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Personal profile

Research interests

As head of the Competence Center for Empirical Research Methods at WU and WU's in-house statistical consultant, I am concerned with matters of data analysis and the transfer and application of statistical methods to social and behavioral sciences with a focus on business research and youth mental health. In this line of work, I support faculty and graduate students in the correct usage of statistical methodology for answering their research questions and aim at the dissemination of modern statistical procedures into substantive areas.

Additionally, I conduct original statistical research which currently focuses on data analysis, applied statistics and computational statistics. In this work my main motivation is to help improve various aspects of modern, state-of-the-art data analysis, particularly in the following areas:

  • Discrete Data Analysis: count data, categorical data, mixed data types
  • Data Mining and Statistical Learning: tree models, graphical models, clustering, segmentation
  • Exploratory Data Analysis and Data Visualization: multidimensional scaling, proximity scaling, multivariate visualization
  • Multivariate Statistics: chain graph models, clustering, segmentation, association and scaling of variables
  • Natural Language Processing: text mining, topic modeling, visualization
  • Psychometrics: IRT in behavioral and social sciences and business, IRT models for longitudinal data and measurement of change, multidimensional and optimal scaling
  • Statistical Software: R, Python

Curriculum Vitae

Statistics, Habilitation, WU Vienna

Oct 2021

Statistics, PhD, WU Vienna

Mar 2009 → May 2012

Statistics, MSc, University of Vienna

Mar 2007 → Mar 2010

Psychology, MSc, University of Vienna

Oct 2000 → May 2008

Statistics, BSc, University of Vienna

Mar 2003 → Mar 2007

External positions

Lecturer, Harvard University

Jan 2019 → Jul 2021

Expertise

  • Computational Statistics
  • Psychometrics
  • Exploratory Data Analysis
  • Data Analysis
  • Data Science
  • Statistical Learning

Austrian Classification of Fields of Science and Technology (OEFOS)

  • 101018 Statistics
  • 102019 Machine learning
  • 102033 Data mining
  • 102035 Data science
  • 102037 Visualisation
  • 501010 Clinical psychology
  • 501006 Experimental psychology
  • 509013 Social statistics

Collaborations and top research areas from the last five years

Recent external collaboration on country/territory level. Dive into details by clicking on the dots or