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action communicating results conclusions data analysis data cleaning data collection data interpretation data preparation data sources decision-making descriptive statistics errors further research hypothesis testing implications inconsistencies informed decisions. insights limitations machine learning marketing campaign objectives patterns planning presentations quality recommendations relationships reliability reports research question statistical analysis uncertainties uncertainty visualizations