889 resultados para call data, paradata, CATI, calling time, call scheduler, random assignment
Resumo:
In this thesis programmatic, application-layer means for better energy-efficiency in the VoIP application domain are studied. The work presented concentrates on optimizations which are suitable for VoIP-implementations utilizing SIP and IEEE 802.11 technologies. Energy-saving optimizations can have an impact on perceived call quality, and thus energy-saving means are studied together with those factors affecting perceived call quality. In this thesis a general view on a topic is given. Based on theory, adaptive optimization schemes for dynamic controlling of application's operation are proposed. A runtime quality model, capable of being integrated into optimization schemes, is developed for VoIP call quality estimation. Based on proposed optimization schemes, some power consumption measurements are done to find out achievable advantages. Measurement results show that a reduction in power consumption is possible to achieve with the help of adaptive optimization schemes.
Resumo:
Coastal birds are an integral part of coastal ecosystems, which nowadays are subject to severe environmental pressures. Effective measures for the management and conservation of seabirds and their habitats call for insight into their population processes and the factors affecting their distribution and abundance. Central to national and international management and conservation measures is the availability of accurate data and information on bird populations, as well as on environmental trends and on measures taken to solve environmental problems. In this thesis I address different aspects of the occurrence, abundance, population trends and breeding success of waterbirds breeding on the Finnish coast of the Baltic Sea, and discuss the implications of the results for seabird monitoring, management and conservation. In addition, I assess the position and prospects of coastal bird monitoring data, in the processing and dissemination of biodiversity data and information in accordance with the Convention on Biological Diversity (CBD) and other national and international commitments. I show that important factors for seabird habitat selection are island area and elevation, water depth, shore openness, and the composition of island cover habitats. Habitat preferences are species-specific, with certain similarities within species groups. The occurrence of the colonial Arctic Tern (Sterna paradisaea) is partly affected by different habitat characteristics than its abundance. Using long-term bird monitoring data, I show that eutrophication and winter severity have reduced the populations of several Finnish seabird species. A major demographic factor through which environmental changes influence bird populations is breeding success. Breeding success can function as a more rapid indicator of sublethal environmental impacts than population trends, particularly for long-lived and slowbreeding species, and should therefore be included in coastal bird monitoring schemes. Among my target species, local breeding success can be shown to affect the populations of the Mallard (Anas platyrhynchos), the Eider (Somateria mollissima) and the Goosander (Mergus merganser) after a time lag corresponding to their species-specific recruitment age. For some of the target species, the number of individuals in late summer can be used as an easier and more cost-effective indicator of breeding success than brood counts. My results highlight that the interpretation and application of habitat and population studies require solid background knowledge of the ecology of the target species. In addition, the special characteristics of coastal birds, their habitats, and coastal bird monitoring data have to be considered in the assessment of their distribution and population trends. According to the results, the relationships between the occurrence, abundance and population trends of coastal birds and environmental factors can be quantitatively assessed using multivariate modelling and model selection. Spatial data sets widely available in Finland can be utilised in the calculation of several variables that are relevant to the habitat selection of Finnish coastal species. Concerning some habitat characteristics field work is still required, due to a lack of remotely sensed data or the low resolution of readily available data in relation to the fine scale of the habitat patches in the archipelago. While long-term data sets exist for water quality and weather, the lack of data concerning for instance the food resources of birds hampers more detailed studies of environmental effects on bird populations. Intensive studies of coastal bird species in different archipelago areas should be encouraged. The provision and free delivery of high-quality coastal data concerning bird populations and their habitats would greatly increase the capability of ecological modelling, as well as the management and conservation of coastal environments and communities. International initiatives that promote open spatial data infrastructures and sharing are therefore highly regarded. To function effectively, international information networks, such as the biodiversity Clearing House Mechanism (CHM) under the CBD, need to be rooted at regional and local levels. Attention should also be paid to the processing of data for higher levels of the information hierarchy, so that data are synthesized and developed into high-quality knowledge applicable to management and conservation.
