As an analyst myself, I'll answer from the technical side.
The title "analyst" itself is vague. It depends on the context (organization, industry, project) what you'll be analysing.
Being an analyst means you have amazing skills both zooming out and zooming in. You'll want to flex the ability to think strategically as well as operationally and tactically (strategy, initiative, and delivery horizons).
Being an analyst also means you can see the whole. You see the network of inter and intra-related processes, capabilities, skills, and opportunities. You intimately understand the business architecture and can immediately think of cause-and-effect scenarios across multiple teams, divisions, and stakeholder groups. You are well aware of upstream and downstream consequences, and soft through multiple scenarios simultaneously to ensure the benefits outweigh the costs and the risks, whenever possible.
It's advantageous to come from a financial background--you'll likely know where investments are made and costs allocated. And you can easily calculate the best path forward financially for your company.
Though, I would caution not to use your financial experience as a crutch or fall back. "What got you here won't get you there." You'll need to expand your understanding, outside of the financial lens. Take a corporate strategy lens, take a IT architecture and cybersecurity lens, take a talent acquisition and management lens, take a legal, regulatory and compliance lens, take the indigenous stakeholder lens, take the customer or investor lens.
An analyst has MASTERED critical thinking. Seeing all the relationships, dependencies, constraints, and assumptions, risks, conditions, goals, strategies, objectives, to be overcome, achieved, or considered.
Congrats and best of luck!
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