Meta-heuristics self-configuration for scheduling

Scheduling resolution requires the intervention of highly skilled human problemsolvers. This is a very hard and challenging domain because current systems are becoming more and more complex, distributed, interconnected and subject to rapidly changing. A natural Autonomic Computing evolution in relation to Current Computing is to provide systems with Self-Managing ability with a minimum human interference. This paper addresses the resolution of complex scheduling problems using cooperative negotiation. A Multi-Agent Autonomic and Meta-heuristics based framework with self-configuring capabilities is proposed.

VirtualECare: group support in collaborative networks organizations for digital homecare

Collaborative Work plays an important role in today’s organizations, especially in areas where decisions must be made. However, any decision that involves a collective or group of decision makers is, by itself complex, but is becoming recurrent in recent years. In this work we present the VirtualECare project, an intelligent multi-agent system able to monitor, interact and serve its customers, which are, normally, in need of care services. In last year’s there has been a substantially increase on the number of people needed of intensive care, especially among the elderly, a phenomenon that is related to population ageing. However, this is becoming not exclusive of the elderly, as diseases like obesity, diabetes and blood pressure have been increasing among young adults. This is a new reality that needs to be dealt by the health sector, particularly by the public one. Given this scenarios, the importance of finding new and cost effective ways for health care delivery are of particular importance, especially when we believe they should not to be removed from their natural “habitat”. Following this line of thinking, the VirtualECare project will be presented, like similar ones that preceded it. Recently we have also assisted to a growing interest in combining the advances in information society - computing, telecommunications and presentation – in order to create Group Decision Support Systems (GDSS). Indeed, the new economy, along with increased competition in today’s complex business environments, takes the companies to seek complementarities in order to increase competitiveness and reduce risks. Under these scenarios, planning takes a major role in a company life. However, effective planning depends on the generation and analysis of ideas (innovative or not) and, as a result, the idea generation and management processes are crucial. Our objective is to apply the above presented GDSS to a new area. We believe that the use of GDSS in the healthcare arena will allow professionals to achieve better results in the analysis of one’s Electronically Clinical Profile (ECP). This achievement is vital, regarding the explosion of knowledge and skills, together with the need to use limited resources and get better results.

Sistema de treino para ciclistas

No trabalho é desenvolvido um sistema de treino para ciclistas. O sistema de treino é constituído por uma bicicleta de ―Spinning‖, um travão accionado electricamente, e por um sensor de velocidade, utilizado para medir a velocidade de rotação da roda de inércia. Nos primeiros capítulos encontra-se o estudo dos vários conceitos que envolvem o sistema de treino. É realizado um estudo sobre as principais forças que actuam numa bicicleta. Outro conceito estudado é o filtro Kalman (FK). Este será importante para o controlo do sistema de treino. O modelo do sistema de treino está dividido em duas partes. A primeira corresponde ao sistema mecânico, e a segunda o sistema de controlo e actuação. Este é constituído por um sensor de velocidade, uma unidade de estimação e o sistema de actuação do travão da bicicleta. A unidade de estimação é composta por conjunto de filtros de Kalman que estima a velocidade, a aceleração e a posição necessárias ao cálculo da força resistente ao movimento do conjunto ciclista bicicleta. Os resultados da simulação do sistema mostram que o sistema de treino modelado apresenta um desempenho bastante razoável. A estimação efectuada pelos filtros dos valores da velocidade, da aceleração e da posição do ciclista, permite a unidade de controlo do sistema calcular o valor da força resistente ao movimento.