Resumo:
In the last two decades of studying the Solar Energetic Particle (SEP) phenomenon, intensive emphasis has been put on how and when and where these SEPs are injected into interplanetary space. It is well known that SEPs are related to solar flares and CMEs. However, the role of each in the acceleration of SEPs has been under debate since the major role was taken from flares ascribed to CMEs step by step after the skylab mission, which started the era of CME spaceborn observations. Since then, the shock wave generated by powerful CMEs in between 2-5 solar radii is considered the major accelerator. The current paradigm interprets the prolonged proton intensity-time profile in gradual SEP events as a direct effect of accelerated SEPs by shock wave propagating in the interplanetary medium. Thus the powerful CME is thought of as a starter for the acceleration and its shock wave as a continuing accelerator to result in such an intensity-time profile. Generally it is believed that a single powerful CME which might or might not be associated with a flare is always the reason behind such gradual events.
In this work we use the Energetic and Relativistic Nucleus and Electrons ERNE instrument on board Solar and Heliospheric Observatory SOHO to present an empirical study to show the possibility of multiple accelerations in SEP events. In the beginning we found 18 double-peaked SEP events by examining 88 SEP events. The peaks in the intensity-time profile were separated by 3-24 hours. We divided the SEP events according to possible multiple acceleration into four groups and in one of these groups we find evidence for multiple acceleration in velocity dispersion and change in the abundance ratio associated at transition to the second peak. Then we explored the intensity-time profiles of all SEP events during solar cycle 23 and found that most of the SEP events are associated with multiple eruptions at the Sun and we call those events as Multi-Eruption Solar Energetic Particles (MESEP) events. We use the data available by Large Angle and Spectrometric Coronograph LASCO on board SOHO to determine the CME associated with such events and YOHKOH and GOES satellites data to determine the flare associated with such events. We found four types of MESEP according to the appearance of the peaks in the intensity-time profile in large variation of energy levels. We found that it is not possible to determine whether the peaks are related to an eruption at the Sun or not, only by examining the anisotropy flux, He/p ratio and velocity dispersion. Then we chose a rare event in which there is evidence of SEP acceleration from behind previous CME. This work resulted in a conclusion which is inconsistent with the current SEP paradigm. Then we discovered through examining another MESEP event, that energetic particles accelerated by a second CME can penetrate a previous CME-driven decelerating shock. Finally, we report the previous two MESEP events with new two events and find a common basis for second CME SEPs penetrating previous decelerating shocks. This phenomenon is reported for the first time and expected to have significant impact on modification of the current paradigm of the solar energetic particle events.
The accuracy of manually recorded time study data for harvester operation shown via simulator screen
Resumo:
Tausta Vaikka nuorisorikollisuus on kriminologisen tutkimuksen perinteinen kohde, on edelleen tarvetta pitkittäistutkimuksille, joissa on laaja, koko väestöä edustava otos. Kriminaalipolitiikan alalla puolestaan rikosten sovittelu ja muut restoratiivisen oikeuden muodot ovat nousseet Suomessakin haastamaan perinteiset rikoskontrollin paradigmat, rangaistuksen ja hoidon. Tutkimuskysymykset Tutkimuksen pääkysymyksenä oli, mitkä lapsuudessa (8 v.) ja nuoruudessa (18 v.) mitatut psykososiaaliset tekijät ovat yhteydessä nuorisorikollisuuden (16-20 v.) määrään ja lajiin. Lisäksi yhtenä kysymyksenä oli, miten varusmiespalvelun aikaiset psykiatriset diagnoosit liittyvät nuorisorikollisuuteen. Lisäksi tutkimme nuorisorikollisuuden esiintyvyyttä ja palvelujen käyttöä, ja vertailimme eri informanttien (tutkimushenkilöt itse, vanhemmat ja