the app, we used a multiple linear regression model with teaching enthusiasm in the post-test as the dependent variable. The predictor variables were the teaching enthusiasm in the pre-test, the internship experience in the post-test and the three study groups. The control group was used as the reference group (represented by the intercept) against which the slopes of Metapholio group (EX1) and the Metapholio light group (EX2) were compared. Table 2 presents the results of the multiple linear regression analysis on teaching enthusiasm. The results show that the overall R2 of the model was 0.163, F (6, 76) ¼ 2.475, p ¼ .030 which indicates that only a small portion of the variance in the dependent variable is explained by the predictors in the model. The only variable that added statistical significance to the prediction was the internship experience, which shows a main effect of internship experience on teaching enthusiasm. However, the interaction effect of the internship experiences with the Metapholio group (EX1) or the Metapholio light group (EX2) is not significant, which indicates that students working with the app did not show differences with respect to teaching enthusiasm. The main effect of the internship experience on teaching enthusiasm in each study group is shown graphically in Fig. 5. Teacher self-efficacy also increased in all groups over the course of the teaching internship (see Table 1). This increase was again prominent in both student teacher groups working with the app but appeared to be greatest in the Metapholio light group (d ¼ 0.53), followed by the Metapholio group (d ¼ 0.42) and the control group (d ¼ 0.14). To investigate whether this increase was significant, we computed another multiple linear regression analysis with teacher self-efficacy in the post-test as the dependent variable. Following the same approach, we included teacher selfefficacy in the pre-test, the internship experience, and the different study groups as predictor variables (see Table 3). The results showed that these predictor variables explained more than 30% of the variance in teacher-self efficacy in the posttest, F (6, 76) ¼ 6.512, p ¼ .000, R2 ¼ 0.339. The variables that significantly added to the prediction were the internship experience and the teacher self-efficacy in the pre-test. This indicates an 2.6. Data analysis Descriptive statistics were used to report scale means and standard deviation for each study measure in the pre- and posttest. To examine H1, H2a, H2b, H3a and H3b we computed multiple linear regressions with teaching enthusiasm or teacher selfefficacy in the post-test as dependent variables. The explanatory variables were the internship experience, teaching enthusiasm, or teacher self-efficacy at pre-test, and the categorical variables (metapholio, metapholio light, control group, metapholio mentored, metapholio unmentored) were coded as dummy variables. We then computed multiple regression analysis in each study to calculate the effect of each explanatory variable on teaching enthusiasm or teacher self-efficacy to investigate H1, as well as the interaction effects of the internship experience and the study group conditions to investigate H2a, H2b, H3a and H3b. For the analysis, we used the open-source software R 3.6.0 to preprocess the data, to compute multiple regression analysis, and ggplot2 3.3.3 (Wickham, 2016) to visualize the results. 3. Results 3.1. Results of study 1 We initially report descriptive statistics on teaching enthusiasm, teacher self-efficacy, and internship experiences across the three study groups (see Table 1). Descriptive results show apparent differences between the groups with regard to teaching enthusiasm and teacher self-efficacy in the pre-test. Teaching enthusiasm increased in all groups over the course of the internship. The increase in teaching enthusiasm was especially prominent in the Metapholio group (d ¼ 0.63) when student teachers used the full version of the app with multimedia note-taking functionalities. This was followed by the Metapholio light group (d ¼ 0.32) in which student teachers used the app without multimedia note- Table 1 Descriptive statistics about internship experience, teaching enthusiasm, and teacher self-efficacy in Study 1. Pre-test Internship experience Teaching enthusiasm Teacher self-efficacy Post-test EX1 M (SD) EX2 M (SD) Control M (SD) EX1 M (SD) EX2 M (SD) Control M (SD) 3.74 (0.35) 3.18 (0.22) 3.87 (0.23) 3.19 (0.24) 3.82 (0.30) 3.17 (0.23) 4.24 (0.38) 3.92 (0.20) 3.28 (0.25) 4.21 (0.53) 3.94 (0.21) 3.33 (0.28) 4.14 (0.48) 3.86 (0.29) 3.21 (0.32) 7 K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 Fig. 5. Main effect of internship experience on teaching enthusiasm in Study 1. increased over the course of the internship in the second study. This increase was noteworthy in the Metapholio mentored group (d ¼ 0.51) where student teachers worked with their mentors and lower in the Metapholio unmentored group where student teachers worked alone (d ¼ 0.25). We followed the