Emotions in a Web-based Learning Environment

The aim of this thesis was to examine emotions in a web-based learning environment (WBLE). Theoretically, the thesis was grounded on the dimensional model of emotions. Four empirical studies were conducted. Study I focused on students’ anxiety and their self-efficacy in computer-using situations. Studies II and III examined the influence of experienced emotions on students’ collaborative visible and non-collaborative invisible activities and lurking in a WBLE. Study II also focused on the antecedents of the emotions students experience in a web-based learning environment. Study IV concentrated on clarifying the differences between emotions experienced in face-to-face and web-based collaborative learning. The results of these studies are reported in four original research articles published in scientific journals. The present studies demonstrate that emotions are important determinants of student behaviour in a web-based learning, and justify the conclusion that interactions on the web can and do have an emotional content. Based on the results of these empirical studies, it can be concluded that the emotions students experience during the web-based learning result mostly from the social interactions rather than from the technological context. The studies indicate that the technology itself is not the only antecedent of students’ emotional reactions in the collaborative web-based learning situations. However, the technology itself also exerted an influence on students’ behaviour. It was found that students’ computer anxiety was associated with their negative expectations of the consequences of using technology-based learning environments in their studies. Moreover, the results also indicated that student behaviours in a WBLE can be divided into three partially overlapping classes: i) collaborative visible ii) non-collaborative invisible activities, and iii) lurking. What is more, students’ emotions experienced during the web-based learning affected how actively they participated in such activities in the environment. Especially lurkers, i.e. students who seldom participated in discussions but frequently visited the online environment, experienced more negatively valenced emotions during the courses than did the other students. This result indicates that such negatively toned emotional experiences can make the lurking individuals less eager to participate in other WBLE courses in the future. Therefore, future research should also focus more precisely on the reasons that cause individuals to lurk in online learning groups, and the development of learning tasks that do not encourage or permit lurking or inactivity. Finally, the results from the study comparing emotional reactions in web-based and face-to-face collaborative learning indicated that the learning by means of web-based communication resulted in more affective reactivity when compared to learning in a face-to-face situation. The results imply that the students in the web-based learning group experienced more intense emotions than the students in the face-to-face learning group.The interpretations of this result are that the lack of means for expressing emotional reactions and perceiving others’ emotions increased the affectivity in the web-based learning groups. Such increased affective reactivity could, for example, debilitate individual’s learning performance, especially in complex learning tasks. Therefore, it is recommended that in the future more studies should be focused on the possibilities to express emotions in a text-based web environment to ensure better means for communicating emotions, and subsequently, possibly decrease the high level of affectivity. However, we do not yet know whether the use of means for communicating emotional expressions via the web (for example, “smileys” or “emoticons”) would be beneficial or disadvantageous in formal learning situations. Therefore, future studies should also focus on assessing how the use of such symbols as a means for expressing emotions in a text-based web environment would affect students’ and teachers’ behaviour and emotional state in web-based learning environments.

A bridge between engineering and language learning : automation and German in an online course

Artikkeli luettavissa osassa: Part 2. - ISBN 9789522163172(PDF). - Liitteenä työpaperi

University students’ regulation of learning and text processing – examples from medical and teacher education