Relatório de Estágio: Análise da eficiência do Sistema de controlo de tráfego da cidade do Porto

No âmbito da unidade curricular Dissertação/Estágio/Projeto, foi desenvolvido, durante um estágio na Câmara Municipal do Porto, o estudo da eficiência do sistema inteligente de controlo de tráfego implementado na cidade. Este sistema é designado como Sistema Inteligente de Gestão Autónoma - SIGA e tem como base de funcionamento o software de gestão de tráfego GERTRUDE da empresa GERTRUDE SAEM. O sistema de controlo de tráfego encontra-se repartido em 10 zonas interligadas, focadas essencialmente no centro da cidade do Porto. O estudo foi aplicado apenas a uma parte da zona da Constituição, nomeadamente a rua da Constituição, desde a Praça Marquês até à rua Antero de Quental. A eficiência mediu-se pela comparação de duas situações, a circulação e comportamento das correntes de tráfego com o sistema em funcionamento normal e com o sistema desativado. Por sua vez, o indicador utilizado que permitiu avaliar o sistema, foi o nível de serviço obtido pelo atraso médio por veículo em cada ramo de cada interseção. Para determinação do atraso, foram testados diferentes métodos, para se tentar perceber qual aquele que melhor se adequava à situação e que exigia menor número de recursos humanos. À frente serão exaradas algumas conclusões acerca da metodologia de cada um deles e condicionantes que levaram à não utilização de todos os métodos. Depois de aplicadas as metodologias que permitiram determinar o nível de serviço em cada grupo semafórico das diferentes interseções, percebeu-se que existe uma grande diferença na circulação entre as duas situações, sendo que a mais-valia que este sistema apresenta é a coordenação das diferentes interseções que se encontram abrangidas pelas 10 zonas pertencentes ao SIGA.

Predicting triage waiting time in maternity emergency care by means of data mining

Healthcare organizations often benefit from information technologies as well as embedded decision support systems, which improve the quality of services and help preventing complications and adverse events. In Centro Materno Infantil do Norte (CMIN), the maternal and perinatal care unit of Centro Hospitalar of Oporto (CHP), an intelligent pre-triage system is implemented, aiming to prioritize patients in need of gynaecology and obstetrics care in two classes: urgent and consultation. The system is designed to evade emergency problems such as incorrect triage outcomes and extensive triage waiting times. The current study intends to improve the triage system, and therefore, optimize the patient workflow through the emergency room, by predicting the triage waiting time comprised between the patient triage and their medical admission. For this purpose, data mining (DM) techniques are induced in selected information provided by the information technologies implemented in CMIN. The DM models achieved accuracy values of approximately 94% with a five range target distribution, which not only allow obtaining confident prediction models, but also identify the variables that stand as direct inducers to the triage waiting times.

An Action Plan for SOLAS

Ireland’s further education and training system faces major challenges at a time of severe economic crisis. The unprecedented level of unemployment -14.8% of our labour force is unemployed - has resulted in significantly increased demand for education and training. More and more people are seeking to upskill or reskill in order to enter or re-enter the labour market and the need to upskill those who have lost their jobs has become obvious to us all. The Government is re-inventing Ireland’s economy so that it is competitive, sustainable and provides opportunities for all to secure employment. The State has a fundamental role in this challenge and there is a particular need to respond with activation measures that provide clear and purposeful pathways to employment, either directly or via further and higher education and training

You’re the COACH!: A Guide for Parents of New Drivers, June 23, 2008

This publication is a guide for parents and guardians of teenagers learning to drive. It should be used with the Iowa Driver’s Manual to aid you in instructing your new driver about how to safely and responsibly operate a motor vehicle. Since the task of driving is affected by changing conditions, this manual does not attempt to cover all situations that may arise. Under Iowa’s graduated driver licensing system young drivers must complete 20 hours of supervised drive time with their parents or guardians during the instruction permit stage and 10 hours during the intermediate license stage. Even though your teenager is taking or has completed driver education in school, there is a great deal of benefit to be obtained from you providing this additional practice time. Learning from your experience and under your guidance, your teenager will apply the rules of the road and more fully understand the risks involved in driving. This will require time and patience on your part, but the effort will result in you knowing that your teenager will be better able to cope with the demands of safe driving. In the back of this manual you will find several pages of diagrams. Use these diagrams to illustrate different driving situations for your teenage driver. Consider taking a notepad and pencil along during your practice sessions for additional drawings. This manual also contains a chart to log your supervised drive time. As your new driver advances through the graduated system you will be required to certify to an Iowa driver’s license examiner that you completed the minimum number of hours of supervised drive time. By becoming involved in the learning driver’s educational process, you are contributing to Iowa’s overall highway safety effort and helping your teenager develop safe driving habits that will last a lifetime.