same approach as in Study 1 to examine whether this increase was significant and whether internship experience and the collaborative support provided by mentors on the app influenced teaching enthusiasm. Thus, we computed multiple linear regression with teaching enthusiasm in the posttest as dependent variable. In this study, the predictor variables were the two study groups (mentored/unmentored), the teaching enthusiasm in the pre-test and the internship experience in the post-test. The Metapholio unmentored group (control group) was used as the reference group (represented by the intercept) against which the slope of Metapholio mentored group (treatment group) was compared. The results showed that the multiple regression model explained more than half of the variance in teaching enthusiasm in the post-test, F (4, 76) ¼ 25.99, p ¼ .000, R2 ¼ 0.577. The variable Metapholio mentored group and the interaction of internship experience and Metapholio mentored group significantly predicted teaching enthusiasm, which indicates that student teachers working together with their mentors on the app showed increased teaching enthusiasm compared to students working alone. There was also an effect on the internship experience on teaching enthusiasm, but only when student teachers worked with their mentors (see Table 5). The effect of the internship experience on teaching enthusiasm in the Metapholio mentored group is shown in Fig. 7. In Study 2, we also examined teacher self-efficacy. Descriptive statistics (see Table 4) showed an increase in teacher self-efficacy over the course of the internship, with a great increase in the Metapholio mentored group (d ¼ 0.67) compared to the Metapholio unmentored group (d ¼ 0.14). The results of the multiple linear regression model to understand whether this increase was significant and whether the internship experience and mentor support affected teacher self-efficacy showed that the predictor variables explained almost half of the variance of teacher selfefficacy in this case, F (4, 76) ¼ 25.99, p ¼ .000, R2 ¼ 0.485. The variable of internship experience significantly predicted teacher self-efficacy (see Table 6), but there were no differences between the study groups when student teachers worked with mentors (Metapholio mentored) or alone (Metapholio unmentored). The main effect of internship experience on teacher self-efficacy in both groups is shown in Fig. 8. Table 3 Multiple linear regression analysis of the predictors of teacher self-efficacy in Study 1. Effect (Intercept) teacher self-efficacy_pre internship experience_post groupEX1 groupEX2 internship experience_post:groupEX1 internship experience_post:groupEX2 Estimate 1.031 0.304 0.293 0.504 0.296 0.109 0.048 SE 0.505 0.129 0.105 0.667 0.552 0.158 0.131 95% CI p LL UL 0.026 0.048 0.084 0.824 0.804 0.424 0.309 2.037 0.561 0.502 1.832 1.395 0.205 0.214 0.045 0.02 0.007 0.452 0.594 0.491 0.719 effect of the internship experience on teacher self-efficacy while the effect of the pre-test measure of teacher self-efficacy to the post-test measures is expected. However, the interaction effect of internship experiences with the Metapholio or Metapholio light groups was not significant, which indicates no significant differences in teacher self-efficacy between the study groups. Fig. 6 depicts the main effect of internship experiences on teacher selfefficacy in each study group. These findings confirmed hypothesis H1 in Study 1. Thus, internship experiences positively affect teaching enthusiasm and teacher self-efficacy. However, hypothesis H2a was rejected because internship experience affected teaching enthusiasm, without any significant differences between the examined study groups. We initially hypothesized a significantly higher effect on teaching enthusiasm in the Metapholio group, where student teachers used the app with multimedia note-taking functionalities compared to the Metapholio light group and the control group. As shown, the use of the app did not influence teaching enthusiasm in this study. Similarly, hypothesis H2b was also rejected because the internship experience affected teacher self-efficacy without any significant differences between the study groups. Student teachers who conducted their internships with the mobile app, including multimedia note-taking functionalities or excluding those functionalities, did not show higher teacher self-efficacy compared to student teachers in the control group who did not use the mobile app. 3.2. Results of study 2 In the second study, we again investigated H1, but we also examined the influence of the collaborative support provided by teacher mentors on the app on teaching enthusiasm H3a and teacher self-efficacy H3b. Descriptive statistics (see Table 4) showed that teaching enthusiasm and teacher self-efficacy also 8 K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 Table 4 Descriptive statistics about internship experience, teaching enthusiasm, and teacher self-efficacy in Study 2. Pre-test Internship experience Teaching