I would argue that the most important thing to learn as a new analyst isn't a specific tool, but instead build a toolset of knowledge about how to deal with data in a logical and consistent fashion. This knowledge should be applicable across a broad spectrum of tools. Some of the things I see as important knowledge include: normalization, table joins, grouping, filtering, text parsing, analytical thinking, and understanding processes. Having a consistent methodology will set you in good stead. Also make sure that any work product is Maintainable, Auditable, and Repeatable. If someone else can take your solution and figure out what you did and how it works, that is a huge benefit for the long-term viability of any solutions you build.
In the past 10 years, I have had to learn multiple tools (Alteryx, Tableau, PowerBI, PowerQuery) and over the course of my career a large number of tools (Excel, VBA, SQL, SAS, PeopleSoft, Hyperion, SAP, etc). I am currently being asked to learn Python, databricks, and some aspects of AI. Tools change over time, so an analyst will learn multiple tools over the course of their career. Although some tools such as Excel do remain a consistent part of the landscape, even those tools evolve over time.
If asked what one tool has served me the best and provided the most value and flexibility, I would say "Microsoft Excel with Power Query". Excel is "universally" known and accepted. Excel can do a wide range of analytical tasks, and is fairly flexible. You can use a wide range of tools (including database connections, SQL, VBA, etc) within Excel and PowerQuery. Excel gives you the ability to learn a wide variety of methodologies and tools. If you can learn how to do a specific task in Excel, you can probably figure out how to do that task in another tool. Sometimes the problem isn't knowing how to do a task, but knowing what can and should be done to accomplish a goal. That being said, Excel has it's limits, and is not the right tool for every job.
------------------------------
Robert Haan
Senior Analyst. Internal Audit - Data
Phillips 66
Owasso OK
------------------------------