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In this lunch and learn, we review and discuss data challenges found in seismic and seismic processing methods, and discuss Best Practices In Seismic Data QC and Conditioning For AVO and Inversion. We present Ikon Science workflows to QC, assess, and prepare datasets for seismic interpretation, inversion, and other characterization workflows.