enthusiasm Teacher self-efficacy Post-test Metapholio mentored M (SD) Metapholio unmentored M (SD) Metapholio mentored M (SD) Metapholio unmentored M (SD) 3.63 (0.38) 3.84 (0.35) 3.81 (0.23) 4.07 (0.31) 4.16 (0.50) 3.73 (0.41) 4.07 (0.33) 4.36 (0.44) 3.92 (0.20) 4.12 (0.36) Table 5 Multiple linear regression analysis of the predictors of teaching enthusiasm in Study 2. Effect Estimate (Intercept) teaching enthusiasm_pre internship experience_post metapholioMentored internship experience_post:metapholioMentored SE 1.91 0.423 0.091 1.388 0.311 0.457 0.091 0.08 0.478 0.111 (Intercept) teacher self-efficacy_pre internship experience_post metapholioMentored internship experience_post: metapholioMentored Estimate 0.917 0.458 0.309 0.25 0.034 SE 0.455 0.096 0.099 0.534 0.125 95% CI p LL UL 0.01 0.266 0.111 0.814 0.283 1.824 0.65 0.506 1.315 0.215 p LL UL 0.999 0.241 0.069 2.339 0.091 2.821 0.605 0.251 0.436 0.531 0 0 0.26 0.005 0.006 relationship between the internship experience and the development of teacher enthusiasm and self-efficacy (RQ2). We conducted two longitudinal experimental studies in which student teachers used a mobile portfolio app in their internships in schools. With respect to RQ1, both studies showed that student teachers' enthusiasm and self-efficacy increased after their internships, and this was affected by the internship experience. The internship experience was evaluated based on student teachers’ professional development after a four-week teaching internship and a relationship was found with their enthusiasm and self-efficacy in the two consecutive, experimental studies that included the use of a mobile portfolio app. Considering the literature on the development of teacher self-efficacy during teaching internships, this finding is in line with previous research (Colson et al., 2017; Klassen & Durksen, 2014; Rupp & Becker, 2021) and this study is able to expand the finding to the use of mobile portfolio apps and the investigation of teaching enthusiasm. Although the use of digital tools and traditional digital portfolios seems to increase teacher self-efficacy through reflection and feedback activities (Petko et al., 2017; Prilop et al., 2019), there has been limited evidence when using mobile apps (Baran, 2014; Çelik et al., 2018). In other professional domains such as medical education (Renner et al., 2016) or vocational education (Mauroux et al., 2014), the use of reflection apps that capture workplace and learning experiences showed similar benefits such as increased job satisfaction or opportunities for reflective learning. Mobile devices are technologies that support the connection between situated learning experiences, spontaneous reflection and sharing of ideas (Sophonhiranrak, 2021). Thus, there is a significant potential to use mobile portfolio apps (Martí & Ferrer, 2012) in teacher education internships due to their affordances for real-time collection of classroom evidence and documentation of teaching. This enables teacher reflection processes that are more visible, grounded, and useful for further discussion with experts and fellow student teachers, especially when deciding future changes of actions. With respect to RQ2, we further examined the different conditions of mobile app use in teaching internships. Based on the results of both studies, the main finding is that mobile app use shows more benefits related to the development of teaching enthusiasm in internships when student teachers work on the app with their mentors. The experimental conditions focused on a) the multimedia note-taking functionalities of the mobile app (Study 1) because mobile devices offer these opportunities for reflection Table 6 Multiple linear regression analysis of the predictors of teacher self-efficacy in Study 2. Effect 95% CI 0.048 0 0.003 0.641 0.784 Based on these findings, hypothesis H1 was confirmed in the second study because the internship experience had a positive overall effect on teaching enthusiasm and teacher self-efficacy. Thus, H1 can be confirmed based on the findings of both Studies 1 and 2. However, in the second study, the results showed that teaching enthusiasm significantly increased when using the mobile app under specific conditions as hypothesized in H3. Thus, hypothesis H3a was confirmed because internship experiences significantly affected teaching enthusiasm when student teachers worked together with their mentors on the mobile app. However, this is not the case for teacher self-efficacy, and H3b should be rejected because the internship experience affected teacher selfefficacy without any differences between student teachers working alone or with their mentors. 