School Bus Safety Study: Kadyn’s Law, December 2012

In 2012, the Iowa legislature passed a bill for an act relating to school bus safety, including providing penalties for failure to obey school bus warning lamps and stop signal arms, providing for a school bus safety study and administrative remedies, and making an appropriation. The bill, referred to as Iowa Senate File (SF) 2218 or “Kadyn’s Law,” became effective March 16, 2012. A multiagency committee addressed three specific safety study elements of Kadyn’s Law as follows: * Use of cameras mounted on school buses to enhance the safety of children riding the buses and aid in enforcement of motor vehicle laws pertaining to stop-arm violations * Feasibility of requiring school children to be picked up and dropped off on the side of the road on which their home is located * Inclusion of school bus safety as a priority in driver training curriculum This report summarizes the findings for each of these topics.

Improvement of rehabilitation possibilities with the MotionMaker (TM)

"MotionMaker (TM)" is a stationary programmable test and training system for the lower limbs developed at the 'Ecole Polytechnique Federale de Lausanne' with the 'Fondation Suisse pour les Cybertheses'.. The system is composed of two robotic orthoses comprising motors and sensors, and a control unit managing the trans-cutaneous electrical muscle stimulation with real-time regulation. The control of the Functional Electrical Stimulation (FES) induced muscle force necessary to mimic natural exercise is ensured by the control unit which receives a continuous input from the position and force sensors mounted on the robot. First results with control subjects showed the feasibility of creating movements by such closed-loop controlled FES induced muscle contractions. To make exercising with the MotionMaker (TM) safe for clinical trials with Spinal Cord Injured (SCI) volunteers, several original safety features have been introduced. The MotionMaker (TM) is able to identify and manage the occurrence of spasms. Fatigue can also be detected and overfatigue during exercise prevented.

Intervention de la pensée représentative de futurs enseignant-e-s dans leurs prises de position envers l'intégration scolaire

