Equating accelerometer estimates among youth: The Rosetta Stone 2.

OBJECTIVES: Different accelerometer cutpoints used by different researchers often yields vastly different estimates of moderate-to-vigorous intensity physical activity (MVPA). This is recognized as cutpoint non-equivalence (CNE), which reduces the ability to accurately compare youth MVPA across studies. The objective of this research is to develop a cutpoint conversion system that standardizes minutes of MVPA for six different sets of published cutpoints. DESIGN: Secondary data analysis. METHODS: Data from the International Children's Accelerometer Database (ICAD; Spring 2014) consisting of 43,112 Actigraph accelerometer data files from 21 worldwide studies (children 3-18 years, 61.5% female) were used to develop prediction equations for six sets of published cutpoints. Linear and non-linear modeling, using a leave one out cross-validation technique, was employed to develop equations to convert MVPA from one set of cutpoints into another. Bland Altman plots illustrate the agreement between actual MVPA and predicted MVPA values. RESULTS: Across the total sample, mean MVPA ranged from 29.7MVPAmind(-1) (Puyau) to 126.1MVPAmind(-1) (Freedson 3 METs). Across conversion equations, median absolute percent error was 12.6% (range: 1.3 to 30.1) and the proportion of variance explained ranged from 66.7% to 99.8%. Mean difference for the best performing prediction equation (VC from EV) was -0.110mind(-1) (limits of agreement (LOA), -2.623 to 2.402). The mean difference for the worst performing prediction equation (FR3 from PY) was 34.76mind(-1) (LOA, -60.392 to 129.910). CONCLUSIONS: For six different sets of published cutpoints, the use of this equating system can assist individuals attempting to synthesize the growing body of literature on Actigraph, accelerometry-derived MVPA.

On Variational Ensemble Kalman Filtering

The Extended Kalman Filter (EKF) and four dimensional assimilation variational method (4D-VAR) are both advanced data assimilation methods. The EKF is impractical in large scale problems and 4D-VAR needs much effort in building the adjoint model. In this work we have formulated a data assimilation method that will tackle the above difficulties. The method will be later called the Variational Ensemble Kalman Filter (VEnKF). The method has been tested with the Lorenz95 model. Data has been simulated from the solution of the Lorenz95 equation with normally distributed noise. Two experiments have been conducted, first with full observations and the other one with partial observations. In each experiment we assimilate data with three-hour and six-hour time windows. Different ensemble sizes have been tested to examine the method. There is no strong difference between the results shown by the two time windows in either experiment. Experiment I gave similar results for all ensemble sizes tested while in experiment II, higher ensembles produce better results. In experiment I, a small ensemble size was enough to produce nice results while in experiment II the size had to be larger. Computational speed is not as good as we would want. The use of the Limited memory BFGS method instead of the current BFGS method might improve this. The method has proven succesful. Even if, it is unable to match the quality of analyses of EKF, it attains significant skill in forecasts ensuing from the analysis it has produced. It has two advantages over EKF; VEnKF does not require an adjoint model and it can be easily parallelized.

Avoimen AMR-palvelualustan tiedonsiirtomenetelmien selvitys ja analyysi

Sähköenergiamittareiden etälukuun (AMR) siirtyminen on kasvanut Suomessa, kuten muissakin Euroopan maissa viime vuosina merkittävästi. Tavoitteena on, että vuonna 2014 80 % kaikista Suomen sähköenergiamittareista olisi etäluettavia ja rekisteröisivät tunnittaiset kulutustiedot. AMR-tekniikan avulla voidaan toteuttaa myös muita palveluja kulutustietojen rekisteröinnin lisäksi. AMR-mittareiden etäluenta ja niiden kautta siirrettävät signaalit vaativat mittareilta tiedonsiirtotapoja. Työssä tarkastellaan TeliaSoneran AMR-palvelualustan ominaisuuksia ja arkkitehtuuria. Selvitetään AMR-mittareiden toiminnallisia vaatimuksia ja mahdollisia tiedonsiirtotapoja mittareiden ja etäluentajärjestelmän välillä. Arvioidaan näiden selvitysten perusteella ja myös kustannusten kannalta eri tiedonsiirtomenetelmien soveltuvuutta eri ympäristöihin. Lisäksi suoritetaan arviointi ja käytännön laboratoriotestauksia valitulle sähköverkkoa tiedonsiirrossa hyödyntävälle AMR-mittarille. Tavoitteena on selvittää ja analysoida vertailtavan mittarin yhteensopivuutta TeliaSoneran päätelaitteiden ja AMR-palvelualustan kanssa. Analysoidaan näiden tarkasteltavien mittareiden ominaisuuksia ja elinkaarta. Laboratoriotesteillä selvitetään myös tarkasteltavien sähköverkkotiedonsiirto AMRmittareiden häiriösietoisuutta verkossa esiintyviä häiriöitä vastaan. Näiden pohjalta tehdään johtopäätökset ja suositukset.