4. Discussion Teaching internships are at the core of teacher education programs because they involve student teachers in a situated teaching situation in the classroom and bridge the teacher education curriculum with the school context. During teaching internships, student teachers are scaffolded to reflect on their own teaching experiences, and this process might develop their beliefs and motivational orientations towards teaching. However, limited empirical studies show how the use of digital technologies and, in particular, mobile portfolio apps in teaching internships might change student teachers’ beliefs and motivation. In this study, we sought to understand whether internship experiences with a mobile portfolio app relate to teaching enthusiasm and teacher selfefficacy (RQ1). We also investigated conditions under which the use of a mobile portfolio app in teaching internships showed this 9 K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 Fig. 6. Main effect of internship experience on teacher self-efficacy in Study 1. Fig. 7. Main effect of internship experience on teaching enthusiasm in the Metapholio mentored group in Study 2. enthusiasm and self-efficacy. However, our findings showed that when student teachers engaged in this reflection process without multimedia but with text-based notes on the mobile app or even without the use of the app but with written notes, their teaching enthusiasm and self-efficacy also increased between the pre-test and the post-test. The fact that we did not find differences between these experimental conditions could be explained by the fact that student teachers used the mobile app without mentor support. compared to the study of traditional portfolios with desktops or laptops and b) the collaborative use of the app with mentors (Study 2) because mentors traditionally support teacher reflection processes in internships even without using digital tools. In the first study, we hypothesized that a full version of the app that allows student teachers to capture multimedia evidence (e.g., pictures, audio, and video) in real time during teaching internships and later their reflection on this evidence, would enhance their teaching Fig. 8. Main effect of internship experience on teacher self-efficacy in Study 2. 10 K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 to investigate and show these outcomes related to the use of mobile portfolios apps in teaching internships. During their internships, they coordinated their classrooms while they used their mobile app for their observations. This affordance of mobiles seems to require multiple roles taken by student teachers in internships, for example, teacher, and observer, which might need further reflection scaffolds (Çelik et al., 2018). In addition, the noticing of moments could also be differentiated between good and problematic examples of classroom incidents and reflections (Prilop et al., 2019); thus, student teachers’ self-selection of classroom moments with mobile portfolios needs to be further investigated to conclude the impact of multimedia note-taking affordances on teacher enthusiasm and self-efficacy. However, the findings of the second study showed that when student teachers received collaborative support on the mobile app from their mentors, their teaching enthusiasm increased. Their internship experience affected their teaching enthusiasm only when working with mentors, whereas this was not evident when working on the app on their own. The importance of mentorship in forming student teachers' enthusiasm and motivation has been underlined in previous research (Richter et al., 2013), and our study extends this finding to the use of mobile apps in internships, which can serve as hybrid spaces between student teachers and mentors (Harun et al., 2021; Zeichner, 2010). This finding shows the impact of digital portfolios in teacher education by suggesting the use of mobile portfolio apps as a common space for reflection between student teachers and mentors. Teacher education programs might incorporate mobile portfolios in teaching internships with a special focus on the role of mentors as collaborators who also capture important classroom moments and provide feedback based on their knowledge and experience. Although mentor support was also expected to affect teacher self-efficacy, we did not find differences between the individual and collaborative use of the app. One possible interpretation of the second study's results could be that teaching enthusiasm is more related to affective teacher factors, whereas self-efficacy involves cognitive factors (Baumert & Kunter, €meke, 2014). In this study, mentor support on the mobile 2013; Blo portfolio app positively influenced affective teacher characteristics related to teaching enthusiasm. The use of mobile portfolios should also align with the main goals of mentoring (Richter et al., 2013) which are essentially the provision of feedback for a) instructional approaching (e.g., classroom management, teaching strategies and student support) and b) psychological elements (e.g., building confidence for teaching). To support the development of teacher self-efficacy with mentors, a better connection between the collection of multimedia evidence in the classroom and the written reflections is required. Future teacher education programs can scaffold this process by showing