The Art and Science of Trajectory Modelling -- Introduction to Geodetic Time Series Analysis -- Markov Chain Monte Carlo and The Application to Geodetic Time Series Analysis -- Introduction to Dynamic Linear Models for Time Series Analysis -- Fast Statistical Approaches to Geodetic Time Series Analysis -- Least Squares Contribution to Geodetic Time Series Analysis -- Modelling the GNSS Time Series: Different Approaches to Extract Seasonal Signals -- Stochastic modelling of geophysical signal constituents within a Kalman Filter framework -- Filtering of GPS Time Series Using Geophysical Models and Common Mode Error Analysis -- Comparison of Spacewise and Timewise Methods for GRACE Gravity Field Recovery -- Estimation of the Vertical Land Motion from GNSS Time Series and Application in Quantifying Sea-Level Rise -- Time Series Analysis of Rapid GNSS Measurements for Quasi-Static and Dynamic Bridge Monitoring -- Conclusions and Future challenges in Geodetic Time Series Analysis.