Apple is currently seeking an enthusiastic team player to join a dynamic and collaborative group as a data scientist focusing on demography within a human factors design team. You'll have the unique opportunity to contribute to the development and continuing improvement of Apple hardware products by distilling data into actionable and intuitive visualizations from human interaction perspective. You will collaborate closely with cross-functional team members. As a member of this team-oriented, collaborative group, you will be working on the latest, most innovative Apple products together with many cross-functional teams. Your responsibilities will include the following activities: Write scripts to pre-process data from various sources and formats. Process, clean, and verify the integrity of data. Investigate new sources that can extend and improve insights. Conduct data exploration on datasets, QA/QC, visualization, statistical and data analyses, and mathematical modeling. Create custom visualizations that help decision makers quickly understand the data. Collaborate with cross-functional teams to help identify trends in their data or to build tools that will enable easier analysis and visualizations in the future. The ideal candidate for this is passionate about communicating solutions to dynamic problems and is curious to apply different methods and concepts to new problems. Experience with population modeling, inference, weighting, and simulation techniques (e.g. Monte Carlo methods) to understand and estimate variation and uncertainty. Experience using statistics to identify trends and anomalies in multivariate and/or medium-sized and/or large-scale datasetss. Experience with human anthropometric, biometric, or perception/preference data, and/or a willingness to delve deeper in to these data types. Array