Detail

Project Director

christoph.kern@uni-mannheim.de

Phone:

Postal Address

MZES

80539 Mannheim

Visiting Address

MZES

Room:

Mannheim

Projects collapse

Social Inequality

Social Data and Methods

1908

CAIUS: Consequences of AI-Based Decision Making for Urban Societies

Fairness in Automated Decision-Making—FairADM

Social Data and Methods

2206

Prediction-based Adaptive Designs for Panel Surveys

Publications expand

Monographie

Kern, Christoph (2017): Dyadische Analyse regionaler Arbeitsmarktmobilität: Modellierung von Entscheidungsprozessen im Mehrebenenkontext. More

Buchkapitel

Kim, Brian , Christoph Kern , Jonathan Morgan , Clayton Hunter , Avishek Kumar (2021): Workbooks. More

Kern, Christoph , Richard Williams (2020): Machine Learning Interpretation Tools. More

Kolb, Jan-Philipp , Bernd Weiss , Christoph Kern (2020): Using predictive modelling to identify panel nonresponse. More

Zeitschriftenartikel

Kern, Christoph , Michael P. Kim , Angela Zhou (9998): Multi-accurate CATE is robust to unknown covariate shifts. Transactions on Machine Learning Research, pp. (publ. online before print) pp. 1-59. More

Collins, John James , Christoph Kern (9998): Longitudinal Nonresponse Prediction with Time Series Machine Learning. Journal of Survey Statistics and Methodology, pp. (publ. online before print). More

Kern, Christoph , Ruben L. Bach , Hannah Mautner , Frauke Kreuter (2024): When Small Decisions Have Big Impact: Fairness Implications of Algorithmic Profiling Schemes. ACM Journal of Responsible Computing, 1, 4, pp. (article no. 24), pp. 1-30. More

Classe, Franz , Christoph Kern (2024): Detecting Differential Item Functioning in Multidimensional Graded Response Models with Recursive Partitioning. Applied Psychological Measurement, 48, 3, pp. 83-103. More

Fischer-Abaigar, Unai , Christoph Kern , Noam Barda , Frauke Kreuter (2024): Bridging the gap: Towards an expanded toolkit for AI-driven decision-making in the public sector. Government Information Quarterly, 41, 4, pp. (article no.101976), pp. 1-22. More

Schenk, Patrick Oliver , Christoph Kern (2024): Connecting algorithmic fairness to quality dimensions in machine learning in official statistics and survey production. AStA Wirtschafts-und Sozialstatistisches Archiv, 18, 2, pp. 131-184. More

Classe, Franz , Christoph Kern (2024): Latent Variable Forests for Latent Variable Score Estimation. Educational and Psychological Measurement, 84, 6, pp. 1138-1172. More

Bach, Ruben L. , Christoph Kern , Hannah Mautner , Frauke Kreuter (2023): The impact of modeling decisions in statistical profiling. Data & Policy, 5, pp. (article-no. e32), pp. 1-19. More

Kern, Christoph , Bernd Weiss , Jan-Philipp Kolb (2023): Predicting Nonresponse in Future Waves of a Probability-Based Mixed-Mode Panel with Machine Learning. Journal of Survey Statistics and Methodology, 11, 1, pp. 100-123. More

Kern, Christoph , Frederic Gerdon , Ruben L. Bach , Florian Keusch , Frauke Kreuter (2022): Humans versus machines: Who is perceived to decide fairer? Experimental evidence on attitudes toward automated decision-making. Patterns, 3, 10, pp. (article no. 100591) e-only. More

Silber, Henning , Frederic Gerdon , Ruben L. Bach , Christoph Kern , Florian Keusch , Frauke Kreuter (2022): A preregistered vignette experiment on determinants of health data sharing behavior: Willingness to donate sensor data, medical records, and biomarkers. Politics and the Life Sciences, 41, 2, pp. 161–181. More

Kuppler, Matthias , Christoph Kern , Ruben L. Bach , Frauke Kreuter (2022): From fair predictions to just decisions? Conceptualizing algorithmic fairness and distributive justice in the context of data-driven decision-making. Frontiers in Sociology , 7, pp. (article no. 883999), pp. 1-18. More

Bach, Ruben L. , Christoph Kern , Denis Bonnay , Luc Kalaora (2022): Understanding political news media consumption with digital trace data and natural language processing. Journal of the Royal Statistical Society: Series A, Statistics in Society, 185, S2, pp. S246-S269. More

Kim, Michael P. , Christoph Kern , Shafi Goldwasser , Frauke Kreuter , Omer Reingold (2022): Universal adaptability: Target-independent inference that competes with propensity scoring. Proceedings of the National Academy of Sciences, 119, 4, pp. (article no. e2108097119), pp. 1-6. More

Gerdon, Frederic , Ruben L. Bach , Christoph Kern , Frauke Kreuter (2022): Social impacts of algorithmic decision-making: A research agenda for the social sciences. Big Data & Society, pp. 1-13 (e-only). More

Erlinghagen, Marcel , Christoph Kern , Petra Stein (2021): Migration, Social Stratification and Dynamic Effects on Subjective Well Being. Advances in Life Course Research, 48, June 2021, pp. (article no. 100393). More

Kern, Christoph , Yan Li , Lingxiao Wang (2021): Boosted Kernel Weighting - Using Statistical Learning to Improve Inference From Nonprobability Samples. Journal of Survey Statistics and Methodology, 9, 5, pp. 1088–1113. More

