Senior Financial Analyst Expert

Pay

$70/hr
The rate in the listing.
?
From the Ethos listing, checked Nov 3.
Last checked
Today
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How Ethos hiring works
Your application is a 10-minute call.
Ethos's AI interviewer asks about your career, then matches you to projects like Senior Financial Analyst. Keep your CV open and walk through the roles and skills that fit this work.
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About this role
From the Ethos listing
We're working with a leading foundational AI lab to find experienced senior financial analysts who can help train their latest language model on professional presentation and slide deck tasks.
We're looking for senior analysts with 3+ years in FP&A or business finance building the decks behind the numbers to create, evaluate, and refine AI-generated presentations and slide decks across core workflows: monthly reporting slides, bridge and waterfall charts, headcount and opex exhibits, scenario analysis pages, and commentary drafting for finance reviews.

Compensation

$70/hour
Commitment:
Flexible, 5-20 hours per week (or more if desired)
Location:
Fully remote, work on your own schedule
Start date:
ASAP

Qualifications

3+ years in FP&A, business finance, or commercial finance at a significant company
Strong expertise in financial charting, bridges/waterfalls, and reporting packs
Expert-level PowerPoint and slide craftsmanship, with excellent written communication and attention to detail
About Ethos
Ethos is a new expert network built by a McKinsey/SoftBank/DeepMind team and backed by world-leading investors like General Catalyst. We connect experts with investors and consultancies for paid expert calls, speaking engagements, and advisory opportunities.
How long hiring takes
Across the platforms we list, people typically hear back about a hire within

about

25 days
of applying.
Within 2 weeks
~30%
Within 6 weeks
~65%
Within 3 months
~85%
Prepare for the Ethos call
Ethos's AI interviewer asks about your Financial Analyst background. These are our own practice questions for that work, not Ethos's.
What key assumptions do you stress-test first when reviewing a financial model built by someone else?
I focus on revenue growth rate and margin assumptions first, since small changes there tend to have the largest effect on the output, and I check whether the assumptions are grounded in historical data or market comparables versus being arbitrarily chosen. I also verify the formulas are consistent across periods rather than hardcoded in some cells.
How do you approach valuing a company that has volatile or negative near-term earnings?
I lean more heavily on a discounted cash flow approach with normalized long-term assumptions rather than trailing earnings multiples, since near-term volatility distorts multiple-based valuation. I also look at comparable companies with similar business models to sanity check the output rather than relying on a single method.
What's your process for evaluating the risk of a proposed investment beyond just expected return?
I look at the range of outcomes under different scenarios, not just the base case, and consider correlation with other holdings, since an investment can look attractive in isolation but add concentrated risk to a broader portfolio. Downside scenarios matter as much as the upside case for decision-making.
How do you decide which sensitivity variables to include in a financial model's scenario analysis?
I prioritize variables that both have high uncertainty and high impact on the output, rather than testing every input equally. Running sensitivity on a variable that barely moves the result wastes review time and can obscure the assumptions that actually matter to the decision.
See all 10 Financial Analyst interview questions →
Skills and categories
More jobs in these fields:
Finance
No Degree Required
Business & Strategy
Expert
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Common questions
How and when does Ethos pay experts?
Within 30 days of your invoice, after a project closes. Some AI training platforms pay weekly, so plan for the longer wait.
Is Ethos regular AI training work like rating chatbot responses?
No. Ethos is an expert network. AI labs, investment funds and large companies pay for your domain knowledge (deal analysis, clinical reasoning, legal logic, financial modeling) in three formats: multi-week consulting engagements, 30 to 60 minute advisory calls, and research surveys. Listings like this one are the AI-lab engagements, where you write or review expert material for a model.
How many hours a week is this Senior Financial Analyst work?
Between 5 and 20 hours a week. At $70/hr that is $350 to $1,400 a week. You set your own hours.
What experience does this Senior Financial Analyst listing ask for?
The listing asks for 3+ years in FP&A, business finance, or commercial finance at a significant company; strong expertise in financial charting, bridges/waterfalls, and reporting packs; and expert-level PowerPoint and slide craftsmanship, with excellent written communication and attention to detail. Ethos's interviewer builds your profile from your CV, so have the roles that show this ready to talk through.
How much does this specific role pay?
This listing is posted at $70/hr, an hourly rate. Pay can change after we check the listing, so confirm the rate on the platform's application page.
What happens when I click Apply on this listing?
The link opens Ethos's sign-up. There is no form for this listing: Ethos's AI interviewer asks about your career in a 5 to 15 minute call, builds your profile from it, and then matches you to projects like this one. Keep your CV open and cover the experience the Qualifications above ask for.
Who built Ethos and is it legitimate?
Yes. Ethos was founded in London in 2024 by James Lo (McKinsey, SoftBank Vision Fund) and Daniel Mankowitz (Google DeepMind research scientist and lead author of AlphaDev). It raised a $22.75M Series A led by a16z in May 2026, with General Catalyst and XTX Markets participating, and works with AI labs, private equity firms, hedge funds and consultancies. The link on this page is an affiliate link; it doesn't affect your pay or the projects you're offered.