Came across an interesting article examining the relationship between QBO and MJO. Postulates that since 1980, an easterly QBO has enhanced the MJO and made the waves last longer, which augments model skill during the winter. The opposite is the case in westerly years....ie, shorter and more incoherent MJO waves lead to poorer model performance.
The impact on guidance at least makes sense to me.
https://www.nature.com/articles/s43017-021-00173-9