Publications: Statistical Methods (KEM)
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On the Formal Privacy Guarantees of Synthetic Data
Neunhoeffer, M., Latner, J. & Drechsler, J. (2024): On the Formal Privacy Guarantees of Synthetic Data. In: National Bureau of Economic Research (2024): Data Privacy Protection and the Conduct of Applied Research: Methods, Approaches and their Consequences, Spring 2024, Washington, p. 1-16.
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Whose Data Is It Anyway? Towards a Formal Treatment of Differential Privacy for Surveys
Bailie, J. & Drechsler, J. (2024): Whose Data Is It Anyway? Towards a Formal Treatment of Differential Privacy for Surveys. In: National Bureau of Economic Research (2024): Data Privacy Protection and the Conduct of Applied Research: Methods, Approaches and their Consequences, Spring 2024, Washington, p. 1-33.
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30 Years of Synthetic Data
Drechsler, J. & Haensch, A. (2024): 30 Years of Synthetic Data. In: Statistical Science, Vol. 39, No. 2, p. 221-242. DOI:10.1214/24-STS927
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Dokumentation und Codebuch für das Hochfrequente Online Personen Panel "Leben und Erwerbstätigkeit in Zeiten von Corona" (IAB-HOPP, Welle 1–9)
Volkert, M., Haas, G., Zins, S., Altschul, S., Bellmann, L., Dummert, S., Haensch, A., Hensgen, S., Heusler, A., Ludsteck, J., Müller, B., Müller, D., Osiander, C., Schmidtke, J., Stephan, G., Trahms, A. & Wayment, H. (2024): Dokumentation und Codebuch für das Hochfrequente Online Personen Panel "Leben und Erwerbstätigkeit in Zeiten von Corona" (IAB-HOPP, Welle 1–9). (FDZ-Datenreport 01/2024 (de)), Nürnberg, 39 p. DOI:10.5164/IAB.FDZD.2401.de.v1
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Regional Labor Market Forecasts 2024: Weak Dynamics Persist Across Regional Labor Markets
Heining, J., Jahn, D., Körner, K., Rossen, A., Teichert, C. & Weyh, A. (2024): Regionale Arbeitsmarktprognosen 2024: Schwache Dynamik auf den regionalen Arbeitsmärkten hält an. (IAB-Kurzbericht 08/2024), Nürnberg, 8 p. DOI:10.48720/IAB.KB.2408
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Evaluation des Teilhabechancengesetzes - Abschlussbericht
Achatz, J., Bauer, F., Bennett, J., Bömmel, N., Coban, M., Dietz, M., Englert, K., Fuchs, P., Gellermann, J., Globisch, C., Hülle, S., Kasrin, Z., Kupka, P., Nivorozhkin, A., Osiander, C., Pohlan, L., Promberger, M., Raab, M., Ramos Lobato, P., Schels, B., Schiele, M., Trappmann, M., Tübbicke, S., Wenzig, C., Wolff, J., Zins, S. & Zabel, C. (2024): Evaluation des Teilhabechancengesetzes - Abschlussbericht. (IAB-Forschungsbericht 04/2024), Nürnberg, 331 p. DOI:10.48720/IAB.FB.2404
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A data-driven approach to understanding non-response and restoring sample representativeness in the UK Next Steps cohort
Silverwood, R., Calderwood, L., Henderson, M., Sakshaug, J. & Ploubidis, G. (2024): A data-driven approach to understanding non-response and restoring sample representativeness in the UK Next Steps cohort. In: Longitudinal and life course studies, Vol. 15, No. 2, p. 227-250. DOI:10.1332/17579597y2024d000000010
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The Role of Hyperparameters in Machine Learning Models and How to Tune them
Arnold, C., Biedebach, L., Küpfer, A. & Neunhoeffer, M. (2024): The Role of Hyperparameters in Machine Learning Models and How to Tune them. In: Political Science Research and Methods, Vol. 12, No. 4, p. 841-848. DOI:10.1017/psrm.2023.61
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Data quality control in the 6th wave of the IAB-BAMF-SOEP Survey of Refugees, samples M3-M6
Schwanhäuser, S. & Olbrich, L. (2024): Data quality control in the 6th wave of the IAB-BAMF-SOEP Survey of Refugees, samples M3-M6. (SOEP Survey Papers. Series C 1334), Berlin, 7 p.
