Publications & Preprints

2026
Why, when, and how to (or not to) preregister a simulation study
B.S. Siepe, F. Bartoš, A. Peikert, D.W. Heck, A. Sarafoglou, A.-L. Boulesteix, S. Pawel
PsyArXiv Preprint
Preprint
Social connection features predicting loneliness: A longitudinal, interpretable machine-learning analysis
K.B.S. Huth, S. M. C. E. Wijnen, N. Skjerdingstad, F. Bartoš, A. Finnemann, O. V.Ebrahimi, B.S. Siepe, L. C. J. Steijvers, C. van Bilsen, H. Bosma, L. Schumacher, N. H.Dukers-Muijrers
PsyArXiv Preprint
Preprint Code & Synthetic Data
2025
Model Checking for Vector Autoregressive Models
J.M.B. Haslbeck, J. Jongerling, B.S. Siepe, S. Epskamp, L. Waldorp
PsyArXiv Preprint
Preprint Code & Data
Introducing openESM: A database of openly available experience sampling datasets
B.S. Siepe, J.M.B. Haslbeck, M. Kloft, A. Büchner, Y. Zhang, E.I. Fried, D.W. Heck
PsyArXiv Preprint
Preprint Code Website
Living synthetic benchmarks: A neutral and cumulative framework for simulation studies
F. Bartoš, S. Pawel, B.S. Siepe
arXiv Preprint
Preprint Code & Data
A methodological metamorphosis: The rapid rise of Bayesian inference and open science practices in psychology
J.M. Pfadt, F. Bartoš, H.R. Godmann, ... B.S. Siepe, ... K. de Wit, J. Wuth, E.-J. Wagenmakers
PsyArXiv Preprint
Preprint Code & Data Preregistration
Using features of dynamic networks to guide treatment selection and outcome prediction: The central role of uncertainty
B.S. Siepe, M. Kloft, Y. Zhang, F. Petersen, L.F. Bringmann, D.W. Heck
PsyArXiv Preprint
Preprint Code & Data Preregistration
Exploring the predictive value of different affect dynamics for psychological treatment outcome
M.I. Hehlmann, B. Siepe, F. Mink, J.S. Peña Loray, J.M. Gomez Penedo, J. Fritz, D. Moggia, J.A. Rubel, W. Lutz
Psychological Assessment, 37(11), 656–669
Paper Preprint Code & Data Preregistration
The Interval Consensus Model: Aggregating Continuous Bounded Interval Responses
M. Kloft, B.S. Siepe, D.W. Heck
Psychometrika (Advance Online Publication)
Paper Preprint Code & Data
Handling Missingness, Failures, and Non-Convergence in Simulation Studies: A Review of Present Practices and Recommendations
S. Pawel, F. Bartoš*, B.S. Siepe*, A. Lohmann*
The American Statistician
Paper Preprint Code & Data
Associations between ecological momentary assessment and passive sensor data in a large student sample
B.S. Siepe, R. Tutunji, C.L. Rieble, R.K.K. Proppert, E.I. Fried
Journal of Psychopathology and Clinical Science, 134(8), 912–925
Paper Preprint Code
Multiverse analysis for dynamic network models: Investigating the influence of plausible alternative modeling choices
B.S. Siepe, D.W. Heck
Methodology, 21(2), 123–143
Paper Preprint Code & Data Preregistration Shiny App
Accuracy and Consistency of Visual Analog Scales in Ecological Momentary Assessment and Digital Studies
L. Cloos♱, B.S. Siepe♱, M. Piccirillo, E.I. Fried, S.B. Wang, M.A. Helmich, S.U. Johnson, A. Hoffart, O.V. Ebrahimi
Collabra: Psychology, 11(1): 142735
Paper Preprint Code & Synthetic Data
Understanding EMA Data: A Tutorial on Exploring Item Performance in Ecological Momentary Assessment Data
B.S. Siepe, C.L. Rieble, R. Tutunji, A. Rimpler, J. März, R.K.K. Proppert, E.I. Fried
Advances in Methods and Practices in Psychological Science, 8(1)
Paper Code & Synthetic Data
Unravelling the dynamics of language learning: Insights from temporal network analysis
L. Freeborn, B.S. Siepe
In Lowie, Rosmawati, & De Wilde (Eds.), Research Methods in Applied Linguistics (Vol. 14, pp. 143–166). John Benjamins Publishing Company
Chapter
A Robustness Reproduction of Cox et al. (2023)
B.S. Siepe, M. Kloft, S.C. Aktepe, D.W. Heck
I4R Discussion Paper Series No. 196
Report Code & Data
2024
Simulation Studies for Methodological Research in Psychology: A Standardized Template for Planning, Preregistration, and Reporting
B.S. Siepe, F. Bartoš, T.P. Morris, A. Boulesteix, D.W. Heck, S. Pawel
Psychological Methods (Advance Online Publication)
Paper Preprint Code & Data Preregistration
Bayesian Estimation and Comparison of Idiographic Network Models
B.S. Siepe, D.W. Heck
Psychological Methods (Advance Online Publication)
Paper Preprint Code & Data
Time-Varying Network Models for the Temporal Dynamics of Depressive Symptomatology in Patients With Depressive Disorders: Secondary Analysis of Longitudinal Observational Data
B.S. Siepe, C. Sander, M. Schultze, A. Kliem, S. Ludwig, U. Hegerl, H. Reich
JMIR Mental Health, 11:e50136
Paper Code Preregistration
Psychological flexibility and cognitive-affective processes in young adults' daily lives
M. Westhoff, S. Heshmati, B.S. Siepe, C. Vogelbacher, J. Ciarocchi, S.C. Hayes, S.G. Hofmann
Scientific Reports, 14, 8182
Paper Code & Data
A Template and Tutorial for Preregistering Studies Using Passive Smartphone Measures
A. Langener, B.S. Siepe, M.M. Elsherif, K. Niemeijer, P.K. Andresen, S. Akre, ... N.C. Jacobson
Behavior Research Methods (Advance Online Publication)
Paper Preprint
Introducing FRED: Software for Generating Feedback Reports for Ecological Momentary Assessment Data
A. Rimpler, B.S. Siepe, C.L. Rieble, R.K.K. Proppert, E.I. Fried
Administration and Policy in Mental Health and Mental Health Services Research, 1-11
Paper Code Shiny App
2022
An exploratory study on how attachment classifications manifest in group psychotherapy
A. Talia, A. Georg, B.S. Siepe, S. Gullo, M. Miller-Bottome, J. Volkert, S. Taubner
Research in Psychotherapy: Psychopathology, Process and Outcome, 25(3), 286-298
Paper

♱ Note: Shared first authorship. * Note: Shared second authorship.