In the past two decades, international recommendations have made inclusive education a priority issue. Many countries have adopted school policies inciting players to question their representations about the duties and purposes of schooling and their role therein. In Switzerland, a new national and cantonal framework defines the integration of students with disabilities or special educational needs in the regular classroom as a priority. However, progress in this area is modest and many researchers are left wondering how teachers could be better prepared to meet the special needs of some students. Initial training is thus seen as essential in bringing pre-service teachers to develop open attitudes toward students with disabilities or special educational needs. While many studies have examined the role of training in building professional attitudes, very few deal with teacher representations of inclusive education, let alone those of future teachers. Our research focuses on two samples of pre-service teachers in the beginning, middle or end of their initial training. 261 pre-service teachers for primary education and 212 pre-service teachers for secondaiy education are involved in the study. The research aims to highlight the role of their representative thinking in building their attitudes towards inclusive education. Our results show that objectification remains essentialist and focuses on the prototypes of the most publicized disabilities. They also showed the weakness of the training system as perceived by future teachers. Even though they have maintained or strengthened positive attitudes towards integration, most leave their training with a reinforced sense of apprehension when faced with the disabilities or special educational needs that they expect to encounter in their future work. Although pre-service teachers consider their training insufficient, it nevertheless positively influences their attitudes toward integration. In particular, greater internship practice, however modest it may be, has a significant effect on attitudes of future teachers by increasing their perception of competence and confidence. -- Ces deux dernières décennies, les recommandations internationales ont fait de l'inclusion scolaire une thématique prioritaire. De nombreux pays ont adopté des politiques scolaires obligeant les acteurs scolaires à interroger leurs représentations des missions de l'école et leur rôle au sein de celle-ci. En Suisse, un nouveau cadre national et cantonal a défini comme prioritaire l'intégration dans l'école ordinaire des élèves en situation de handicap ou ayant des besoins éducatifs particuliers. Or, les avancées en la matière restent modestes et de nombreux chercheurs se questionnent sur la manière dont les enseignant-e-s pourraient être mieux préparés à répondre aux besoins éducatifs particuliers de certains élèves. La formation initiale est ainsi perçue comme essentielle pour amener les futurs enseignant-e-s pour développer des attitudes ouvertes envers les élèves en situation de handicap ou ayant des besoins éducatifs particuliers. Si beaucoup d'études portent sur le rôle de la formation dans la construction d'attitudes professionnelles, très peu traitent des représentations des enseignant-e-s à l'égard de l'intégration scolaire et encore moins de celles des futurs enseignant-e-s. Notre recherche porte sur deux populations de futurs enseignant-e-s en début, au milieu ou en fin de formation. Elles sont composées respectivement de 261 étudiant-e-s se destinant à l'enseignement primaire et de 212 étudiant-e-s se destinant à l'enseignement secondaire. La recherche vise à mettre en évidence l'intervention de leur pensée représentative dans leurs prises de position envers l'intégration scolaire. Nos résultats montrent que l'objectivation reste essentialiste et se focalise sur les prototypes de situations de handicap les plus médiatisés. Nos résultats font également fait apparaître la faiblesse du dispositif de formation tel que perçu les futurs enseignant-e-s. Quand bien même ont-ils conservé ou renforcé des attitudes favorables à l'intégration, ils quittent pour la plupart leur formation avec une appréhension renforcée à l'égard des situations de handicap ou de besoins éducatifs particuliers qu'ils s'attendent à rencontrer dans leur future pratique. Bien que la formation soit jugée insuffisante par les étudiant-e-s, elle oriente néanmoins favorablement leurs prises de position envers l'intégration des élèves concernés. En particulier, une plus grande pratique de stage, si modeste soit-elle, a un effet important sur ces prises de position par l'augmentation du sentiment de compétence et la perception d'assurance des futurs enseignant-e-s.

Financiación de la formación: inicial, ocupacional y continua

La formación, en su vertiente inicial, ocupacional y continua se considera un eje fundamental para el correcto funcionamiento del mercado de trabajo, para la promoción personal y profesional de los trabajadores y como factor esencial para la competitividad de las empresas y la calidad de los servicios y los productos. La importancia del argumento anterior obliga a analizar las principales características de organización y financiación del sistema español de formación, sin olvidar la función de apoyo y complemento de las políticas comunitarias en este ámbito

Autosimulaattoripeleihin soveltuvan kaksiakselisen liikealustan kehittäminen

Työssä kehitettiin kohtuuhintainen ja suorituskyvyltään riittävä autosimulaattoripelikäyttöön soveltuva liikealusta. Työssä tutustuttiin aluksi markkinoilla oleviin liikealustaratkaisuihin. Työssä selvitettiin myös liikealustaa koskevia turvallisuusmääräyksiä. Kehittäminen alkoi liikealustan vaatimusten määrittelyllä ja kuormituksien simuloinnilla. Runkorakenteet mitoitettiin kestämään simuloituja rasituksia. Liikealustan toimilaitteet valittiin simulointitulosten perusteella. Työssä suunniteltiin myös liikealustan ohjausjärjestelmä. Mekaanisien osien ja voimansiirron mitoittamisen jälkeen suoritettiin osien yksityiskohtainen suunnittelu. Alihankkijat valmistivat osat ja ne koottiin Älykkäiden koneiden laboratoriossa. Järjestelmän kokoamisen jälkeen viritettiin säätäjät ja testattiin liikealustan toimivuutta. Kehitettyä liikealustaa on käytetty muutamissa tapahtumissa. Asetetut tavoitteet saavutettiin ja liikealusta soveltuu kokemuksien perusteella hyvin rata-autosimulaattoripelien kanssa käytettäväksi.