examples of connected theory and practice. In addition, research with regard to video-based teacher education has shown that it is ultimately the quality of scaffolds s, 2015). In that guide the quality of reflection (Gaudin & Chalie consequence, research on the use of mobile portfolios that include video-based records might go into a similar direction. Furthermore, professional development could also focus on student teachers' self-regulation process (Butler et al., 2004) and address the cognitive, affective and socio-cultural factors (e.g., teacher self-efficacy, enthusiasm, and mentor support) that affect the effective use of mobile portfolios. In summary, previous studies have shown a positive association between teaching enthusiasm and teacher selfefficacy for in-service teachers (Buri & Moe, 2020), or the development of student teachers' self-efficacy in internships (Rupp & Becker, 2021) and the important role of mentors (Richter et al., 2013). Our study showed that the use of the mobile app with mentor support did not affect student teachers' self-efficacy beliefs but their teaching enthusiasm and this suggests further investigation on the sources of self-efficacy and enthusiasm with digital tools. Despite these unexpected results, our study is among the first 5. Limitations The interpretation of our results needs to take different limitations into account. In the first study, we measured teacher selfefficacy based on individual and collective efficacy, but in the second study, we moved to another instrument that is frequently used in international studies to measure teacher self-efficacy for instructional strategies, classroom management, and student engagement. Thus, our conclusions regarding teacher self-efficacy from both studies should consider the difference in the measurement, although all our instruments showed validity and reliability. Further, we only used self-reported data. An extension of this study could employ mixed methods to evaluate teaching enthusiasm or teacher self-efficacy. For example, an evaluation of teaching enthusiasm could consider student teachers' expressiveness with gestures and facial expressions, which can be analysed with videos or observers in the classroom. In addition, the level of reflection with the specific functions of the examined mobile app might have an impact, and a qualitative analysis of student teachers' selfselected classroom incidents and written reflections could shed more light on the association between mobile-based teachers’ reflections and teaching enthusiasm and self-efficacy. Due to the experimental setting in real classrooms, we could not control for other variables that might affect internship experiences, such as the student-teacher interactions. Lastly, this longitudinal study could be extended to consider an even longer period to examine the use of the mobile app when student teachers already have some prior teaching experience or teacher education in another context (e.g., secondary education). Nevertheless, a major strength of our study is that we used two different student teacher cohorts and repeatedly evaluated our main research question and hypothesis regarding the relationship between internship experiences, teaching enthusiasm, and teacher self-efficacy with different variants of using a mobile portfolio app. 6. Conclusions We investigated the effects of using a mobile porfolio app on student teachers' internship experiences and their impact on teaching enthusiasm and teacher self-efficacy. Notably, we found that internship experiences impacted teaching enthusiasm and self-efficacy beliefs, but the use of a mobile portfolio app increased teaching enthusiasm only when student teachers worked on the app with their mentors. These results have implications for teacher education programs that involve digital technologies, especially mobile portfolios. Mobiles apps can be used in teaching internships to allow classroom walkthrough and observations with multimedia. Student teachers can reflect-in-action with mobiles, as they subsequently reflect-on-action with peers or mentors. However, this process should be scaffolded according to the needs of the particular teacher education program by incorporating mentor support to develop student teachers' motivational orientations. Future studies might consider the level of reflection to further examine the development of student teachers' self-efficacy beliefs or an association between student teachers’ motivational and knowledge outcomes when using mobile apps. Acknowledgements This research project was funded by the Swiss National Science Foundation (Grant Number 100019_173049) 11 K. Michos, A. Cantieni, R. Schmid et al. Teaching and Teacher Education 109 (2022) 103570 References https://doi.org/10.1016/j.edurev.2015.06.001 Genesee, F., & Upshur, J. A. (1996). Classroom-based evaluation in second language education. Cambridge: Cambridge University Press. Gurvitch, R., & Metzler, M. W. (2009). 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