The general aim of the thesis was to study university students’ learning from the perspective of regulation of learning and text processing. The data were collected from the two academic disciplines of medical and teacher education, which share the features of highly scheduled study, a multidisciplinary character, a complex relationship between theory and practice and a professional nature. Contemporary information society poses new challenges for learning, as it is not possible to learn all the information needed in a profession during a study programme. Therefore, it is increasingly important to learn how to think and learn independently, how to recognise gaps in and update one’s knowledge and how to deal with the huge amount of constantly changing information. In other words, it is critical to regulate one’s learning and to process text effectively. The thesis comprises five sub-studies that employed cross-sectional, longitudinal and experimental designs and multiple methods, from surveys to eye tracking. Study I examined the connections between students’ study orientations and the ways they regulate their learning. In total, 410 second-, fourth- and sixth-year medical students from two Finnish medical schools participated in the study by completing a questionnaire measuring both general study orientations and regulation strategies. The students were generally deeply oriented towards their studies. However, they regulated their studying externally. Several interesting and theoretically reasonable connections between the variables were found. For instance, self-regulation was positively correlated with deep orientation and achievement orientation and was negatively correlated with non-commitment. However, external regulation was likewise positively correlated with deep orientation and achievement orientation but also with surface orientation and systematic orientation. It is argued that external regulation might function as an effective coping strategy in the cognitively loaded medical curriculum. Study II focused on medical students’ regulation of learning and their conceptions of the learning environment in an innovative medical course where traditional lectures were combined wth problem-based learning (PBL) group work. First-year medical and dental students (N = 153) completed a questionnaire assessing their regulation strategies of learning and views about the PBL group work. The results indicated that external regulation and self-regulation of the learning content were the most typical regulation strategies among the participants. In line with previous studies, self-regulation wasconnected with study success. Strictly organised PBL sessions were not considered as useful as lectures, although the students’ views of the teacher/tutor and the group were mainly positive. Therefore, developers of teaching methods are challenged to think of new solutions that facilitate reflection of one’s learning and that improve the development of self-regulation. In Study III, a person-centred approach to studying regulation strategies was employed, in contrast to the traditional variable-centred approach used in Study I and Study II. The aim of Study III was to identify different regulation strategy profiles among medical students (N = 162) across time and to examine to what extent these profiles predict study success in preclinical studies. Four regulation strategy profiles were identified, and connections with study success were found. Students with the lowest self-regulation and with an increasing lack of regulation performed worse than the other groups. As the person-centred approach enables us to individualise students with diverse regulation patterns, it could be used in supporting student learning and in facilitating the early diagnosis of learning difficulties. In Study IV, 91 student teachers participated in a pre-test/post-test design where they answered open-ended questions about a complex science concept both before and after reading either a traditional, expository science text or a refutational text that prompted the reader to change his/her beliefs according to scientific beliefs about the phenomenon. The student teachers completed a questionnaire concerning their regulation and processing strategies. The results showed that the students’ understanding improved after text reading intervention and that refutational text promoted understanding better than the traditional text. Additionally, regulation and processing strategies were found to be connected with understanding the science phenomenon. A weak trend showed that weaker learners would benefit more from the refutational text. It seems that learners with effective learning strategies are able to pick out the relevant content regardless of the text type, whereas weaker learners might benefit from refutational parts that contrast the most typical misconceptions with scientific views. The purpose of Study V was to use eye tracking to determine how third-year medical studets (n = 39) and internal medicine residents (n = 13) read and solve patient case texts. The results revealed differences between medical students and residents in processing patient case texts; compared to the students, the residents were more accurate in their diagnoses and processed the texts significantly faster and with a lower number of fixations. Different reading patterns were also found. The observed differences between medical students and residents in processing patient case texts could be used in medical education to model expert reasoning and to teach how a good medical text should be constructed. The main findings of the thesis indicate that even among very selected student populations, such as high-achieving medical students or student teachers, there seems to be a lot of variation in regulation strategies of learning and text processing. As these learning strategies are related to successful studying, students enter educational programmes with rather different chances of managing and achieving success. Further, the ways of engaging in learning seldom centre on a single strategy or approach; rather, students seem to combine several strategies to a certain degree. Sometimes, it can be a matter of perspective of which way of learning can be considered best; therefore, the reality of studying in higher education is often more complicated than the simplistic view of self-regulation as a good quality and external regulation as a harmful quality. The beginning of university studies may be stressful for many, as the gap between high school and university studies is huge and those strategies that were adequate during high school might not work as well in higher education. Therefore, it is important to map students’ learning strategies and to encourage them to engage in using high-quality learning strategies from the beginning. Instead of separate courses on learning skills, the integration of these skills into course contents should be considered. Furthermore, learning complex scientific phenomena could be facilitated by paying attention to high-quality learning materials and texts and other support from the learning environment also in the university. Eye tracking seems to have great potential in evaluating performance and growing diagnostic expertise in text processing, although more research using texts as stimulus is needed. Both medical and teacher education programmes and the professions themselves are challenging in terms of their multidisciplinary nature and increasing amounts of information and therefore require good lifelong learning skills during the study period and later in work life.