Sotilaslentäjän fyysinen suorituskyky sekä työperäiset tuki- ja liikuntaelinoireet

Kirjallisuudesta välittyy useitten vuosikymmenten ajalta tietämys sotilaslentämisen fyysisestä kuormittavuudesta. G-voimista aiheutuva kuormittuminen näyttää johtavan joko akuutisti tai pitkäaikaisesti lentäjän tuki- ja liikuntaelimistön toimintakykyä alentaviin ongelmiin. Erityisesti on selvitetty niskan alueen työperäisten ongelmien syntyä, jolloin on havaittu lentotoiminnan fyysisen kuormittavuuden johtavan ennenaikaiseen rakenteelliseen rappeumaan, haittaa aiheuttavan oireen lisäksi. Kansainvälisen kirjallisuuden mukaan ammatista johtuvista eli työperäisistä oireista kärsii vähintään 2/3 kaikista sotilaslentäjistä. Tietyin edellytyksin lentäjien kaularangan alueen rappeuma on Suomessa hyväksytty ammattitaudiksi vuodesta 1995 alkaen. On arveltu, että hyvästä fyysisestä suorituskyvystä olisi apua tuki- ja liikuntaelin (TULE)-oireilun ennaltaehkäisemisessä ja toimintakyvyn ylläpitämisessä. Tutkimusnäyttö tästä on lentäjien osalta ollut toistaiseksi erittäin niukkaa. Tämän tutkimuksen tavoitteena oli selvittää suomalaisten sotilaslentäjien työperäisen TULE-oireilun esiintyvyyttä, oireista koetun haitan tasoa, lentäjien fyysisen kunnon tasoja virkauran aikana ja näitten kaikkien välisiä yhteyksiä sekä työperäisen TULE-oireen merkitystä sotilaan toimintakykyyn. Tutkimus jakautui kahteen osaan. Poikkileikkauksena lentotoimintaperäisiä TULE-oireita kartoitettiin kyselytutkimuksella, johon vastasi vuositarkastuksen yhteydessä 267 lentäjää vuosina 2004-2005. Joukosta poimittiin ne 195 lentäjää, jotka olivat suorittaneet yleissotilaalliset kuntotestit puolen vuoden sisällä kyselyyn vastaamisesta, ja mitatut testitulokset yhdistettiin kyselytutkimusaineistoon. Tässä aineistossa toteutettiin fyysisesti erilailla kuormittuvien lentäjäryhmien välisiä vertailuja fyysisen kunnon, TULE-esiintyvyyden ja koetun haitan suhteen. Poikkileikkausosassa tutkittiin myös lentäjien virkauran aikaisia tasoeroja yleissotilaallisissa kuntotesteissä (n=195) verrattuna muihin suomalaisiin sotilaisiin. Lisäksi (N=289) selvitettiin ilmailulääketieteellisen tarkastuksen yhteydessä mitattuja, ns. ammatillisia fyysisiä erityisominaisuuksia eri ikäluokissa. Pitkittäisosassa seurattiin 67:n Hawk-suihkuharjoituskoneella aloittaneen Ilmavoimien sotilaslentäjien lentouran aikaista lentotoimintaperäisten TULE-oireitten esiintyvyyttä vuosien 1996 ja 2008 välillä. Lisäksi tutkittiin lentäjien kontakteja työterveyshuoltoon, oireen aiheuttamaa lentokelvottomuusaikaa, työn kuormituksen kumulatiivista kertymää lentotuntien lisääntyessä ja TULE-oireiden esiintyvyyden kannalta kriittisiä ajankohtia lentouran aikana. Tulokset osoittivat, että kaikki seurannassa olleet suomalaiset sotilaslentäjät kokivat jonkinasteisen lentotoimintaperäisen TULE-oireen uransa aikana. Niskan ammattitautiluokituksen tasoisen ongelman esiintyvyys oli 4 % koko lentäjäpopulaatiosta