Job Description
Financial Modeling Specialist (FP&A, Investment Banking & Strategic Finance) – Remote | U.S. Hours
Position Type: Full-Time, Remote
Working Hours: U.S. Client Business Hours
About the Role
At Pavago, one of our clients — a YC-backed (W25) technology company — is hiring a Financial Modeling Specialist to build, review, and improve sophisticated financial and business models used within structured AI training workflows.
This is a highly analytical, execution-focused role for finance professionals with strong backgrounds in financial modeling, FP&A, investment banking, private equity, strategic finance, corporate finance, or financial consulting
You’ll build complete financial and operating models, develop forecasting and KPI frameworks, review models for accuracy and structural integrity, and help establish scalable modeling standards.
This role is ideal for someone who can take broad financial requirements, structure them independently, and produce clean, accurate, scalable, and well-documented financial models
What You’ll Own
Financial Modeling & Analysis
Build sophisticated, end-to-end financial models, including:
- Three-statement financial models
- Operating models
- Forecasting models
- KPI frameworks
- Scenario and sensitivity analyses
- Revenue and cost models
- Cash flow models
- Business performance models
You’ll:
- Translate broad requirements into structured modeling approaches.
- Develop clear assumptions and financial drivers.
- Build scalable formulas and model architecture.
- Ensure consistency between income statement, balance sheet, and cash flow assumptions.
- Structure outputs so models are easy to understand, audit, and modify.
- Apply strong accounting and financial analysis principles throughout the modeling process.
Forecasting & Financial Analysis
Develop and refine forecasts using operational and financial assumptions.
Responsibilities may include:
- Revenue forecasting
- Expense forecasting
- Cash flow planning
- KPI development
- Scenario modeling
- Variance analysis
- Operating performance analysis
Ensure forecasts appropriately reflect underlying business drivers and accounting relationships.
Model Review & Quality Control
Review financial models created by other analysts and identify issues related to:
- Model structure
- Formula accuracy
- Accounting logic
- Forecasting assumptions
- Cash flow alignment
- Revenue recognition
- Model consistency
- Documentation
You’ll:
- Audit formulas and calculations.
- Identify structural or logical weaknesses.
- Correct inconsistencies and modeling errors.
- Challenge assumptions where appropriate.
- Improve readability and scalability.
- Ensure models can be reviewed efficiently by other finance professionals.
U.S. GAAP & Accounting Integration
Apply strong accounting knowledge when developing and reviewing models.
You should understand:
- U.S. GAAP
- Revenue recognition
- Accrual vs. cash accounting
- Working capital
- Financial statement relationships
- Cash flow mechanics
- Forecasting and variance analysis
Ensure modeling outputs remain financially coherent and appropriately reflect accounting relationships.
Modeling Frameworks & Documentation
Help establish scalable financial modeling infrastructure.
You’ll:
- Improve existing modeling templates.
- Standardize model structures.
- Develop repeatable frameworks.
- Document assumptions and methodologies.
- Maintain clear modeling conventions.
- Improve financial modeling best practices.
- Create documentation that allows other analysts to understand and reproduce modeling logic.
AI Training & Structured Finance Workflows
Your financial expertise will contribute to structured workflows used to support advanced AI systems.
You’ll apply finance judgment to:
- Complex financial modeling tasks.
- Structured analytical problems.
- Model evaluation and quality control.
- Financial reasoning workflows.
- Standardized modeling frameworks.
The focus is on bringing high-quality human financial reasoning and modeling discipline into structured analytical workflows.
Cross-Functional Collaboration
Participate in recurring working sessions with internal teams to align on:
- Modeling methodologies
- Financial assumptions
- Quality standards
- Documentation requirements
- Model architecture
- Analytical frameworks
Clearly explain the reasoning behind your models, assumptions, and recommendations.
Peer Review & Mentorship
When needed, provide structured feedback to junior analysts and peers.
Help improve:
- Modeling accuracy
- Formula consistency
- Financial reasoning
- Documentation quality
- Overall analytical standards
Required Experience & Skills
Must-Have
- 3–7+ years of hands-on financial modeling experience.
