No you didn't mention an upcoming transfer window, hence I had to bring it to your attention that a transfer window requires the full attention of a head of data science according to Liverpool's Ian Graham who has more than a decade's worth of experience on the structural side of a top level football club.
There's a lot of things we don't know about, on the structural side of a football club, but there's things we could learn, if we took the time to read and listen to people who work within the field we're here discussing instead of jumping to conclusions without understanding who the key players are when it comes to developing the data science strategy at the club.
And your entire argument here is based on planning for the now and long-term when it comes to the development of the data science department on the football side of the club. And I will attempt to provide you evidence with references that demonstrate that the planning for the data science strategy at the club doesn't only involve the head of data science but someone who oversees the planning and creates the conditions/foundations for a head of data science to then build from that foundation. And that person is given the title 'strategy executive' or 'head of strategy' and his job involves planning for the long-term.
And that person goes by the name of Chris Chiang who joined the club in October 2017, and was tasked with developing the strategy on the data science side of the club, which would later allow John Murtough to appoint a head of data science on the football side of the club, which was a first for the club. The long-term strategy involves Chris Chiang and to a lesser extent Dominic Jordan if we're specifically focusing on the development of the data science department at the club. So it's easy to see why someone like Ian Graham at Liverpool would say that the transfer window requires his full attention, whilst someone in a head of strategy role, plans for the long-term due to his/her role not being directly involved on the structural side of the club.
Also from my own observation on this forum, there seems to be a paranoia on the forum regarding what developed in the last 9 years starting with David Gill. And it seems that paranoia is now being projected on people who weren't involved in creating the instability at first team level. We still have the same incompetent owners, but the hierarchy on the football side is very different. Damien Comolli at Liverpool is probably seen as a failure by many in his role as DoF, if we only look at things with a very narrow lens. But if we attempt to look at things holistically with the benefit of hindsight, then it's clear to see that the changes he made during his short tenure at Liverpool on the structural side of the club would prove to be crucial in their success in the long-term. The likes of Graham and were brought to the club by Comolli and he only lasted in his role a year and a half.
Information below about Chris Chiang by the guys at the training ground guru who regularly have people on their podcasts who work on the structural side of top level football clubs. Which includes scouts, data scientists, players and coaches.
From April, 2020
https://trainingground.guru/articles/why-young-strategy-executive-is-so-important-to-man-utd
Below is a recent article about both Jordan and Chiang working together.
Melissa Reddy: "A year ago, Dominic Jordan was appointed as United's first director of data science, and he works with strategy executive Chris Chiang in helping the club make smarter decisions across the board, notably in player trading."
https://www.skysports.com/football/...manchester-united-now-back-under-erik-ten-hag