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This work is published under the responsibility of the Secretary-General of the OECD. The opinions expressed and arguments employed herein do not necessarily reflect the official views of the Membercountries of the OECD. This document, as well as any data and map included herein, are without prejudice to the status of or sovereigntyover any territory, to the delimitation of international frontiers and boundaries and to the name of any territory, cityor area. The statistical data for Israel are supplied by and under the responsibility of the relevant Israeli authorities. The use ofsuch data by the OECD is without prejudice to the status of the Golan Heights, East Jerusalem and Israeli settlementsin the West Bank under the terms of international law. This document was produced with the financial assistance of the European Union. The views expressed herein can inno way be taken to reflect the official opinion of the European Union. Please cite this publication as:OECD (2025),Survey of Adult Skills 2023 Data Analysis Manual, OECD Publishing, Paris,https://doi.org/10.1787/25a87a9d-en. Photo credits: Cover © Gorodenkoff / Shutterstock Corrigenda to OECD publications may be found at: https://www.oecd.org/en/publications/support/corrigenda.html. © OECD 2025 Attribution 4.0 International (CC BY 4.0) This work is made available under the Creative Commons Attribution 4.0 International licence. By using this work, you accept to be bound by theterms of this licence (https://creativecommons.org/licenses/by/4.0/). Attribution– you must cite the work. Translations– you must cite the original work, identify changes to the original and add the following text: In the event of any discrepancy betweenthe original work and the translation, only the text of original work should be considered valid. Adaptations– you must cite the original work and add the following text: This is an adaptation of an original work by the OECD. The opinionsexpressed and arguments employed in this adaptation should not be reported as representing the official views of the OECD or of its Membercountries. Third-party material– the licence does not apply to third-party material in the work. If using such material, you are responsible for obtainingpermission from the third party and for any claims of infringement. You must not use the OECD logo, visual identity or cover image without express permission or suggest the OECD endorses your use of the work. Any dispute arising under this licence shall be settled by arbitration in accordance with the Permanent Court of Arbitration (PCA) ArbitrationRules 2012. The seat of arbitration shall be Paris (France). The number of arbitrators shall be one. OECD Skills Studies Survey of Adults Skills 2023 Data AnalysisManual Foreword The Survey of Adult Skills, a product of the Programme for the International Assessment of Adult Skills(PIAAC), is a household survey designed to collect information on the skills proficiency of the adultpopulation aged 16-65. The purpose of this Data Analysis Manual is to guide researchers and users who are interested in analysingthe microdata collected in the 31 countries that participated in the second cycle of the survey in 2022/2023. Adults who participated in the survey were randomly selected toform a representative sample of theunderlying population. They answered a background questionnaire (administered by trained interviewers)and then completed a direct assessment of literacy, numeracy and adaptive problem solving. Adults whowere unable tocomplete the normal background questionnaire and the assessment due to languagebarriers were administered a shorter questionnaire (called “doorstep interview”), available in multiplelanguages, that they could self-complete on a tablet. Part I of this manual provides a brief overview of the different datasets related to or derived from the Surveyof Adult Skills, provides guidance on how they can be accessed, and describes in some details their contentand all the information collected through the survey. Part II focuses instead on how the data should be analysed. It describes how to appropriately conductstatistical analysis, in particular how to take into account the complex survey design used during datacollection and how to derive correct inferences when working with the measures of skills proficiencycontained in the PIAAC datasets. Available tools to facilitate the analysis of PIAAC data are also presented. This Data Analysis Manual complements two other PIAAC products: the Reader’s Companion(OECD,2024[1])and the Technical Report(OECD, forthcoming[2]). The Reader’s Companion offers a broad andless technical overview of all aspects of the Survey of Adult Skills with the aim to help readers understandand interpret the results of the survey. While it is intended for the general public, many data users andresearchers will find the Reader’s Companion a useful reading to familiarise themselves with PIAAC andbetter gauge the analy