Tyypin I diabetesta sairastavan nuoren ohjausmenetelmät ja niiden vaikuttavuus : kirjallisuuskatsaus

Diabeetikkojen määrä on lisääntynyt viime vuosina ja sairastuvuus on edelleen nousussa. Ohjaus on tämän päivän hoitotyössä yksi sairaanhoitajan tärkeimmistä taidoista. Tätä aihetta on siis ajankohtaista käsitellä. Työ kuuluu osana Lapsen, nuoren ja lapsiperheen ohjaus -projektia. Tarkoituksena on ollut selvittää mitä eri ohjausmenetelmiä on käytössä kun ohjataan tyypin I diabetekseen sairastunutta nuorta ja mitkä tekijät ovat vaikuttaneet nuorten voimaantumiseen ja omahoitoon sitoutumiseen. Työ on rajattu käsittelemään 13-18 vuotiaiden nuorten ohjausta. Työ on tehty soveltaen systemaattista kirjallisuuskatsausta. Kirjallisuushaut tehtiin Helka, Kurre, Ovid (CINAHL ja MEDLINE) sekä Medic tietokannoista. Työhön on koottu mahdollisimman kattavasti aihetta käsitteleviä tieteellisiä julkaisuja. Tutkimusaineisto koostuu yhteensä 17 tieteellisestä artikkelista, pro graduista ja väitöskirjoista. Kirjallisuuden mukaan tyypin I diabeteksen ohjausmenetelmiä ovat: yksilö- ja ryhmäohjaus, suullinen ja kirjallinen ohjaus, diabetesleirit ja sopeutumisvalmennuskurssit, puhelin- ja sähköpostiohjaus, demonstraatio ja käytännönharjoittelu, audiovisuaalinen ohjaus, ongelmaperustainen oppiminen eli PBL (problem based learning) sekä empowerment-ajattelutapaan perustuva viiden askeleen ohjausmalli. Tutkimusten mukaan potilaat arvostavat enemmän yksilöohjausta. Sairauden hyväksymisen ja sopeutumisen kannalta erityisen tärkeää nuorille on ryhmältä saatu tuki, jota on mahdollista saada muun muassa sopeutumisvalmennuskursseilla. Kirjallisen ohjausmateriaalin on todettu olevan vaikuttava ja taloudellinen menetelmä, kun se on tukemassa suullista ohjausta. Puhelinohjaus on varteenotettava tapa antaa ohjausta diabeetikoille, varsinkin niille jotka eivät ole lähellä terveyspalveluita. Tutkimuksista tuli myös esille, että potilaat halusivat ohjausmateriaalia myös videoina, koska se auttaa heitä havainnollistamisessa. Verrattaessa PBL-ohjausta saaneita nuoria yksilöohjausta saaneisiin diabeetikoihin, oli PBL-ohjauksessa olevat nuoret sitoutuneempia hoitoon. Nuorten hoitoon sitoutumiseen vaikuttaa myös perheeltä ja kavereilta saatu tuki sekä hoitohenkilökunnalta saatu tuki. Diabetesohjausta voidaan toteuttaa monella eri menetelmällä. Ohjausmenetelmistä löytyy vaihtelevasti syventävää tietoa. Tutkimuksellista tietoa tarvitaan lisää ohjausmenetelmien käytännön toteutuksesta ja niiden vaikutuksesta nuoren omahoitoon sitoutumiseen.

Lärande som text : en dramapedagogiskt förankrad läsning av det kroppsliga, rumsliga och retoriska i kunskapsbildande processer

