Dominik Vollbracht
Statistical modeling · Measurement and surveys · Automated analysis and reporting pipelines M.Sc. in Psychology · Doctoral thesis submitted, defense in February 2027 · Available from April 2027
Karlsruhe, Germany dominik@vollbracht.email github.com/donvollb linkedin.com/in/dominik-vollbracht
Profile
In my doctoral thesis on the statistical modeling of survey data, I studied how response formats shape the data. I used multilevel models for longitudinal data, dynamic structural equation models, and multidimensional item response models, and I extended the Beta Item Response Model to detect response styles (preprint and R package). Alongside my doctorate, I completed the qualification program of the DFG Research Training Group Statistical Modeling in Psychology (SMiP). At RPTU Kaiserslautern-Landau, I also redesigned the course evaluation system on the Landau campus (around 600 courses per semester), from automated registration to reproducible analyses and reports in R and Quarto. It is now in routine use.
Professional Experience
Oct 2021 – present
Research Associate RPTU Kaiserslautern-Landau (University of Koblenz-Landau until 2022)
Research Methods and Evaluation Department of Psychology · Research, teaching and methodological consulting
- Doctoral thesis: Comparing Visual Analogue and Likert-Type Scales: Psychometric Properties and Response Styles.
- Designed and ran an experience sampling study with random assignment to the two formats and analyzed it with multilevel and dynamic structural equation models (MSEM, DSEM)
- Measurement invariance held across formats and reliability was largely comparable (published in Behavior Research Methods)
- Extended the Beta Item Response Model to account for response styles (BIRM-RS), tested it in a simulation study (Stan, HPC cluster), and applied it to empirical data (preprint, under review)
- Compared response styles across formats (BIRM-RS for visual analogue (slider) scales, multidimensional partial credit model for Likert-type scales): extreme responding largely generalized across formats (preprint, under review)
- Methodological consulting:
- Advised research projects of other groups, within and beyond RPTU
- Co-authored several resulting papers, including in clinical and cognitive psychology
- International collaborations: University of Basel; Centre for Educational Measurement (CEMO), University of Oslo
- Teaching and supervision:
- Taught courses in the bachelor’s and master’s programs
- Supervised 13 theses (4 as primary supervisor, 9 as second supervisor)
- Coordinated student assistants
Oct 2021 – Dec 2025
Research Associate, Course Evaluation (DigiKompASS Project) RPTU Kaiserslautern-Landau · Methodological Center (Zentrum für Methoden, Diagnostik und Evaluation)
University-wide project on digital teaching. Led the redesign of the course evaluation system on the Landau campus, a campus-wide feedback survey with reports for lecturers and departments (around 600 courses and 6,000–8,000 responses per semester), from concept to routine use.
- Concept and questionnaire:
- Conducted a needs analysis among students
- Extended the core questionnaire as a common benchmark across departments, with optional, purely formative modules for different teaching formats that keep results comparable
- Tested the factor structure and measurement invariance across disciplines
- Rollout: piloted in stages and rolled out to all departments, in coordination with the data protection officer and the department committees
- Automation:
- Built a web scraper in R to collect course data from the campus management system, which has no export
- Generated personalized LimeSurvey registrations with validation and automatic confirmations
- Cut registration from several workdays to a few hours per semester
- Lecturers can now tailor the survey to their course
- Analysis and reporting:
- Rebuilt the analysis and reporting pipeline as the tested R package setanalysis (see Software)
- Aggregated reports for departments and, for cohort surveys, sometimes more than 100 tailored reports per round
- In routine use and now maintained by colleagues
- LLM analysis of open-ended responses: guided the development of a pipeline with open-source language models, piloted it and checked it against two manual content analyses
- External clients:
- Occasional paid evaluations commissioned by companies, some using the LLM pipeline
- Coordinated and delivered the reports
- Further evaluations: evaluated events such as a summer school; advised other subprojects on how to evaluate their work
Mar 2025 – Apr 2025