ja 10 % suihkuharjoituskonevaiheen jo läpäisseistä, mutta vastaavanlaisia TULE-ongelmia, ilman riittävää näyttöä ammattitaudista, esiintyi lähes joka kolmannella sotilaslentäjällä. Alaselän osalta lentäjät oireilivat lähes samassa määrin, mutta näitä oireita ei toistaiseksi ole mahdollista määrittää ammattitaudiksi. Lentäjät kävivät varsin vähän valittamassa oireistaan työterveyshuoltoon, jossa käytäneen vasta silloin, kun oire jo selvästi heikentää työtehtävissä vaadittavaa toimintakykyä. Merkittävin lentotoimintaperäisten oireitten esiintymisen kasvu ajoittui 200 Hawk-lentotunnin kohdalle, jolloin koneella saavutetaan eräänlainen optimaalinen G-indeksi eli taktisen liikehtelyn G-tasoylitysten vaihtelu. Tämän jälkeen lentäjät ovat erityisen alttiina akuuteille lennonaikaisille TULE-ongelmille. Oireitten esiintyminen kasvoi eksponentiaalisesti noin 600 lentotuntiin asti. Monimuuttujamallien mukaan työperäisen TULE-oireen esiintyvyysriskiä vähensivät alaraajojen hyvä motoriikka, korkeat valintapisteet ja korkea kaulan fleksion voimataso maksimaalisessa isometrisessä testissä. Yleissotilaallisilla kuntotasoilla ei ollut yhteyttä oireiluun, mutta lihaskunnoltaan voimakkaimmat lentäjät kärsivät tilastollisesti merkittävästi vähemmän haittaa lentotoimintaperäisistä TULE-oireistaan. Yleissotilaallisissa kuntotesteissä lentäjät olivat parempia kuin muut suomalaiset sotilaat. Aktiivisimman lentouran aikana, 30-40-vuotiaina, lentäjien fyysinen suorituskyky oli normaaliväestöön nähden vain keskimääräinen ja urheilijoihin nähden keskimääräistä heikompi. Käytännössä lentäjät eivät kyenneet ylläpitämään valintavaiheen fyysistä suorituskykyään edes kadettivaiheen loppuun asti. Huomattavaa oli lisäksi, että aktiivisen lentouran päätyttyä fyysinen kunto näytti jossain määrin palautuvan kohti lähtötasoa lentäjien ikääntymisestä huolimatta. Lentäjien valintavaiheen aikana mitatun fyysisen suorituskyvyn tason säilyminen aktiivisen lentopalveluksen loppuun asti vaatisi lentäjien fyysisen toimintakyvyn ylläpidon ja kehittämisen tehostamista koulutuksen ja työuran eri vaihessa. Tähän tavoitteeseen nähden Ilmavoimien fyysisen kasvatuksen järjestelyt vaikuttivat alimitoitetuilta. Operatiivisesti huolestuttavaa oli Ilmavoimien ohjaajien fyysisen suorituskyvyn heikentyminen silloin, kun heidän taitojensa puolesta olisi pitänyt olla suorituskykyisimpiä taistelutehtäviinsä. Myös lentäjän terveyttä ja toimintakykyä pitäisi pystyä reaaliaikaisemmin seuraamaan koko lentouran aikana. Ilmavoimille suositellaan moniammatillista lähestymistä sotilaslentäjien toimintakyvyn ylläpitämiseen ja terveysriskien hallintaan yhdessä liikunnan, työterveyshuollon, lentoturvallisuusalan ja operatiivisen suunnittelun asiantuntijoitten kanssa. Lisäksi suositellaan avoimempaa ja eettisesti kestävämpää suhtautumista ammattiin liittyvien terveysongelmien kuvaamiseen sekä fyysisen kunnon kysymyksiin jo lentäjien rekrytointivaiheessa.