opettajat) vastausten ennusvoimaa lasten tulevan rikollisuuden suhteen. Rikosten sovittelun osalta kysymyksenä oli, miten suomalainen sovittelukäytäntö vastaa restoratiivisen oikeuden teoriaa ja miten sovittelua pitäisi kehittää. Aineisto ja metodit Pitkittäistutkimuksemme aineistona oli valtakunnallisesti edustava satunnaisotos, joka vastasi 10% vuonna 1981 Suomessa syntyneistä suomenkielisistä pojista. Ensimmäinen tiedonkeruu tapahtui 1989, kun pojat olivat 8-vuotiaita. Tietoa kerättiin lomakekyselyin pojilta itseltään sekä heidän vanhemmiltaan ja opettajiltaan. Tietoja saatiin 2946 pojasta. Lasten lomakkeena oli Children’s Depression Inventory, vanhemman lomakkeena Rutter A2 ja opettajan lomakkeena Rutter B2. Toinen tiedonkeruu järjestettiin, kun pojat osallistuivat kutsuntoihin 1999. Tietoja saatiin 2330 pojasta. Lomakkeena oli Young Adult Self-Report . Puolustusvoimien rekisteristä saatiin tiedot poikien kutsunnoissa ja palvelusaikana (vuosina 1999-04) saamista psykiatrisista diagnooseista, jotka luokiteltiin kuuteen luokkaan: antisosiaalinen persoonallisuushäiriö, päihdehäiriöt, psykoottiset häiriöt, ahdistuneisuushäiriöt, masennustilat ja sopeutumishäiriöt. Tieto mahdollisesta diagnoosista saatiin 2712 pojasta. Rikollisuus operationalisoitiin poliisin ns. RIKI-rekisteriin vuosina 1998-2001 rekisteröityjen tekojen avulla, kun pojat olivat pääasiassa 16-20-vuotiaita. Rikosten määrän mukaan pojat jaettiin neljään ryhmään: ei rikoksia, 1-2 rikosta (satunnainen rikollisuus), 3-5 rikosta (uusintarikollisuus) ja yli 5 rikosta (aktiivinen uusintarikollisuus). Rikoslajeista muodostettiin viisi kategoriaa: huume-, väkivalta-, omaisuus-, liikenne- ja rattijuopumusrikollisuus. Analyysivaiheessa rekisteridatasta poistettiin liikennerikkomukset. Kaikkiaan tiedot mahdollisista poliisikontakteista saatiin 2866 pojasta. Sovitteludata koostui 16 sovittelujutun havainnoinnista Turussa vuosina 2001- 2003. Tulokset Kaikkiaan 23% pojista oli rekisteröity rikoksesta (poissulkien liikennerikkomukset) nelivuotisen tutkimusperiodin aikana 16-20-vuotiaana. Satunnaisia rikoksentekijöitä oli 15%, uusijoita 4% ja moninkertaisia uusijoita 4%. Rikokset kasautuivat moninkertaisille uusijoille: tämä 4%:n ryhmä teki 72% kaikista rikoksista . Omaisuus- ja liikennerikollisia oli eniten (kumpiakin 11%), ja huumerikollisia vähiten (4%). Kaikki rikoslajit korreloivat keskenään tilastollisesti merkitsevästi. Nuorisorikollisuuden itsenäisiä ennustekijöitä lapsuudessa olivat rikkinäinen perherakenne, vanhempien alhainen koulutustaso, lapsen käytösongelmat ja hyperaktiivisuus. Kun verrattiin eri informantteja (lapset itse ja heidän vanhempansa ja opettajansa), etenkin opettajien vastaukset ennustivat lasten tulevaa rikollisuutta. Nuoruudessa rikollisuuden itsenäisiä korrelaatteja olivat pienellä paikkakunnalla asuminen, vanhempien ero, seurustelu, itse ilmoitettu antisosiaalisuus ja säännöllinen tupakointi ja humalajuominen. Ennus- ja taustatekijöille oli tyypillistä se, että ne olivat lineaarisessa yhteydessä rikosten määrään (ongelmat ja rikosten määrä lisääntyivät käsi kädessä) ja että ne liittyivät useaan rikoslajiin yhtä aikaa. Huumerikollisuudella oli kuitenkin vähemmän itsenäisiä ennus- ja taustatekijöitä kuin muilla rikoslajeilla. Joka kymmenes poika kärsi psykiatrisista häiriöistä. Tämä ryhmä teki noin puolet kaikista rikoksista, ja lähes joka toinen poika, jolla oli psykiatrinen häiriö, oli rekisteröity rikoksista. Rikolliseen käytökseen liittyivät etenkin antisosiaalinen persoonallisuushäiriö ja päihdehäiriöt. Masennustilat olivat kuitenkin ainoa diagnoosiryhmä, joka ei ollut yhteydessä rikollisuuteen. Myös psykiatristen häiriöiden esiintyvyys kasvoi lineaarisesti rikosten määrän kanssa; aktiivisista uusintarikollisista yli puolella (59%) oli psykiatrinen diagnoosi. Rikollisuuden lisäksi erilaiset psykososiaaliset ongelmat kasautuivat pienelle vähemmistölle. Aktiivisten uusijoiden ryhmään olivat tilastollisesti merkitsevästi yhteydessä lähes kaikki ongelmat mitä tutkimme. Kuitenkin tästä ryhmästä vain alle 3% oli käyttänyt mielenterveyspalveluja viimeisen vuoden aikana. Rikossovittelun havainnointitutkimuksen perusteella sovittelussa monet perusasiat ovat