Portfolio
Here are some projects I have worked on. If you're interested in a particular type of project, follow these links:
Work projects
Focus group study for a Finnish organisation
Qualitative transcriptionThematic analysis Network analysis R
Mixed methods analysis to understand differences in political and ideological beliefs between demographic groups in Finland.
How do motivations influence travel behaviour?
Clustering ClassificationFactor analysis R
Questionnaire creation
A customer segmentation based on motivational theory and a classification analysis to guide a company in understanding travel behaviour
Effect of advertisements on daily item purchase intentions
Regression analysisMultilevel modelling
Probability calculations R
Re-analysed an advertising company's existing dataset to understand how advertisements influence the probability of a sale in grocery stores.
Customer satisfaction in travel terminal services
Regression analysis Clustering RAn analysis of which sections in a travel terminal are key for customers' overall satisfaction
The effect of customers' trust on financial service use for a large Finnish bank
Structural equation modellingRegression analyses
Multilevel modelling R
A large project to assess the effect of customers' trust on Finnish banks as a predictor of use of serices from these financial institutions
Causal relationships between brand attributes and purchase intentions
Structural equation modellingAnalysis pipeline Regression analyses R
An adaptable analysis pipeline using structural equation modelling to gain more insight from an existing dataset. See article (in Finnish)
Research projects
eBook reading behaviour: the influence of motivation and electronic reading experience
Behavioural measure identification Cognitive psychologyPsychological theories
Multilevel modelling R RMarkdown Participant recruitment
A large-scale study of e-reading behaviour in over 1200 participants. Data was collected using a custom method (see e-reader system) over 11 months and analysed in R using multilevel modelling. Work presented in a seminar in University of Jyväskylä, publications currently under work, full study presented in chapter 5 of my PhD thesis: see here.
Behavioural analysis of Amazon Kindle reading behaviour
Combining datasetsBehavioural measure identification
Data cleaning Multilevel modelling RMarkdown Participant recruitment R
I collected participants Amazon Kindle user data and analysed it to understand how adults use Kindle e-readers to read within the context of their daily life. Publications under work, full study presented in chapter 6 of my PhD thesis: see here.
Tracking e-reading behavior: uncovering the effects of task context, electronic experience, and motivation
Research designBehavioural measure identification
Data cleaning Multilevel modelling RMarkdown Participant recruitment R
A observational study of the ways in which adults read a short story in the context of their daily lives using a custom method (see e-reader system). 60 participants read a short story and their reading behaviour was observed by embedded tracking features. Publication: https://doi.org/10.3389/feduc.2023.1302701
Academic reading behaviour
Research designBehavioural measure identification
Regression analyses R
MRes dissertation study to understand how undergraduate students read their course material and whether reading behaviours such as annotating text and rereading difficult sections contributes to grades.
Design
Website design for a research project on ebook reading
Website design for a research project on Amazon kindle e-reading behaviour
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