My presupposition, that learning at some level deals with life praxis, is expressed in four metaphors: space, time, fable and figure. Relations between learning,knowledge building and meaning making are linked to the concept of personal knowledge. I present a two part study of learning as text in a drama pedagogical rooted reading where learning is framed as the ongoing event, and knowledge, as the product of previous processes, is framed as culturally formed utterances. A frame analysis model is constructed as a topological guide for relations between the two concepts learning and knowledge. It visualises an aesthetic understanding, rooted in drama pedagogical comprehension. Insight and perception are linked in an inner relationship that is neither external nor identical. This understanding expresses the movement "in between" connecting asymmetrical and nonlinear features of human endeavour and societal issues. The performability of bodily and oral participation in the learning event in a socio-cultural setting is analysed as a dialogised text. In an ethnographical case study I have gathered material with an interest for the particular. The empirical material is based on three problem based learning situations in a Polytechnic setting. The act of transformation in the polyphony of the event is considered as a turning point in the narrative employment. Negotiation and figuration in the situation form patterns of the space for improvisation (flow) and tensions at the boundaries (thresholds) which imply the logical structure of transformation. Learning as a dialogised text of "yes" and "no", of structure and play for the improvised, interrelate in that movement. It is related to both the syntagmic and the paradigmatic forms of thinking. In the philosophical study, forms of understanding are linked to the logical structure of transformation as a cultural issue. The classical rhetorical concepts of Logos, Pathos, Ethos and Mythos are connected to the multidimensional rationality of the human being. In the Aristotelian form of knowledge, phronesis,a logic structure of inquiry is recognised. The shifting of perspectives between approaches, the construction of knowledge as context and the human project of meaning making as a subtext, illuminates multiple layers of the learning text. In an argumentation that post-modern apprehension of knowledge, emphasising contextual and situational values, has an empowering impact on learning, I find pedagogical benefits. The dialogical perspective has opened lenses that manage to hold in aesthetic doubling the individual action of inquiry and the stage with its cultural tools in a three dimensional reading.

Yrityspelin Kehittäminen Ongelmalähtöisen Oppimisen Välineeksi

Työn tavoitteena on luoda poikkileikkaus ongelmalähtöiseen pedagogiikkaan ja erityisesti sen käyttömahdollisuuksiin Yrityspeli-kurssin opettamisessa oppimislähtöisen opetustavan tukena. Toisena tavoitteena on kurssin pelisovelluksen dokumentointi käyttökelpoiseksi viiteteokseksi. Lopuksi työssä tutkitaan sovelluksen keskeisten parametrien ja pelistrategioiden vaikutusta kysyntään. Ongelmalähtöistä oppimista on tutkittu lähinnä kirjallisuuteen perustuen ja täydennetty tietämystä haastattelututkimuksella. Sovelluksen rakenne on havainnoitu käyttämällä sovellusta. Sovelluksen kriittisiä ominaisuuksia on saatu selville ajamalla sovellusta tarkoitusta varten valikoidulla numeerisella aineistolla. Ongelmalähtöinen pedagogiikka osoittautui soveltuvin osin hyväksi opetusmenetelmäksi Yrityspeli-kurssilla mallintamisen ja käytännön ongelmanratkaisutaitojen kehittämisessä. Kurssin pelisovellus näyttäisi toimivan luotettavasti, tosin se ei ole rakenteeltaan erityisen joustava. Sovelluksen keskeisistä parametreista hinnan vaikutus kysyntään on huomattavasti markkinointipanosta suurempi. Testien mukaan pelissä on mahdollista pärjätä niin kustannusjohtajan kuin hintadifferoijankin strategialla.

Tutkivan oppimisen ja ongelmalähtöisen oppimisen hyödyntäminen tuotantotalouden opetuksessa