kunnossa, ja toiminta on mielekästä niin asianosaisten kuin yhteiskunnankin kannalta. Useimmiten osapuolet kohtasivat ja saivat aikaan sopimuksen, johon he vaikuttivat tyytyväisiltä. Rikoksentekijät olivat motivoituneita korvaamaan aiheuttamansa vahingot. Osapuolet saivat kertoa tarinansa omin sanoin, heitä kuunneltiin ja he ymmärsivät mitä sovittelussa puhutaan ja sovitaan. Sovittelun kuluessa jännitys väheni ja asiat saatiin loppuunkäsiteltyä. Asianosaiset saivat vaikuttaa prosessiin ja sopimukseen, ja uhrin oikeudet olivat sovittelussa keskeisellä sijalla. Restoratiivisen teorian perusteella sovittelussa havaittiin myös kehittämisen varaa: Etenkin nuoria rikoksentekijöitä oli hankala saada osallistumaan tosissaan, ja aikuiset helposti hallitsivat keskustelua. Etukäteistapaamisia ja tukihenkilöitä ei juuri hyödynnetty. Sovitteluja hallitsi puhe sopimuksesta ja rahasta. Työkorvauksia ei käytetty eikä rehabilitaatiota käsitelty. Sekä sovitteluun pääsy että sovittelumenettely riippuivat yksittäisistä henkilöistä. Johtopäätökset Rikosten tekeminen nuoruudessa on melko yleistä ja monimuotoista. Rikokset ja psykososiaaliset ongelmat kasautuvat pienelle ryhmälle ja kulkevat käsi kädessä. Myös psykiatriset häiriöt ovat lineaarisessa yhteydessä rikosten määrään. Rikosriskiä voidaan ennustaa jo lapsuudessa, ja etenkin opettajat ovat tarkkanäköisiä lasten ongelmien suhteen. Eri rikoslajeilla on varsin samanlaisia taustatekijöitä. Aktiiviset rikoksentekijät vastaavat suuresta osasta kokonaisrikollisuutta, tarvitsevat eniten apua, mutta eivät kuitenkaan hakeudu psykososiaalisten palvelujen piiriin. Rikosten sovittelu tarjoaa keinon puuttua ongelmiin varhaisessa vaiheessa ilman leimaamista. Sovittelun kehitystehtävät liittyvät etenkin dialogiin, valmisteluihin, tukihenkilöihin, työkorvauksiin, palveluunohjaukseen ja sovittelun sovellusalaan. Sovittelua ja muita restoratiivisia menettelyjä on kehitettävä ja laajennettava esimerkiksi niin, että niitä voitaisiin käyttää palveluunohjauksen välineenä.
Resumo:
Artikel i tidskrift med referee-praxis
Resumo:
Data is the most important asset of a company in the information age. Other assets, such as technology, facilities or products can be copied or reverse-engineered, employees can be brought over, but data remains unique to every company. As data management topics are slowly moving from unknown unknowns to known unknowns, tools to evaluate and manage data properly are developed and refined. Many projects are in progress today to develop various maturity models for evaluating information and data management practices. These maturity models come in many shapes and sizes: from short and concise ones meant for a quick assessment, to complex ones that call for an expert assessment by experienced consultants. In this paper several of them, made not only by external inter-organizational groups and authors, but also developed internally at a Major Energy Provider Company (MEPC) are juxtaposed and thoroughly analyzed. Apart from analyzing the available maturity models related to Data Management, this paper also selects the one with the most merit and describes and analyzes using it to perform a maturity assessment in MEPC. The utility of maturity models is two-fold: descriptive and prescriptive. Besides recording the current state of Data Management practices maturity by performing the assessments, this maturity model is also used to chart the way forward. Thus, after the current situation is presented, analysis and recommendations on how to improve it based on the definitions of higher levels of maturity are given. Generally, the main trend observed was the widening of the Data Management field to include more business and “soft” areas (as opposed to technical ones) and the change of focus towards business value of data, while assuming that the underlying IT systems for managing data are “ideal”, that is, left to the purely technical disciplines to design and maintain. This trend is not only present in Data Management but in other technological areas as well, where more and more attention is given to innovative use of technology, while acknowledging that the strategic importance of IT as such is diminishing.