Visiting Researcher University of Basel · Statistics & Data Science, Faculty of Psychology (Prof. Mirka Henninger)
Collaborated on response style models; gave a colloquium talk
Dec 2019 – Sep 2021
Student Research Assistant University of Koblenz-Landau · Methodological Center
- Revised the R scripts for analyses and reports of course evaluations and university-wide cohort surveys (the basis of the later R package setanalysis)
- Supported the registration process, including the import into EvaSys
- Set up account management and provided user support for the university’s LimeSurvey platform
- Evaluated a career development program against its stated goals largely independently and wrote the evaluation report
Jun 2017 – Feb 2018
Student Research Assistant University of Koblenz-Landau · Department of Psychology
Ran research studies; analyzed video in Blender (face tracking for emotion recognition)
Selected Software
R package
setanalysis · with set-template
Turns survey exports into many personalized reports from a single Quarto template (EvaSys import, one function per question type, rule-based control of report content). In routine use at RPTU; snapshot tests, pkgdown, CI with GitHub Actions. Lead developer; a student assistant made substantial contributions under my guidance
R package
Parameter recovery simulations for the BIRM-RS: four Stan models, parallel execution, citable via doi.org/10.5281/zenodo.20305322
Web apps
Interactive model visualizations
Shiny apps that run in the browser via shinylive, without a server, and explain new models to non-specialists:
Skills
Statistical modeling
- Psychometrics questionnaire development, exploratory and confirmatory factor analysis, IRT (including bounded continuous data, e.g., from visual analogue scales), and measurement invariance: checking that scores mean the same across groups, departments, or response formats before comparing them
- Structural equation modeling path analysis, latent growth curve and change models, latent state and latent state-trait models
- Multilevel models and multilevel SEM (MSEM) nested data, e.g., employees in teams or repeated measures
- Intensive longitudinal data ambulatory assessment (experience sampling), autoregressive models and dynamic SEM (DSEM) for processes in daily life
- Bayesian statistics hierarchical models in Stan and JAGS
- Experimental design and power analysis experiments and simulation studies on the robustness of methods
- Latent class and profile analysis e.g., segmenting respondents by response patterns
- Regression models linear and generalized linear models, including logistic and multinomial regression
Further methods
Basics of machine learning, multinomial processing tree (MPT) models, and stochastic process models
Programming
R – package development with tests (testthat), documentation (pkgdown), and CI (GitHub Actions)
Git and GitHub Shiny and shinylive SQL and Python basics (pandas, NumPy)
Reporting
Quarto (parameterized reports, custom templates and extensions, presentations, websites, and reproducible manuscripts, including my doctoral thesis), R Markdown, Typst, LaTeX, HTML, and CSS
Tools
HPC cluster (Slurm) Stan JAGS Mplus LimeSurvey (incl. API) EvaSys
AI and LLMs
Open-source LLMs via Ollama (local and server-based) in analysis pipelines, validation of LLM output against human judgments · AI-assisted development with Claude Code
Languages
German (native) English (fluent)
Education
expected 2027
PhD in Psychology RPTU Kaiserslautern-Landau · Advisor: Prof. Tanja Lischetzke
- Doctoral thesis on psychometric properties and response styles of Likert-type and visual analogue scales
- Submitted, defense in February 2027
2021
Master of Science in Psychology, with honors University of Koblenz-Landau
Master’s thesis on measurement invariance of course evaluations across disciplines
2020
Bachelor of Science in Psychology University of Koblenz-Landau
2013 – 2014
Year-long internship at a special education school Karl-Preising-Schule, Bad Arolsen
2013
Abitur (German university entrance qualification) Christian-Rauch-Schule, Bad Arolsen
Additional Training
2023 – 2026
Qualification program of the DFG Research Training Group Statistical Modeling in Psychology Universities of Freiburg, Heidelberg, Mannheim, Tübingen, and RPTU · 51 program days
Courses on advanced statistical modeling, machine learning, scientific Python, simulation studies, LLMs as a research tool, and data visualization
Teaching
Courses
- Multivariate Methods (bachelor’s)
- Advanced Multivariate Methods (master’s)
- Evaluation: Intensive Longitudinal Data (master’s)
- Psychometrics (master’s)
- Redesigned the first three with colleagues
Workshops
