This blog is about my research. I have the tendency to get distracted into too many side-projects (all fun and important), but my main research interests are:
- Inference using a mix of survey data and big data. I am mainly interested to find out how mobile phone sensor data can complement survey data, and study the data quality of 'sensor' data (see below), like GPS and accelerometer data to infer human behavior.
- Panel Survey Methods: panel surveys follow people over time to document change, and I believe that this requires specific methodologies to make sure the resulting data are of high quality. For example, selective drop-out from the panel should be prevented. And specific types of survey questions that take into account the fact that respondents have been interviewed before, can also increase the quality of change estimates. My dissertation was about this topic.
- Modeling survey errors: Errors is what methodologists worry about. The only problem is that errors are rarely directly observable. We only have one dataset, and we cannot directly evaluate whether the individual answers are 'true' or 'wrong' Similarly, we would like to know whether the answers of the people we observe generalize to all the people we would like to know something about. For this, we need statistical models. I mainly work with Structural Equation Models and use within-subjects designs, to disentangle all kinds of survey errors, and compare the size of each error source. From 2012-2015 I have worked on an ESRC-funded project studying common causes (i.e. trade-offs) in survey errors. Currently, my interest is more in the use of both sensor data, survey data and big data in mobile data collection.
- Longitudinal data analysis. This comprises all my side projects. I work on diverse projects that involve the analysis of longitudinal survey data, mainly using Structural Equation Models.
If you have questions about any of these topics, or posts on my blog, do not be afraid to e-mail me at
p.lugtig AT uu.nl. I regularly teach short courses or give lectures on SEM and survey methods, as well as consultations to researchers on these topics. If you are interested to hear me speak on my research or give a specific training, do e-mail me as well.