Resumo:
The vocal repertoire of some animal species has been considered a non-invasive tool to predict distress reactivity. In rats ultrasound emissions were reported as distress indicator. Capybaras[ vocal repertoire was reported recently and seems to have ultrasound calls, but this has not yet been confirmed. Thus, in order to check if a poor state of welfare was linked to ultrasound calls in the capybara vocal repertoire, the aim of this study was to track the presence of ultrasound emissions in 11 animals under three conditions: 1) unrestrained; 2) intermediately restrained, and 3) highly restrained. The ultrasound track identified frequencies in the range of 31.8±3.5 kHz in adults and 33.2±8.5 kHz in juveniles. These ultrasound frequencies occurred only when animals were highly restrained, physically restrained or injured during handling. We concluded that these calls with ultrasound components are related to pain and restraint because they did not occur when animals were free of restraint. Thus we suggest that this vocalization may be used as an additional tool to assess capybaras[ welfare.
Resumo:
Poster at Open Repositories 2014, Helsinki, Finland, June 9-13, 2014
Resumo:
We evaluated changes in levels by comparing serum proteins in senescence-accelerated mouse-prone 8 (SAMP8) mice at 2, 6, 12, and 15 months of age (SAMP8-2 m, -6 m, -12 m, -15 m) to age-matched SAM-resistant 1 (SAMR1) mice. Mice were sacrificed, and blood was analyzed by 2-dimensional electrophoresis combined with mass spectrometry. Five protein spots were present in all SAMP8 serum samples, but only appeared in SAMR1 samples at 15 months of age except for spot 3, which also showed a slight expression in SAMR1-12 m sera. Two proteins decreased in the sera from SAMP8-2 m, -6 m, and -12 m mice, and divided into 2 spots each in SAMP8-15 m sera. Thus, the total number of altered spots in SAMP8 sera was 7; of these, 4 were identified as Ig kappa chain V region (M-T413), chain A of an activity suppressing Fab fragment to cytochrome P450 aromatase (32C2_A), alpha-fetoprotein, and apolipoprotein A-II. M-T413 is a monoclonal CD4 antibody, which inhibits T cell proliferation. We found that M-T413 RNA level was significantly enhanced in splenocytes from SAMP8-2 m mice. This agreed with serum M-T413 protein alterations and a strikingly lower blood CD4+ T cell count in SAMP8 mice when compared to the age-matched SAMR1 mice, with the latter negatively correlating with serum M-T413 protein volume. Age-related changes in serum proteins favored an increase in autoantibodies and alpha-fetoprotein and a decrease of apolipoprotein A-II, which occurred in SAMP8 mice at 2 months of age and onwards. These proteins may serve as candidate biomarkers for early aging.
Resumo:
In the late year 2013 events started to unfold in Ukraine’s capital city Kiev that would change the political and economic environment of the EU and Russia. The tension had been building for years between the two parties with Ukraine in the middle and during 2014 the tension blew up and events started to escalate into a crisis, which we now know as the 2014 Ukraine crisis. The crisis would include political, economic, and even military actions by all the parties involved with Ukraine slipping close to civil war. Both political and economic hardships followed for others as well with both the EU and Russia placing heavy political and economic sanctions on each other. Most notably in terms of this paper, the Russian federation placed total import embargo sanctions on food imports from the EU and some other countries. This meant that a Finnish dairy company, Valio, had to engage in corporate crisis management as almost a fifth of its total revenue was cut in a heartbeat. Valio had been prepared for some kind of complications with their Russian market as events started to unfold in Ukraine in the beginning of 2014 but never did they suspect that a complete shutdown of the Russian market would follow. The company is still recovering after more than a year after the sanctions were posed and have not been able to supplement the lost revenue streams. This research is a qualitative research aiming to find answers to the main questions: 1) What is the 2014 Ukraine crisis and what kind of special implications does it have and 2) How did the crisis affect Valio and how did Valio fare in its crisis management efforts. The data has been collected both from secondary document sources and primary sources. The main findings of this research are that the political and economic environment of the EU and Russia has gone through a profound change during the years 2013-2015. The companies and governments should re-evaluate what kind of environment they are now facing and what kinds of risks the new situation poses. This also calls for a deep academic analysis from the academic community. In corporate crisis management of Valio the main findings are that the former literature has looked into crisis management as one-time occurrence but the new crises and global events would call for a more on-going crisis analysis and active crisis management. Thus, corporate crisis management should be viewed as a cycle. Valio specifically handled the situation surprisingly well, considering that their revenue was indeed cut by a fifth. The main aspects of crisis management, which Valio did not handle as well, concern the learning curve of crisis management. They could be doing more in order to prepare for future crises better by learning from this experience. The situation is then still on-going in the autumn 2015 both in Ukraine and within Valio.
