

Kirk Kappelhoff is a financial modeling expert with a BBA in Finance & Accounting and nearly a decade of experience at Deloitte, EY, and KPMG, where he built models for pre-IPO companies, M&A transactions, and strategic planning initiatives. At KPMG, he led the Business Modeling Services team, specializing in equity stories and financial forecasts that help high-growth companies communicate their value to investors. At Drivetrain, Kirk writes about strategic planning, granular reporting, and modern FP&A best practices for rapidly scaling finance teams.
Articles by Kirk Kappelhoff


The ultimate guide to business budgeting for finance leaders

A comprehensive guide to understanding, building, and maintaining a 13-week cash flow forecast

Direct vs. indirect cash flow: key differences and how to choose

The outcome-based pricing playbook: When it works, when it fails, and what to do instead

The CFO’s guide to AI transformation for finance: from pilot to scale

What is RevOps and why CFOs should pay attention

ChatGPT for finance: best prompts, use cases and tools to boost your financial workflows

Will AI replace your finance job in 2026? Here's what to do

A new kind of finance leader: The changing role of the CFO in an AI-empowered world

Top 8 OneStream competitors and alternatives in 2026

Unit economics for AI SaaS companies: A survival guide for CFOs for managing token-based costs and margins

Top 8 IBM Planning Analytics competitors and alternatives in 2026

Why traditional finance metrics are breaking in the AI Era (and what to use instead)

How successful CFOs make strategic marketing budget allocation decisions today

5 Generative AI use cases in finance CFOs and their teams can adopt right now

Abacum review: Use cases, pros and cons, and top alternatives

How to unlock strategic growth using customer cohort analysis

How to factor attrition vs. turnover into your headcount planning process

Recognizing subscription revenue: Best practices for SaaS companies

How to create a revenue reporting dashboard that drives growth

The top 10 CFOs and finance pros to follow in 2025 (and why)

How supporting schedules make your financial statements better

Automating headcount reconciliation for more streamlined, effective planning

A comprehensive guide to usage-based pricing in SaaS and what you need to know

The ultimate cash flow forecasting guide for startups

Cracking the code for SaaS success: Is a usage-based pricing model the key?

7 Tips for creating a better AOP planning process

Investor relations: How to build trust, confidence, and great relationships

How to run more effective, engaging board meetings

Unlock better performance with a strategically optimized headcount planning process

How to calculate and track key SaaS performance metrics for usage-based pricing models

How to forecast ARR and revenue with usage-based or hybrid pricing models

Recognizing costs in SaaS company P&L and cash flow reporting and why it matters

Successfully manage your debt schedule with a simple corkscrew financial model

Key takeaways from The SaaS CFO's 5th Annual Finance Tech Stack Report

ERP data consolidation: How to unify financial data for better, streamlined consolidated reporting

ARR forecasting made easy with the corkscrew financial model

The corkscrew model: A simple model with powerful benefits

How to determine cost of goods sold (COGS) for your SaaS business

How to use strategic financial planning and strategic financial management for business success

How to automate financial reporting for reliable, data-driven decision making

Understanding the key differences between a financial plan vs. budget vs. forecast

Financial forecasting and the CFO’s quandary: How complex does the model need to be?

Igniting innovation: How zero-based budgeting empowers strategic investments in R&D

The ultimate guide to balance sheet forecasting for SaaS companies

Flux analysis: A tool for better strategic financial planning in SaaS

Mastering budget management: How to slash budget variances in your business

Unlock game-changing insights in your variance reporting with FP&A software

Value proposition budgeting in SaaS: How to boost business value for your customers

How to use activity-based budgeting to drive efficiency and growth in your SaaS business

Drive strategic growth in your SaaS business with zero-based budgeting

How to make variance reports actionable in your SaaS business

Mastering the variance report: a step-by-step guide for SaaS businesses

Creating a strategic budget for your SaaS business? How to choose the best method

How strategic budgeting can make your SaaS business more competitive

How to build an effective scenario planning process to protect and grow your business

Annual operating plan (AOP) vs. budget: Aren't they the same thing?
Metrics from Kirk Kappelhoff
Accounts Payable (AP) Turnover Ratio
Contribution Margin
Contribution margin is the amount of revenue left from each sale after subtracting variable costs.
Cost Per Lead (CPL)
Cost Per Lead (CPL), also known as Cost Per Prospect, is a marketing metric that measures the average cost, in terms of money spent on marketing and advertising, to acquire one qualified lead. It is calculated by dividing the total expenditure on marketing activities by the number of leads generated within a specific timeframe.
Cash Conversion Score
The cash conversion score (CCS) is an efficiency metric that tracks how efficiently a startup converts its capital raised into recurring revenue. In SaaS, where upfront investments in product development, customer acquisition, and infrastructure are high, CCS is a vital indicator of strategic growth and financial sustainability.
ARR/FTE
Annual recurring revenue (ARR) per full-time equivalent (FTE)—also known as revenue ARR per employee, revenue per FTE, or, return on SaaS employees (ROSE)—measures a SaaS company's operational efficiency by calculating the recurring revenue generated per employee.
Cash Runway
Cash runway is the amount of time a business can continue to operate before it runs out of cash—assuming no new funding and spending stays at its current rate.
Bookings in SaaS
Bookings, also known as sales bookings or committed revenue, refers to the total “committed” value of all new contracts signed within a specific period, representing future revenue that a company “expects” to recognize, including recurring and non-recurring revenue commitments.
Rule of 40
The Rule of 40 states the sum of a SaaS company’s revenue growth and profit margin should be equal to or greater than 40%
Ebooks from Kirk Kappelhoff
Guide4 signs it’s time to switch to a strategic finance platform
Is it time for you to make the switch to a purpose-built Strategic Finance Platform from a combination of Excel spreadsheets and BI tools? This guide will help you figure that out.
GuideHow to Calculate Ramp-Up Time to Improve Your Sales Capacity Planning
This guide explains what ramp-up time is, why it's important, the best way to calculate it and a few ideas to shorten ramp-up time to generate revenues faster.
GuideSales Capacity Planning for Your SaaS Business: How to develop a plan for faster growth
This guide will walk you through the entire process step-by-step and tell you all the factors you need to consider so you can build a reliable plan for growth.
GuideA step-by-step guide to creating a new business ARR plan
Check if your business is well-positioned to focus on New ARR growth and learn how to build a top-down New Business ARR plan that is aligned with overall business objectives and targets.
ReportThe state of AI in FP&A: What’s working, what’s next
Discover how FP&A teams are adopting AI, from tools and skills to policies and gaps. Get data-backed insights to stay ahead in the era of AI-driven finance. Learn from real use cases shared by 258+ finance professionals.
Report2025 SaaS performance metrics benchmarks report
Benchmarkit and Drivetrain bring you the most comprehensive SaaS performance benchmarking data for 2025. Benchmark your performance against nearly a thousand B2B SaaS companies segmented by stage, go-to-market motion, and growth rate.
GuideSaaS metrics based planning: A proven top-down approach to modeling your revenue
Find out how fast-growing SaaS companies are adopting the SaaS KPI Based Planning approach to save significant time and effort throughout the planning process, driving faster alignment and creating more efficiency.