Pfisterer, Florian , Christoph Kern , Susanne Dandl , Matthew Sun , Michael P. Kim , Bernd Bischl (2021): mcboost: Multi-Calibration Boosting for R. Journal of Open Source Software, 6, 64, pp. (article no. 3453). More

Badillo-Goicoechea, Elena , Ting-Hsuan Chang , Esther Kim , Sarah LaRocca , Katherine Morris , Xiaoyi Deng , Samantha Chiu , Adrianne Bradford , Andres Garcia , Christoph Kern , Curtiss Cobb , Frauke Kreuter , Elizabeth A. Stuart (2021): Global Trends and Predictors of Face Mask Usage During the COVID-19 Pandemic. BMC Public Health, 21, pp. (article no. 2099). [ Ithaca, NY, ] More

Kern, Christoph , Jan Karem Höhne , Stephan Schlosser , Melanie Revilla (2021): Completion Conditions and Response Behavior in Smartphone Surveys: A Prediction Approach Using Acceleration Data. Social Science Computer Review, 39, 6, pp. 1253–1271. More

Bach, Ruben L. , Christoph Kern , Ashley Amaya , Florian Keusch , Frauke Kreuter , Jan Hecht , Jonathan Heinemann (2021): Predicting voting behavior using digital trace data. Social Science Computer Review, 39, 5, pp. 862–883. More

Kern, Christoph , Thomas Klausch , Frauke Kreuter (2019): Tree-based machine learning methods for survey research. Survey Research Methods, 13, 1, pp. 73-93. More

Kern, Christoph , Petra Stein (2018): Modelling Decision-Making Processes of Regional Mobility in a Dyadic Framework. European Sociological Review, 34, 4, pp. 433-451. More

Kern, Christoph (2015): Modeling mobility dispositions from a multilevel perspective. Journal of Contextual Economics – Schmollers Jahrbuch, 135, 1, pp. 23-34. More

Kern, Christoph , Petra Stein (2015): Comparing coefficients of nonlinear multivariate regression models between equations. Survey Research Methods, 9, 3, pp. 159-167. More

Presentation

Gerdon, Frederic , Ruben L. Bach , Christoph Kern , Frauke Kreuter (2024): Research Avenues for Studying Effects of Algorithmic Decision-Making Systems on Social Inequality. More

Kern, Christoph , Frederic Gerdon , Ruben L. Bach , Florian Keusch , Frauke Kreuter (2023): Humans vs. Machines: Who is Perceived to Decide Fairer? An Experiment about Citizens’ Attitudes. More

Gerdon, Frederic , Daria Szafran , Jakob Kappenberger , Ruben L. Bach , Christoph Kern (2023): Using survey experiments and agent-based modeling to simulate mobility behavior in smart cities. More

Silber, Henning , Frederic Gerdon , Ruben L. Bach , Christoph Kern , Florian Keusch , Frauke Kreuter (2022): In which situations are people likely to share their health data? A vignette experiment on willingness to donate three different types of health data. More

Silber, Henning , Frederic Gerdon , Ruben L. Bach , Christoph Kern , Florian Keusch , Frauke Kreuter (2021): A vignette experiment on determinants of health data sharing behavior: Willingness to donate sensor data, medical records, and biomarkers. More

Gerdon, Frederic , Christoph Kilian Theil , Christoph Kern , Ruben L. Bach , Frauke Kreuter , Heiner Stuckenschmidt , Kai Eckert (2020): Exploring Impacts of Artificial Intelligence on Urban Societies with Social Simulations. More

Bericht

Höhne, Jan Karem , Christoph Kern , Konstantin Gavras , Stephan Schlosser (2022): The Sound of Respondents: Predicting Respondents’ Level of Interest with Voice Data in Smartphone Surveys. More

Kaiser, Patrick , Christoph Kern , David Rügamer (2022): Uncertainty-aware predictive modeling for fair data-driven decisions. More

Shunk, Graham , Xavier Gomez , Christoph Kern , Nils Averesch (2021): A Self-Replicating Radiation-Shield for Human Deep-Space Exploration: Radiotrophic Fungi can Attenuate Ionizing Radiation aboard the International Space Station. More

Kern, Christoph , Ruben L. Bach , Hannah Mautner , Frauke Kreuter (2021): Fairness in Algorithmic Profiling: A German Case Study. More

Kuppler, Matthias , Christoph Kern , Ruben L. Bach , Frauke Kreuter (2021): Distributive Justice and Fairness Metrics in Automated Decision-making: How Much Overlap Is There?. More

Kern, Christoph , Bernd Weiß , Jan-Philipp Kolb (2019): A Longitudinal Framework for Predicting Nonresponse in Panel Surveys. More

Erlinghagen, Marcel , Christoph Kern , Petra Stein (2019): Internal migration, social stratiﬁcation and dynamic effects on subjective well being. More

Kern, Christoph , Petra Stein (2016): Effect comparison in multilevel structural equation models with non-metric outcomes. More

Kern, Christoph (2014): Regional Structures and Mobility Dispositions: A Multilevel Proportional- & Partial-Proportional Odds Approach. More

Kern, Christoph

Projects collapse

Social Inequality

Social Data and Methods

1908

Social Data and Methods

2206

Publications expand

Monographie

Buchkapitel

Zeitschriftenartikel

Presentation

Bericht

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