Venäjän sotilasreformi : asevoimien uusi ilme

Tässä työpaperissa Venäjän sotilasreformin tarkastelu painottuu maavoimiin. Muista puolustushaaroista käsitellään lyhyesti meri- ja ilmavoimia. Lisäksi käsitellään koulutus, reservi ja mobilisaatio, johtaminen, toiminnan ulkoistaminen ja sosiaaliset kysymykset sekä asevoimien varustaminen. Julkaisun lähdemateriaali on lähes kokonaan venäjänkielistä. Sen avulla esitetään venäläisten omat niin myönteiset kuin kriittiset näkemykset koskien Venäjän asevoimien sotilasreformia, uutta ilmettä. Venäjänkielisistä termeistä käytetään mahdollisimman vastaavaa tai kuvaavaa suomenkielistä ilmaisua.

A multimethod examination of contributors to successful on-the-job learning for vocational students

Rapid changes in working life and competence requirements of different professions have increased interest in workplace learning. It is considered an effective way to learn and update professional skills by performing daily tasks in an authentic environment. Especially, ensuring a supply of skilled future workers is a crucial issue for firms facing tight competition and a shortage of competent employees due to the retirement of current professionals. In order to develop and make the most of workplace learning, it is important to focus on workplace learning environments and the individual characteristics of those participating in workplace learning. The literature has suggested various factors that influence adults' and professionals’ workplace learning of profession-related skills, but lacks empirical studies on contextual and individual-related factors that positively affect students' workplace learning. Workers with vocational education form a large group in modern firms. Therefore, elements of vocational students’ successful workplace learning during their studies, before starting their career paths, need to be examined. To fill this gap in the literature, this dissertation examines contributors to vocational students’ workplace learning in Finland, where students’ workplace learning is included in the vocational education and training system. The study is divided into two parts: the introduction, comprised of the overview of the relevant literature and the conclusion of the entire study, and five separate articles. Three of the articles utilize quantitative methods and two use qualitative methods to examine factors that contribute to vocational students’ workplace learning. The results show that, from the students’ perspective, attitudinal, motivational, and organizationrelated factors enhance the student’s development of professionalism during the on-the-job learning period. Specifically, the organization-related factors such as innovative climate, guidance, and interactions with seniors have a strong positive impact on the students’ perceived development of professional skills because, for example, the seniors’ guidance and provision of new viewpoints for the tasks helps the vocational students to gain autonomy at work performance. A multilevel analysis shows that of those factors enhancing workplace learning from the student perspective, innovative climate, knowledge transfer accuracy, and the students’ performance orientation were significantly related to the workplace instructors’ assessment regarding the students’ professional performance. Furthermore, support from senior colleagues and the students’ self-efficacy were both significantly associated with the formal grades measuring how well the students managed to learn necessary professional skills. In addition, the results suggest that the students’ on-the-job learning can be divided into three main phases, of which two require efforts from both the student and the on-the-job learning organization. The first phase includes the student’s application of basic professional skills, demonstration of potential in performing daily tasks, and orientation provided by the organization at the beginning of the on-the-job learning period. In the second phase, the student actively develops profession-related skills by performing daily tasks, thus learning a fluent working style while observing the seniors’ performance. The organization offers relevant tasks and follows the student’s development. The third level indicates a student who has reached the professional level described as a full occupation. The results suggest that constructing the vocational students’ successful on-the-job learning period requires feedback from seniors, opportunities to learn to manage entire work processes, self-efficacy on the part of the students, proactive behavior, and initiative in learning. The study contributes to research on workplace learning in three ways: firstly, it identifies the key individual- and organization-based factors that influence the vocational students’ successful on-the-job learning from their perspective and examines mutual relationships between these factors. Second, the study provides knowledge of how the factors related to the students’ view of successful workplace learning are associated with the workplace instructors’ perspective and the formal grades. Third, the present study finds elements needed to construct a successful on-the-job learning for the students.