Työn tavoitteena on esittää erilaisia mahdollisuuksia tutkivan oppimisen hyödyntämiseen tuotantotalouden koulutusohjelmassa. Työssä esitetään näiden opetusfilosofioiden perusperiaatteet. Lisäksi tutkitaan tutkivan oppimisen tuottamia hyötyjä koulutusohjelmalle, opiskelijoille ja tuleville työnantajille. Mukaan on otettu muissa yliopistossa hyödynnettyjä tapoja, mutta myös kehitetty erityisesti tuotantotalouden erityispiirteet huomioivia sovellettuja menetelmiä. Lisäksi tarkastellaan tuotantotalouden koulutusohjelmassa tuotettua ongelmalähtöiseen opiskeluun perustuvaa kurssia ”Toimitusketjun johtamisen teoriatyöpaja”. Työssä esitetään myös suunnitelma uusimuotoiselle, tutkivaan oppimiseen nojautuvalle ”Kandidaatintyö- ja seminaari” –kurssille. Kirjallisuuskatsauksessa perehdytään oppimisen ja muistin toiminnan perusteisiin. Tämän jälkeen esitellään näille periaatteille rakentuneiden tutkivan oppimisen ja ongelmalähtöisen oppimisen lähestymistavat ja menetelmät opetuksessa. Teorian pohjalta esitetään konkreettisia ideoita tutkivan oppimisen hyödyntämiseen opetuksessa. Tutkimuksen kahdesta case –tapauksesta ensimmäisessä esitetään, miten opiskelijat kokevat ongelmiin perustuvalla kurssilla opiskelun. Toinen case esittää, kuinka uusimuotoinen Kandidaatintyö- ja seminaari –kurssi on luotu ja miten se tukee taitoja, joita he tulevat tarvitsemaan myöhemmissä opinnoissaan ja työelämässä.

Socially Competent Leadership - predictors, impacts and skilling in engineering

Earlier management studies have found a relationship between managerial qualities and subordinate impacts, but the effect of managers‘ social competence on leader perceptions has not been solidly established. To fill the related research gap, the present work embarks on a quantitative empirical effort to identify predictors of successful leadership. In particular, this study investigates relationships between perceived leader behavior and three selfreport instruments used to measure managerial capability: 1) the WOPI Work Personality Inventory, 2) Raven‘s general intelligence scale, and 3) the Emotive Communication Scale (ECS). This work complements previous research by resorting to both self-reports and other-reports: the results acquired from the managerial sample are compared to subordinate perceptions as measured through the ECS other-report and the WOPI360 multi-source appraisal. The quantitative research is comprised of a sample of 8o superiors and 354 subordinates operating in eight Finnish organizations. The strongest predictive value emerged from the ECS self- and other-reports and certain personality dimensions. In contrast, supervisors‘ logical intelligence did not correlate with leadership perceived as socially competent by subordinates. 16 of the superiors rated as most socially competent by their subordinates were selected for case analysis. Their qualitative narratives evidence the role of life history and post-traumatic growth in developing managerial skills. The results contribute to leadership theory in four ways. First, the ECS self-report devised for this research offers a reliable scale for predicting socially competent leader ability. Second, the work identifies dimensions of personality and emotive skills that can be considered predictors of managerial ability and benefited from in leader recruitment and career planning. Third, the Emotive Communication Model delineated on the basis of the empirical data allows for a systematic design and planning of communication and leadership education. Fourth, this workfurthers understanding of personal growth strategies and the role of life history in leader development and training. Finally, this research advances educational leadership by conceptualizing and operationalizing effective managerial communications. The Emotive Communication Model devised directs the pedagogic attention in engineering to assertion, emotional availability and inspiration skills. The proposed methodology addresses classroom management strategies drawing from problem-based learning, student empowerment, collaborative learning, and so-called socially competent teachership founded on teacher immediacy and perceived caring, all constituting strategies moving away from student compliance and teacher modelling. The ultimate educational objective embraces the development of individual engineers and organizational leaders that not only possess traditional analytical and technical expertise and substantive knowledge but are intelligent also creatively, practically, and socially.

New kernel functions and learning methods for text and data mining

Recent advances in machine learning methods enable increasingly the automatic construction of various types of computer assisted methods that have been difficult or laborious to program by human experts. The tasks for which this kind of tools are needed arise in many areas, here especially in the fields of bioinformatics and natural language processing. The machine learning methods may not work satisfactorily if they are not appropriately tailored to the task in question. However, their learning performance can often be improved by taking advantage of deeper insight of the application domain or the learning problem at hand. This thesis considers developing kernel-based learning algorithms incorporating this kind of prior knowledge of the task in question in an advantageous way. Moreover, computationally efficient algorithms for training the learning machines for specific tasks are presented. In the context of kernel-based learning methods, the incorporation of prior knowledge is often done by designing appropriate kernel functions. Another well-known way is to develop cost functions that fit to the task under consideration. For disambiguation tasks in natural language, we develop kernel functions that take account of the positional information and the mutual similarities of words. It is shown that the use of this information significantly improves the disambiguation performance of the learning machine. Further, we design a new cost function that is better suitable for the task of information retrieval and for more general ranking problems than the cost functions designed for regression and classification. We also consider other applications of the kernel-based learning algorithms such as text categorization, and pattern recognition in differential display. We develop computationally efficient algorithms for training the considered learning machines with the proposed kernel functions. We also design a fast cross-validation algorithm for regularized least-squares type of learning algorithm. Further, an efficient version of the regularized least-squares algorithm that can be used together with the new cost function for preference learning and ranking tasks is proposed. In summary, we demonstrate that the incorporation of prior knowledge is possible and beneficial, and novel advanced kernels and cost functions can be used in algorithms efficiently.