Henkilöstöresurssien optimointi ja hallinta sataman operaattoriyhtiössä

Työn tavoitteena on selvittää erilaisten työaikamallien ja henkilöstön määrän vaikutuksia Finnsteven henkilöstökustannuksiin ja ylitöiden määrään. Selvitystyö toteutetaan simuloimalla vaihtoehtoisia työaikamalleja ja henkilöstömääriä tilastollisten menetelmien avulla. Työn toisena tavoitteena on ehdottaa yritykselle toimintatapaa suorittaa lopullinen henkilöstöresurssien optimointi. Työn teoriaosuudessa esitellään aluksi yritystä ja sen toimintaympäristöä. Tämän jälkeen tarkastellaan nykyisen TE-sopimuksen mahdollistamia työaikamalleja. Seuraavaksi perustellaan käytettävät tilastolliset menetelmät ja tiedonkeruumenetelmät. Edetessään työ syventyy tarkastelemaan yrityksen tekemän työn kohdentumista aikatyöhön ja ylityöhön sekä viikonpäiville että työvuoroille. Lopuksi kuvataan työn optimoinnissa käytetty logiikka, analysoidaan saatuja tuloksia ja esitellään optimointityökalun toteutussuunnitelma. Diplomityössä tehdyn selvityksen mukaan satamatyössä tehdään nykyisellään erittäin paljon ylitöitä. Siten työaikamallien optimointi on perusteltua. Optimoinnilla saavutettavat potentiaaliset kustannussäästöt ovat erittäin huomattavia. Lopullinen optimointi on haastava tehtävä, jota henkilöstöhallinto ei pysty ratkaisemaan pelkkään kokemukseensa luottaen. Tuotannonsuunnittelun avuksi tarvitaan täten työkalu, joka palvelee paitsi mallien luontia, toimii suunnittelun apuna jatkossakin.

Expectations and Experiences of International Students in Information Technology Department

Education in Finland plays a significant role. International students are becoming an essential part of Finnish Educational system. The study was meant to examine their expectations and experiences in a Finnish University. As a case, Lappeenranta University of Technology (LUT) was chosen and, in particular, Information Technology (IT) Department. The main objectives of the study were to examine students’ satisfaction of their study experiences, their evaluation of the teaching quality of courses and last but not least the cultural impact on those. Data for the study were mainly collected with the help of three Internet surveys from a sample of 50 students – currently studying at LUT or already graduated. Response rate from questionnaire to questionnaire varied, however, still close to average and was considered as good and relevant enough. The study was initially meant as qualitative, however, a number of quantitative data analysis methods were used as well. Most of students’ expectations appear to become true, majority of students are satisfied with their experiences. Results show that teaching quality in LUT is evaluated as ‘good’. Nevertheless, students prefer particular courses to the other ones. In conclusion, it can be said that culture does affect students’ expectations, experiences, perception of the world, however, cultural differences do not cause any serious problems.