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Re-identification potential of structured health data
Drechsler, J. & Pauly, H. (2024): Das Reidentifikationspotenzial von strukturierten Gesundheitsdaten. In: Bundesgesundheitsblatt, Gesundheitsforschung, Gesundheitsschutz, Vol. 67, p. 164-170. DOI:10.1007/s00103-023-03820-2
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Assessing and Improving Data Quality in Linked Panel Surveys - With a Focus on Panel and Linkage Consent (Bias)
Hülle, S. (2024): Assessing and Improving Data Quality in Linked Panel Surveys - With a Focus on Panel and Linkage Consent (Bias). Bielefeld, 197 p. DOI:10.4119/unibi/2992206
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Panel Lebensqualität und Teilhabe - Feld- und Methodenbericht der Welle 2
Hülle, S., Bömmel, N., Coban, M., Fössing, E., Friedrich, M., Gricevic, Z., Kasrin, Z., Kleinemeier, R., Meß, A., Schiele, M., Trappmann, M., Wagemann, U., Wenzig, C., Wolff, J., Zabel, C. & Zins, S. (2023): Panel Lebensqualität und Teilhabe - Feld- und Methodenbericht der Welle 2. (IAB-Forschungsbericht 20/2023), Nürnberg, 97 p. DOI:10.48720/IAB.FB.2320
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Bayesian Integration of Probability and Nonprobability Samples for Logistic Regression
Salvatore, C., Biffignandi, S., Sakshaug, J., Wiśniowski, A. & Struminskaya, B. (2024): Bayesian Integration of Probability and Nonprobability Samples for Logistic Regression. In: Journal of survey statistics and methodology, Vol. 12, No. 2, p. 458-492. DOI:10.1093/jssam/smad041
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An overview of data protection strategies for individual-level geocoded data
Steffen, M., Körner, K. & Drechsler, J. (2023): An overview of data protection strategies for individual-level geocoded data. In: United Nations Economic Commission for Europe (Hrsg.) (2023): UNECE Expert meeting on Statistical Data Confidentiality 2023, p. 1-13.
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Putting knowledge and technology to work: A look at EU innovation output
Bello, M., Caperna, G., Damioli, G., Smallenbroek, O. & Steffen, M. (2023): Putting knowledge and technology to work: A look at EU innovation output. (JRC science for policy brief), Luxemburg: Publications Office of the European Union, 4 p.
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Interviewer Effects on the Measurement of Physical Performance in a Cross-National Biosocial Survey
Waldmann, S., Sakshaug, J. & Cernat, A. (2024): Interviewer Effects on the Measurement of Physical Performance in a Cross-National Biosocial Survey. In: Journal of survey statistics and methodology, Vol. 12, No. 4, p. 961-986. DOI:10.1093/jssam/smad031
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The IAB-SMART-Mobility Module: An Innovative Research Dataset with Mobility Indicators Based on Raw Geodata
Zimmermann, F., Filser, A., Haas, G. & Bähr, S. (2024): The IAB-SMART-Mobility Module: An Innovative Research Dataset with Mobility Indicators Based on Raw Geodata. In: Jahrbücher für Nationalökonomie und Statistik, Vol. 244, No. 5-6, p. 685-698. DOI:10.1515/jbnst-2023-0051
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FDI and onshore task composition: evidence from German firms with affiliates in the Czech Republic
Körner, K. & Le Moigne, M. (2023): FDI and onshore task composition: evidence from German firms with affiliates in the Czech Republic. In: Journal for labour market research, Vol. 57. DOI:10.1186/s12651-023-00346-7
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How to improve the substantive interpretation of regression results when the dependent variable is logged
Rittmann, O., Neunhoeffer, M. & Gschwend, T. (2025): How to improve the substantive interpretation of regression results when the dependent variable is logged. In: Political Science Research and Methods, Vol. 13, No. 1, p. 203-211. DOI:10.1017/psrm.2023.29
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Nonresponse trends in establishment panel surveys: findings from the 2001–2017 IAB establishment panel
König, C. & Sakshaug, J. (2023): Nonresponse trends in establishment panel surveys: findings from the 2001–2017 IAB establishment panel. In: Journal for labour market research, Vol. 57. DOI:10.1186/s12651-023-00349-4