Mentorointi ja sen kehittämismahdollisuudet S-ryhmässä

Tutkielman tavoitteena oli analysoida mentorointia, sen teoriaa ja menetelmää sekä miten sitä käytetään S-ryhmässä ja millä tavalla mentoroinnin käyttöä voidaan edistää johtamisen tukena S-ryhmässä. Tutkimuksessa tarkasteltiin mentorointia menetelmänä, jolla edistetään toisilta oppimista. Mentorointia analysoidaan myös hiljaisen tiedon, tietopääoman johtamisen ja kehittyvän johtajan ominaisuuksien näkökulmista. Osatavoitteiksi asetettiin kahdella eri tavalla toteutettujen mentorointiohjelmien erojen selvittäminen tuloksiltaan ja vaikutuksiltaan sekä mentoroinnin avulla tapahtuva oppimisen tehostaminen S-ryhmässä. Tutkielmassa käytetty konstruktiivinen metodologia valittiin tutkimusongelman perusteella, koska tarkoituksena oli kehittää S-ryhmään mentoroinnin hyödyntämiseen sopiva malli. Tiedonkeruumenetelmänä käytettiin sekä kyselytutkimusta että tietoverkossa tapahtuvaa strukturoitua teemahaastattelua. Tutkimuksen teoriaosa perustuu alan kirjallisuuteen, aihetta käsitteleviin kotimaisiin ja ulkomaisiin tutkimuksiin sekä tieteellisiin lehti- ja muihin artikkeleihin. Aikaisemman teoreettisen tutkimuksen perusteella laadittiin teoreettinen viitekehys, joka muodosti perustan tutkimuksen empiiriselle osalle. Empiirinen osa koostuu S-ryhmän mentorointiprojektia koskevasta materiaalista, mentorointiprojektiin osallistuneiden henkilöiden kyselytutkimuksista sekä S-ryhmän johtoon kuuluvien yhdeksän johtajan haastattelu-tutkimuksesta. Tutkimuksen päätuloksena oli se, että mentorointi sopii erinomaisen hyvin kehitysmenetelmäksi osaamisen ja kokemustiedon siirtämiseen vanhemmilta johtajilta nuorille potentiaalisille johtajille. Tämä tulos on erityisen merkittävä S-ryhmälle johtajaosaamisen kehittämisessä, kun ryhmään ollaan parhaillaan kasvattamassa uutta johtajasukupolvea. Empiirinen tutkimus tukee myös sitä näkemystä, että mentoroinnin toteuttamiseen S-ryhmässä on olemassa erilaisia tapoja. Keskeisenä tavoitteena toteutuksissa on henkilöiden kehittyminen ja oppiminen. Tutkimustuloksissa korostuivat myös nuoremman eli mentoroitavan tarve päästä kahdenkeskiseen, avoimeen ja luottamukselliseen keskusteluun kokeneemman henkilön kanssa. Näiden tutkimustulosten perusteella päädyttiin seuraaviin johtopäätöksiin: S-ryhmä tarvitsee oman mentorointijärjestelmän, joka toteutetaan ohjatun mentorointimallin mukaisesti. S-ryhmään on tärkeä perustaa oma mentorointipooli, jossa on halukkaita, eri osa-alueita osaavia mentoreita ja meklari, joka yhdyttää osapuolet toisiinsa.