Perheyrityksen strategiamalli muuttuvassa toimintaympäristössä

Tutkimuksen tavoitteena on tutkia teollisuudelle aineita maahantuovan perheyrityksen toimintaympäristössä tapahtuvaa muutosta. Tutkimuksessa lähestytään yrityksen muuttuvaa toimintaympäristöä strategian näkökulmasta ja otetaan huomioon muuttuvana seikkana lainsäädäntö eli REACH -kemikaaliasetus. Tutkimuksen tutkimusongelmaa käsitellään konstruktiivisen tutkimuksen tapaan. Tutkimuksen aineisto on kerätty kvalitatiivisen tutkimuksen tapaan keräämällä tutkimustietoa valmiista aineistosta kuten arkistoista, dokumenteista ja kirjallisuudesta. Tutkimukseen on myös käytetty havaintoja, haastatteluja ja arkikokemuksia tutkimuksen kohteesta. Tutkimuksen viitekehyksessä käytiin läpi strategian teoriaa ulkoisesta toimintaympäristöstä yrityksen sisäiseen toimintaympäristöön. Yritykselle laadittiin strategiakeskeinen malli ottaen huomioon uuden lain tuomat vaikutukset yrityksen sisäiseen ja ulkoiseen toimintaympäristöön. Lakimuutoksen vaikutuspintoja löytyi kaksi: yrityksen toimialan toimintaympäristö ja sisäinen toimintaympäristö. Toimialan toimintaympäristössä eriteltiin lakimuutoksen rajapinnat viiden kilpailuvoiman avulla. Tulokseksi saatiin, että REACH vaikuttaa vahvasti läpi koko toimitusketjun. Vaikutustavat ovat korvaavat tuotteet, ostajien vaikutusvalta ja toimittajien vaikutusvalta. Lisäksi yhtenä vaikuttajana voidaan pitää uusia tulijoita sekä kilpailua nykyisten yritysten kanssa. Yrityksen sisäisestä toimintaympäristöstä löydettiin arvoketjun avulla lisää vaikutuskohtia. Ne olivat raaka-aineiden hankinnat, dokumentointi, näytteiden lähetys, varastointi ja varastokirjanpito. Lisäksi huomioitiin tukitoiminnoista lakiasiat ja henkilöstön koulutus.

Evaluating the success of software development projects in Russia, Ukraine, and Belarus

The size and complexity of projects in the software development are growing very fast. At the same time, the proportion of successful projects is still quite low according to the previous research. Although almost every project's team knows main areas of responsibility which would help to finish project on time and on budget, this knowledge is rarely used in practice. So it is important to evaluate the success of existing software development projects and to suggest a method for evaluating success chances which can be used in the software development projects. The main aim of this study is to evaluate the success of projects in the selected geographical region (Russia-Ukraine-Belarus). The second aim is to compare existing models of success prediction and to determine their strengths and weaknesses. Research was done as an empirical study. A survey with structured forms and theme-based interviews were used as the data collection methods. The information gathering was done in two stages. At the first stage, project manager or someone with similar responsibilities answered the questions over Internet. At the second stage, the participant was interviewed; his or her answers were discussed and refined. It made possible to get accurate information about each project and to avoid errors. It was found out that there are many problems in the software development projects. These problems are widely known and were discussed in literature many times. The research showed that most of the projects have problems with schedule, requirements, architecture, quality, and budget. Comparison of two models of success prediction presented that The Standish Group overestimates problems in project. At the same time, McConnell's model can help to identify problems in time and avoid troubles in future. A framework for evaluating success chances in distributed projects was suggested. The framework is similar to The Standish Group model but it was customized for distributed projects.

Simulating the performance of paper machine control

The topic of this thesis is the simulation of a combination of several control and data assimilation methods, meant to be used for controlling the quality of paper in a paper machine. Paper making is a very complex process and the information obtained from the web is sparse. A paper web scanner can only measure a zig zag path on the web. An assimilation method is needed to process estimates for Machine Direction (MD) and Cross Direction (CD) profiles of the web. Quality control is based on these measurements. There is an increasing need for intelligent methods to assist in data assimilation. The target of this thesis is to study how such intelligent assimilation methods are affecting paper web quality. This work is based on a paper web simulator, which has been developed in the TEKES funded MASI NoTes project. The simulator is a valuable tool in comparing different assimilation methods. The thesis contains the comparison of four different assimilation methods. These data assimilation methods are a first order Bayesian model estimator, an ARMA model based on a higher order Bayesian estimator, a Fourier transform based Kalman filter estimator and a simple block estimator. The last one can be considered to be close to current operational methods. From these methods Bayesian, ARMA and Kalman all seem to have advantages over the commercial one. The Kalman and ARMA estimators seems to be best in overall performance.

