Search results for "longitudinal data"

showing 10 items of 53 documents

Personality traits and unemployment: Evidence from longitudinal data

2012

This study contributes to the literature on how personality is related to labour market success by providing evidence on the relationship between personality traits and unemployment. After accounting for reverse causality and measurement error, our results suggest that higher openness was associated with increased cumulative unemployment at the prime working age. It seems that this connection occurs because individuals with higher openness enter into unemployment spells more frequently – not because their unemployment spells would be particularly long. peerReviewed

Reverse causalityReverse causalityEconomics and EconometricsLabour economicsta511Sociology and Political ScienceLongitudinal datamedia_common.quotation_subjecttyöttömyyspersoonallisuusErrors-in-variables biasUnemploymentOpenness to experiencePersonalityStability of the Big Five personalitytraitsWorking ageBig Five personality traitsPsychologyta515Applied Psychologymedia_common
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The Essence of Dynamic Capabilities and their Measurement

2016

The growing popularity of explaining firm performance through dynamic capabilities has motivated plenty of conceptual development in the field. However, empirical approaches to measuring dynamic capabilities have so far not been under comprehensive scrutiny. The authors; purpose is to assess the extent to which different ways of measuring dynamic capabilities in quantitative studies correspond to the theoretical essence of the concept, and develop recommendations for future research. They find that four types of operationalizations have been used: (1) managers’ evaluations; (2) financial data; (3) company's experience, actions and performance; and (4) managers’ or employees’ experience, act…

ScrutinyKnowledge managementComputer scienceLongitudinal databusiness.industryStrategy and Managementmedia_common.quotation_subject05 social sciencesGeneral Decision SciencesConceptual developmentPopularityField (computer science)Management of Technology and Innovation0502 economics and business050211 marketingQuality (business)Common-method varianceDynamic capabilitiesbusinessSocial psychology050203 business & managementmedia_commonInternational Journal of Management Reviews
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Solution Using Clustering Methods

1987

The main aim of this analysis is to find out typical morphologies from the multivariate and longitudinal data set on growing children and to describe the morphological evolution of the found groups of girls. The finding out of typical morphologies is, in our opinion, strictly linked to the search of structures in the individuals and in the variables.

Set (abstract data type)BiclusteringMultivariate statisticsComputer scienceCURE data clustering algorithmbusiness.industryLongitudinal dataConsensus clusteringCorrelation clusteringPattern recognitionArtificial intelligencebusinessCluster analysis
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Generalized Symmetry Models for Hypercubic Concordance Tables

2000

Summary Frequency data obtained classifying a sample of 'units' by the same categorical variable repeatedly over 'components', can be arranged in a hypercubic concordance table (h.c.t.). This kind of data naturally arises in a number of different areas such as longitudinal studies, studies using matched and clustered data, item-response analysis, agreement analysis. In spite of the substantial diversity of the mechanisms that can generate them, data arranged in a h.c.t. can all be analyzed via models of symmetry and quasi-symmetry, which exploit the special structure of the h.c.t. The paper extends the definition of such models to any dimension, introducing the class of generalized symmetry…

Statistics and ProbabilityLongitudinal dataItem-response analysiStructure (category theory)InferenceClass (philosophy)Statistical modelClusteringAgreementAlgebraGeneralized symmetry modelMatchingDimension (data warehouse)Statistical theoryStatistics Probability and UncertaintySettore SECS-S/01 - StatisticaLikelihood functionCategorical variableAlgorithmMathematicsInternational Statistical Review / Revue Internationale de Statistique
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Segmented mixed models with random changepoints: a maximum likelihood approach with application to treatment for depression study

2014

We present a simple and effective iterative procedure to estimate segmented mixed models in a likelihood based framework. Random effects and covariates are allowed for each model parameter, including the changepoint. The method is practical and avoids the computational burdens related to estimation of nonlinear mixed effects models. A conventional linear mixed model with proper covariates that account for the changepoints is the key to our estimating algorithm. We illustrate the method via simulations and using data from a randomized clinical trial focused on change in depressive symptoms over time which characteristically show two separate phases of change.

