EA Cornish Lecture given to the Statistical Society of Australia (South Australian branch): 17 November 2021 It is now common for organizations to collect huge amounts of data over time, and existing time series analysis tools are not always able to handle the scale, frequency and structure of the data collected. I will demonstrate some new tools and methods that have been developed to handle the analysis of large collections of time …