Tuotteen käytönaikaisen asiakastarvetiedon hyödyntäminen tuotekehitysprojekteissa

Diplomityö on tehty osana Sinfonet-tutkimusprojektia, ja sen tavoitteena on laatia uusi toimintamalli asiakaslähtöisen tuotekehitystoiminnan tehostamiseksi. Toimintamallin vaatimuksena oli asiakastarvetiedon kerääminen koko tuotteen elinkaaren käyttövaiheen ajalta, ja rinnakkainen prosessi asiakastarpeiden analysointiin sekä hyödyntämiseen. Työssä yhdistetään asiakastarpeiden kartoittamiseen, analysointiin ja hyödyntämiseen käytettävät menetelmät yhdeksi systemaattiseksi kokonaisuudeksi, jota Laroxin henkilöstö voi tehokkaasti käyttää työssään. Menetelmä laatittiin teoriaosuudessa havaittujen viitekehysten ja Laroxin avainhenkilöiden kanssa suoritettujen haastattelujen pohjalta. On ehdottoman tärkeätä, että toimintamallin käyttö ja siitä saavutettavat hyödyt saadaan perusteltua yrityksen henkilöstölle. Toimintamallissa asiakastarpeiden kartoitusmenetelmiksi valittiin AVAIN-ryhmähaastattelu sekä puolistrukturoitu haastattelu, ja analysointimenetelmiksi tulkintataulukko sekä QFD (Quality Function Deployment). Tarpeiden dokumentointiin valittiin tietokannaksi Laroxin käytössä jo valmiiksi oleva wiki-pohjainen Live-järjestelmä. Uusi toimintamalli ja siinä mukana olevat prosessit kuvataan diplomityössä yksityiskohtaisesti tietovirtakaaviona.

Approaches to Supply Chain Risk Management: Identification, Analysis and Control

Supply chain risk management has emerged as an increasingly important issue in logistics as disruptions in the supply chain have become critical issues for many companies. The scientific literature on the subject is developing and in many respects the understanding of it is still in its infancy. Thus, there is a need for more information in order for scholars and practitioners to understand the causalities and interrelations that characterise the phenomenon. The aim of this dissertation is to narrow this gap by exploring key aspects of supply chain risk management through two maritime supply chains in the immediate region of the Gulf of Finland. The study contributes to the field in three different ways. Firstly, it facilitates the identification of risks on different levels of the supply chain through a systematic analysis of the processes and actors, and of the cognitive barriers that limit the actors’ visibility and their understanding of the operations and the risks involved. There is a clear need to increase collaboration and information exchange in order to improve visibility in the chain. Risk management should be a collaborative effort among the individual actors, aimed at obtaining a holistic picture. Secondly, the study contributes to the literature on risk analysis through the use of systemic frameworks that illustrate the causalities and linkages in the system, thereby making it easier to perceive the vulnerabilities. Thirdly, the study enhances current knowledge of risk control in identifying actor roles, risk visibility and risk controllability as being among the key factors determining risk-management effectiveness against supply-chain vulnerability. This dissertation is divided into two parts. The first part gives a general overview of the relevant literature, the research design and the conclusions of the study, and the second part comprises six research publications. Case-study methodology with systematic combining approach is used, where in-depth interviews, questionnaires and expert panel sessions are the main data collection methods. The study illustrates the current state of risk management in multimodal maritime supply chains, and develops frameworks for further analysis. The results imply that there are major differences between organizations in their ability to execute supply chain risk management. Further collaboration should be considered in order to facilitate the development of systematic and effective management processes.

Intra-organizational knowledge transfer in a Finnish multinational company

The ability of a multinational company to effectively transfer knowledge from one unit to another can create a great source of competitive advantage and is crucial for long-term success. However, in their attempts to disseminate existent knowledge across national boundaries, organizations encounter several obstacles. Especially challenging is the transfer of tacit knowledge, the most valuable kind, as it is embedded in the minds and the behavior of people. The purpose of this study is to identify the main factors and challenges to be considered in intra-organizational knowledge transfer and consequently develop a framework that could be utilized to improve the process. The research is of qualitative nature and it adopts an exploratory approach. The study was further conducted as an intensive single-case study through studying a Finnish multinational company, and the researcher adopted a role as a participant observant in the research setting. Other data collection methods include semi-structured interviews and an online survey. The research findings show that knowledge transfer is currently challenging within the international sales organization of the case company. The majority of knowledge is currently concentrated in the company headquarters, and it is not always systematically distributed to the regional offices abroad. The main factor affecting knowledge transfer seems to be the organizational culture, which does not support or encourage knowledge sharing. The company is struggling in having a common place for information and employees that lack proper social networks have difficulties accessing relevant knowledge. Some recommended improvement suggestions include the institutionalization of knowledge transfer by turning it into an articulated organizational goal, and the implementation of a reward system that includes soft factors, such as teamwork and knowledge sharing behavior. Furthermore, the organizational culture should be more open and supportive in order to reinforce trust. Individuals in regional offices should be given better support by offering them dedicated mentors and increasing the amount of expatriation. Finally, knowledge should actively be codified and stored in commonly shared platforms where it is easily accessible by all employees.