As an external lecturer for doctoral students and postdocs: multilevel models for longitudinal data (University of Duisburg-Essen, two days; Humboldt-Universität zu Berlin, one day) · multilevel models and multilevel SEM (Humboldt-Universität zu Berlin)
Other
- Tutor for the empirical research practicum (bachelor’s, weekly sessions)
- Mentor for first-year students
- Tutoring in math, chemistry, biology, and English, Studienkreis Landau (2015–2018)
Awards
2022 – 2025
Five teaching awards, Department of Psychology, RPTU, based on student course evaluations
2024
Young Researcher Award, Multilevel Conference, Utrecht
2023, 2025
Two Open Science Awards in Gold, Department of Psychology, RPTU, for preregistration, open data, and reproducible analyses
Leadership and Service
2016 – 2026
Musical co-director of the Landau University Choir (80–100 members): led and co-led rehearsals, conducted concerts
2019
Lead organizer of the national conference of psychology student associations (PsyFaKo) in Landau: multi-day conference with more than 250 participants
2016 – 2019
Core organizing team, PsychOlympia: multi-day national sports and networking event for psychology students (PsyFaKo)
2020 – present
Student research conferences, Department of Psychology: co-organization and evaluation
2023 – present
University committees at RPTU:
- Doctoral ombuds committee (2025–present)
- Examination board (2024–2026)
- Committee for study and teaching (2023–2026)
- Faculty search committee (2023)
- Doctoral student representative (2023)
2023 – 2026
SMiP Research Training Group: deputy spokesperson for the doctoral students (2023–2024) · local representative at RPTU (2025–2026)
2015 – 2021
Student government, University of Koblenz-Landau:
- Vice president of the student parliament (2018–2019)
- Chair of the council of departmental student associations (2016–2018)
- Three terms as chair of the psychology student association
- Financial auditor and representative on the council
Appendix: Publications and Talks
ORCID: 0000-0003-1040-7851
Peer-Reviewed Journal Articles
- Vollbracht, D., Ottenstein, C., Ecker, S., & Lischetzke, T. (2026). Slider versus Likert scales: Psychometric properties in ambulatory assessment. Behavior Research Methods, 58(4), 97. doi.org/10.3758/s13428-026-02992-4
- Ottenstein, C., Ecker, S., Vollbracht, D., & Lischetzke, T. (2026). Multiverse of data sets regarding indirect measures of emotional clarity: An examination of the degrees of freedom in analyzing response times to emotion items. Collabra: Psychology, 12(1), 162291. doi.org/10.1525/collabra.162291
- Ecker, S., Ottenstein, C., Vollbracht, D., & Lischetzke, T. (2026). Does the procedure matter? Applying a multiverse analysis approach to negative emotion differentiation. Collabra: Psychology, 12(1), 159939. doi.org/10.1525/collabra.159939
- Knorr, A., Wegmann, E., Vollbracht, D., Brand, M., & Antons, S. (2026). Predicting moments of impaired control over addictive behaviors: Relevance of craving and inhibitory control measured in laboratory and ambulatory settings. Journal of Behavioral Addictions. doi.org/10.1556/2006.2025.00102
- Schmid, A. M., Thomas, T. A., Oelker, A., Vollbracht, D., Meurer, N., Mallon, L., Diers, M., Dominick, N., Kampa, M., Wolf, O. T., Brand, M., Müller, A., & Steins-Loeber, S. (2026). Daily stress and gaming – an ambulatory assessment study in individuals with pathological, risky, and non-problematic gaming behavior. Acta Psychologica, 263, 106321. doi.org/10.1016/j.actpsy.2026.106321
- Thomas, T. A., Schmid, A. M., Vollbracht, D., Oelker, A., Wolf, O. T., Brand, M., Steins-Loeber, S., & Müller, A. (2026). Pavlovian-to-instrumental transfer effect after devaluation as indicator of habitual behavior together with stress responsivity predicts daily use of buying-shopping platforms. Acta Psychologica, 264, 106453. doi.org/10.1016/j.actpsy.2026.106453
Preprints (Under Review)
- Vollbracht, D., Müller, M., Lischetzke, T., & Henninger, M. (2026). Extreme response style generalizes across Likert-type and visual analogue scales. PsyArXiv. doi.org/10.31234/osf.io/zevb7_v1
- Vollbracht, D., Lischetzke, T., & Henninger, M. (2026). Detecting response styles in visual analogue scales. PsyArXiv. doi.org/10.31234/osf.io/xteku_v2
- Ulitzsch, E., Vollbracht, D., Zhang, L., Jover Martínez, A., Domingue, B., Haslbeck, J. M. B., Lischetzke, T., & Vogelsmeier, L. V. D. E. (2026). Likert versus visual analogue scales in ecological momentary assessment: Initial evidence that Likert scales come with reduced capacity to sustain attentiveness. PsyArXiv. doi.org/10.31234/osf.io/p8fg6_v1
Peer Review
Ad hoc reviewer for Collabra: Psychology