Statistics and ProbabilityMixed modelMaximum likelihoodrandom changepointRandom effects modelpsychiatric longitudinal dataGeneralized linear mixed modelNonlinear systemchangepointmixed segmented regressionStatisticsCovariateMixed effectsStatistics Probability and Uncertaintynonlinear mixed modelSettore SECS-S/01 - StatisticaAlgorithmDepressive symptomsMathematics
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Degree course change and student performance: a mixed-effect approach

2015

This paper focuses on students credits earning speed over time and its determinants, dealing with the huge percentage of students who do not take the degree within the legal duration in the Italian University System. A new indicator for the performance of the student career is proposed on real data, concerning the cohort of students enrolled at a Faculty of the University of Palermo (followed for 7 years). The new indicator highlights a typical zero-inflated distribution and suggests to investigate the effect of the degree course (DC) change on the student career. A mixed-effect model for overdispersed data is considered, with the aim of taking into account the individual variability as wel…

Statistics and ProbabilityMixed modelMotion chart05 social sciences050301 education01 natural sciencesCourse (navigation)Degree (temperature)010104 statistics & probabilityOverdispersionCohortComputingMilieux_COMPUTERSANDEDUCATIONMathematics educationuniversity credits expected years to the graduation overdispersion ZIP model longitudinal data motion chartSettore SECS-S/05 - Statistica Sociale0101 mathematicsStatistics Probability and UncertaintyDuration (project management)PsychologySettore SECS-S/01 - Statistica0503 educationUniversity system
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Networks as mediating variables: a Bayesian latent space approach

2022

AbstractThe use of network analysis to investigate social structures has recently seen a rise due to the high availability of data and the numerous insights it can provide into different fields. Most analyses focus on the topological characteristics of networks and the estimation of relationships between the nodes. We adopt a different perspective by considering the whole network as a random variable conveying the effect of an exposure on a response. This point of view represents a classical mediation setting, where the interest lies in estimating the indirect effect, that is, the effect propagated through the mediating variable. We introduce a latent space model mapping the network into a …

Statistics and Probabilitylongitudinal datalatent space modelmediation analysiStatistics Probability and UncertaintyNetwork analysiSettore SECS-S/01 - StatisticaBayesian method
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New Business Models In-The-Making in Extant MNCs: Digital Transformation in a Telco

2017

In recent years, we can observe the emergence of firms, born both digital and global, that have disrupted existing industries. Deploying digital technologies, they have developed innovative value chains and business models that threaten established multinational companies (MNCs). In this chapter, we examine how MNCs can and do respond to the challenge digital technologies represent. We describe the main facets of digital technologies and discus the potential these have to undermine the value chains and business models of established MNCs. In order to illustrate this, we employ longitudinal data from Telenor, a leading multinational mobile telecom company. Telenor perceives digitalization as…

Value (ethics)050208 financeLongitudinal data05 social sciencesDigital transformationBusiness modelBusiness modelsDigital transformationCommerceValue chainExtant taxonMultinational corporationOrder (exchange)0502 economics and businessTop managementBusiness050203 business & managementIndustrial organization
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The frequency of parents’ reading-related activities at home and children's reading skills during kindergarten and Grade 1

2012

Abstract This longitudinal study investigated the associations between the frequency of parents’ reading-related activities at home and their children's reading-related skills during the transition from kindergarten to Grade 1. Longitudinal data were obtained for 1436 Finnish children (5- to 6-year-olds at baseline) and their mothers and fathers. 684 girls and 752 boys participating in the study represented four Finnish municipalities. The reading skills of the children were measured four times: at the beginning and at the end of their kindergarten year, and at the beginning and at the end of Grade 1. In kindergarten, decoding tests were administered individually. In Grade 1, group tests in…

Word readingLongitudinal studyChildhood developmentShared readingLongitudinal datamedia_common.quotation_subjecteducationDevelopmental psychologyFluencyReading (process)Developmental and Educational Psychologyta516PsychologyReading skillsta515media_commonJournal of Applied Developmental Psychology
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Assessing short- and long-term repeatability and stability of personality in captive zebra finches using longitudinal data

2012

11 pages; International audience; Assessing behavioural consistency is crucial to understand the evolution of personality traits. In the present study, we examined the short- and long-term repeatability and stability of two unrelated personality traits - exploratory tendencies and struggling rate - using captive female zebra finches (Taeniopygia guttata). We performed two experimental sessions of behavioural tests with a 7-mo interval, which represents up to one quarter of a zebra finch's life expectancy. We showed that, overall, exploratory tendencies and struggling rate were significantly repeatable in the short term. However, only exploratory tendencies were repeatable in the long term. …

[SDV.EE]Life Sciences [q-bio]/Ecology environment[ SDE.BE ] Environmental Sciences/Biodiversity and EcologybiologyLongitudinal datamedia_common.quotation_subjectRepeatabilitybiology.organism_classification[ SDV.EE ] Life Sciences [q-bio]/Ecology environmentDevelopmental psychologyTerm (time)10127 Institute of Evolutionary Biology and Environmental Studies1105 Ecology Evolution Behavior and SystematicsTraitPersonality570 Life sciences; biology590 Animals (Zoology)Animal Science and Zoology[SDE.BE]Environmental Sciences/Biodiversity and EcologyBig Five personality traits1103 Animal Science and ZoologyPsychologyZebra finchEcology Evolution Behavior and SystematicsTaeniopygiamedia_common
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