I volontari italiani nelle Waffen-SS. Il pensiero politico, la formazione culturale e le motivazioni al volontariato. Una storia orale

My doctoral dissertation examines the experiences of the Italian volunteers in the Waffen-SS troops using in-depth interviews with former volunteers as the main primary source. This phenomenon, even if significant in size (depending on the source, some 15 000-20 000 Italian men volunteered in the Waffen-SS), has been hitherto largely unknown to historical research. The available literature on the Italian volunteers, mainly written by military history enthusiast journalists and methodologically weak, concentrates mainly on the combat operations and military organization, and offers a rather stereotypical profile of the volunteers. My dissertation does not aim to reconstruct the military history of the different divisions of the Waffen-SS in which Italian volunteers operated but instead to examine the subjective, private and intimate experience of the volunteers in order to understand the motivations, attitudes, beliefs and cultural and family background, as well as their political ideas. The main objective of my doctoral dissertation is to discover the ideological precepts of the volunteers’ political credo. As the last phase of fascism and its ideology, often defined as the “Germanisation” or “Nazification” of fascism, is still the object of wide academic debate, a better understanding of the volunteers’ ideology also contributes to deepening overall knowledge of the nature of this last phase. The theoretical frame of my dissertation lies in oral history, in particular in the postmodernist approach to oral history, through which I reconstruct the volunteers’ ideology. In-depth interviews with former volunteers are the main primary source, but multiple data collection methods have been adopted. Phone interviews and correspondence with the volunteers have also been considered as primary sources. In addition to interviews and correspondence, family archives consisting of diaries, correspondence with the volunteers’ relatives and photographic material have also been collected and examined. An ethnographic observation of the volunteers’ domestic spaces has been conducted during the in-depth interviews, and photo self-elicitation techniques have been used in cases where the volunteers were willing to share their photographs. An exhaustive portrait of the ideological structure of the volunteers has been obtained, as well as of the cultural and social origins of the values that contributed to the rise and adoption of this ideology. Further, the volunteers’ motivations to enlist have been clearly reconstructed, together with their cultural, political, social and military backgrounds. The results of the research are particularly relevant both for comprehension of the Italian phenomenon of volunteering in the Waffen-SS and for the reconstruction of the ideological dynamics of the last phase of fascism. The volunteers’ political and ideological system, which can be defined as the Italian SS-fascist ideology, disagrees strongly with the vaguely described ideological profile offered by previous studies that describe volunteers as generically “super-fascist”. The research also offers the opportunity for a deeper understanding of the final fascist ideological trajectory, currently defined, not without a certain level of approximation, as the “Germanisation” or “Nazification” of fascist ideology.

Effect of emotions on consumer decision-making in a high involvement product adoption context

This thesis was written in order participate in the emergent discussion on the role of emotions in consumer decision-making. The goal of the thesis was to find out which emotions affect consumer decision-making, how these emotions relate to traditional process models of consumer decision-making, and how emotions and other factors affect consumer decision-making. The thesis is placed into a context of high involvement product adoption. The empirical research was conducted according to a qualitative methodology, which combined video diaries and face-to-face or Skype interviews as data collection methods. The case product category was dancing poles, and four women participated in the study. The central results indicate that emotion and cognition walk hand in hand in consumer decision-making, that consumers experience a variety of emotions during a decision-making process, and that emotions have an important effect on consumer decision-making and consumer behavior.