- Proven experience building sophisticated financial models from scratch.
- Advanced proficiency in:
- Microsoft Excel
- Google Sheets
- Strong understanding of:
- U.S. GAAP
- Revenue recognition
- Accrual vs. cash accounting
- Cash flow mechanics
- Forecasting
- Variance analysis
- Financial statement relationships
- Experience building and auditing complex financial models.
- Ability to translate broad requirements into structured financial models.
- Strong analytical and problem-solving capabilities.
- Exceptional attention to detail.
- Strong written and verbal English communication skills.
- Ability to work independently with limited supervision.
- Availability during U.S. client business hours.
Preferred Backgrounds
Strong candidates may come from:
- Investment Banking
- Private Equity
- FP&A
- Strategic Finance
- Corporate Finance
- Financial Consulting
- Transaction Advisory
- Accounting + Financial Modeling hybrid roles
Nice to Have
- Experience working with AI-related projects or AI training workflows.
- Exposure to structured datasets or analytical data workflows.
- Experience reviewing or evaluating other analysts’ financial models.
- Experience working across multiple industries or business models.
- Experience developing financial modeling templates and standards.
- Experience documenting complex financial methodologies.
- Experience mentoring junior analysts.
- Exposure to fast-growing technology or startup environments.
What Makes You a Strong Fit
You:
- Think in models, drivers, assumptions, and financial relationships.
- Can turn an ambiguous business problem into a structured analytical framework.
- Understand how the three financial statements interact.
- Catch formula errors and logical inconsistencies quickly.
- Challenge assumptions instead of accepting them at face value.
- Build models that another finance professional can easily audit.
- Care deeply about accuracy, consistency, and documentation.
- Can explain complex financial logic clearly.
- Work effectively without needing detailed step-by-step instructions.
- Enjoy highly analytical, focused work.
- Maintain quality even when working through complex or repetitive modeling tasks.
What a Typical Day Looks Like
Your day may include:
- Building financial and operating models from broad requirements.
- Developing assumptions and financial drivers.
- Refining revenue, expense, and cash flow forecasts.
- Building KPI and scenario-analysis frameworks.
- Reviewing models created by other analysts.
- Auditing formulas and identifying modeling inconsistencies.
- Testing whether financial statements and assumptions align correctly.
- Participating in working sessions around modeling standards.
- Providing structured feedback to other analysts.
- Updating modeling templates and documentation.
- Improving the consistency and scalability of financial frameworks.
In short: you build, audit, and improve sophisticated financial models that bring high-quality financial reasoning into advanced AI training workflows.
Key Metrics for Success (KPIs)
- Accuracy and integrity of financial models.
- Quality of financial assumptions and modeling logic.
- Reliability of model outputs.
- Speed and consistency of model delivery.
- Reduction in formula, structural, and accounting errors.
- Quality and scalability of modeling frameworks.
- Clarity of financial documentation.
- Quality of peer model reviews.
- Ability to deliver complex analytical work independently.
Why This Role Stands Out
- Work with a YC-backed technology company operating at the intersection of finance and AI.
- Apply investment banking, FP&A, and strategic finance skills to emerging AI applications.
- Work on sophisticated financial modeling problems rather than transactional accounting.
- High ownership and analytical autonomy.
- Exposure to advanced financial modeling frameworks.
- Opportunity to help improve how AI systems work with financial and business models.
- Collaborate with highly analytical and technical teams.
- Fully remote opportunity with long-term growth potential.
Interview Process
- Initial Application Review
- Spark Hire Intro Video
- Zoom Interview with Pavago HR Team
- Short Financial Modeling Assignment
- 15-Minute Client Sync
- Extensive Financial Modeling Assessment
- Final Interview with Client Team
- Offer & Background Check
Apply Now
If you have a strong background in financial modeling, FP&A, investment banking, private equity, strategic finance, or corporate finance and can independently build clean, scalable, and accurate financial models, we’d love to hear from you.
This role is particularly well suited for high-agency finance professionals who enjoy complex analytical work, structured problem-solving, financial model building, and rigorous quality control