Resumo:
The electricity distribution sector will face significant changes in the future. Increasing reliability demands will call for major network investments. At the same time, electricity end-use is undergoing profound changes. The changes include future energy technologies and other advances in the field. New technologies such as microgeneration and electric vehicles will have different kinds of impacts on electricity distribution network loads. In addition, smart metering provides more accurate electricity consumption data and opportunities to develop sophisticated load modelling and forecasting approaches. Thus, there are both demands and opportunities to develop a new type of long-term forecasting methodology for electricity distribution. The work concentrates on the technical and economic perspectives of electricity distribution. The doctoral dissertation proposes a methodology to forecast electricity consumption in the distribution networks. The forecasting process consists of a spatial analysis, clustering, end-use modelling, scenarios and simulation methods, and the load forecasts are based on the application of automatic meter reading (AMR) data. The developed long-term forecasting process produces power-based load forecasts. By applying these results, it is possible to forecast the impacts of changes on electrical energy in the network, and further, on the distribution system operator’s revenue. These results are applicable to distribution network and business planning. This doctoral dissertation includes a case study, which tests the forecasting process in practice. For the case study, the most prominent future energy technologies are chosen, and their impacts on the electrical energy and power on the network are analysed. The most relevant topics related to changes in the operating environment, namely energy efficiency, microgeneration, electric vehicles, energy storages and demand response, are discussed in more detail. The study shows that changes in electricity end-use may have radical impacts both on electrical energy and power in the distribution networks and on the distribution revenue. These changes will probably pose challenges for distribution system operators. The study suggests solutions for the distribution system operators on how they can prepare for the changing conditions. It is concluded that a new type of load forecasting methodology is needed, because the previous methods are no longer able to produce adequate forecasts.
Resumo:
In the late year 2013 events started to unfold in Ukraine’s capital city Kiev that would change the political and economic environment of the EU and Russia. The tension had been building for years between the two parties with Ukraine in the middle and during 2014 the tension blew up and events started to escalate into a crisis, which we now know as the 2014 Ukraine crisis. The crisis would include political, economic, and even military actions by all the parties involved with Ukraine slipping close to civil war. Both political and economic hardships followed for others as well with both the EU and Russia placing heavy political and economic sanctions on each other. Most notably in terms of this paper, the Russian federation placed total import embargo sanctions on food imports from the EU and some other countries. This meant that a Finnish dairy company, Valio, had to engage in corporate crisis management as almost a fifth of its total revenue was cut in a heartbeat. Valio had been prepared for some kind of complications with their Russian market as events started to unfold in Ukraine in the beginning of 2014 but never did they suspect that a complete shutdown of the Russian market would follow. The company is still recovering after more than a year after the sanctions were posed and have not been able to supplement the lost revenue streams. This research is a qualitative research aiming to find answers to the main questions: 1) What is the 2014 Ukraine crisis and what kind of special implications does it have and 2) How did the crisis affect Valio and how did Valio fare in its crisis management efforts. The data has been collected both from secondary document sources and primary sources. The main findings of this research are that the political and economic environment of the EU and Russia has gone through a profound change during the years 2013-2015. The companies and governments should re-evaluate what kind of environment they are now facing and what kinds of risks the new situation poses. This also calls for a deep academic analysis from the academic community. In corporate crisis management of Valio the main findings are that the former literature has looked into crisis management as one-time occurrence but the new crises and global events would call for a more on-going crisis analysis and active crisis management. Thus, corporate crisis management should be viewed as a cycle. Valio specifically handled the situation surprisingly well, considering that their revenue was indeed cut by a fifth. The main aspects of crisis management, which Valio did not handle as well, concern the learning curve of crisis management. They could be doing more in order to prepare for future crises better by learning from this experience. The situation is then still on-going in the autumn 2015 both in Ukraine and within Valio.