Foot Health In Older People - Development of a preventive, evaluative instrument for nurses

Foot health is a part of overall health in every age group and its importance increases during ageing. Health care professionals are in a vital position for preventing foot health problems, and identifying and caring them in older people. Despite the rather high number of studies conducted in the field of foot health in older people, reliable and valid nurse-administered foot health assessment instruments seem to be lacking. By identifying foot health in older people, it is possible to develop nursing interventions to enhance safe, independent living at home. The purpose of this three-phase study was to develop an instrument to assess the level of foot health in older people and evaluate foot care practices from the perspective of older people themselves and nurses in home care. The ultimate goal is to prevent foot health problems by increasing the attention paid to older people’s feet and recognizing those foot health problems which need further care; thus not focus on different foot health problems. The study was conducted in different phases and contexts. In phase 1, a descriptive design with a literature review from the Medline (R) and CINAHL databases to explore foot health in older people and nurses’ role in foot health care and pre-post design intervention study in nursing home with nursing staff (n=16) and older residents (n=43) were conducted. In phase 2, a descriptive and explorative study design was employed to develop an instrument for assessing foot health in older people (N=651, n=309, response rate 47%) and explore the psychometrics of the instrument. The data were collected from sheltered housing and home care settings. Finally, in phase 3, descriptive and explorative as well as cross-sectional correlational survey designs were used to assess foot health and evaluate the foot self-care activities of older people (N=651, n=309, response rate 47%) and to describe foot care knowledge and caring activities of nurses (N=651, n=322, response rate 50%) in home care in Finland. To achieve this, the Foot Health Assessment Instrument (FHAI) developed in phase 2 was used; at the same time, this large sample also was used for the psychometric evaluation of the FHAI. The data analysis methods used in this study were content analysis, descriptive and inferential statistics including factor and multivariate analysis. Many long-term diseases can manifest in feet. Therefore, the FHAI, developed in this study consisted of items relating to skin and nail health, foot structure and foot pain. The FHAI demonstrated acceptable preliminary psychometric properties. A great deal of different foot health problems in older people were found of which edema, dry skin, thickened and discoloured toenails and hallux valgus were the most prevalent foot health problems. Moreover, many older people had difficulties in performing foot self-care. Nurses’ knowledge of foot care was insufficient and revealed a need for more information and continuing education in matters relating to foot care in older people. Instead, nurses’ foot care activities were mainly adequate, though the findings indicate the need for updating foot care activities to correspond with the evidence found in the field of foot care. Practical implications are presented for nursing practice, education and administration. In future, research should focus on developing interventions for older people and nurses to promote foot health in older people and to prevent foot health problems, as well as for further development of the FHAI.

Asiantuntijan suorituskykyyn vaikuttavien tekijöiden mittaaminen

Tutkimuksen tavoitteena oli tutkia asiantuntijaorganisaation henkilöstön työmotivaatioon vaikuttavia tekijöitä. Konkreettisena tavoitteena oli kehittää asiantuntijaorganisaation olemassa olevaan suorituskykymittaristoon uusia mittareita, joiden avulla yrityksessä pyritään luomaan asiantuntijoille mahdollisimman motivoiva työskentelyilmapiiri. Tutkimus toteutettiin kvalitatiivisena tapaustutkimuksena. Tutkimuksen teoreettisessa osuudessa tutkittiin asiantuntijan työmotivaatioon vaikuttavia tekijöitä sekä aineettoman pääoman mittaamista. Empiirisessä osuudessa tutkittiin pienen asiantuntijaorganisaation työskentelyolosuhteita. Aineistonkeruumenetelmänä toimi vanha tutkimustieto, puolistrukturoidun haastattelun piirteitä omaavat teemahaastattelut sekä tutkijan oma havainnointi. Asiantuntijan motivaatioon vaikuttaa erityisen paljon henkilökohtainen kasvu, autonomisuus, merkityksellinen työ, haasteelliset ja vaihtelevat työtehtävät sekä työstä saatu palaute. Vähemmän merkittäviä motivaattoreita ovat raha, työsuhteen jatkuvuus, ystävälliset työtoverit, kunnioitus ja oikeudenmukainen kohtelu. Urakehitystä asiantuntija ei koe erityisen motivoivana asiana. Tutkimuksen kohdeyrityksen haasteiksi ilmeni erityisesti palautteen antaminen, osaamisen ja koulutuksen johtaminen, autonomian vähyys projektin käyttöönotto vaiheessa sekä työn kuormittavuuden jakautuminen. Uudet mittarisuoritukset kohdeyrityksessä ovat: projektipalautteen antaminen, positiivisen palautteen määrä, projektien edistymispalaverit, projektikatselmukset, suunnittelun tuntiarviot, sisäisten kehitysideoiden toteutuminen, työntekijöiden kuormituksen jakautuminen sekä koulutuksen ja osaamisen jakautuminen.