What is Revenue Backlog? A Complete Guide

August 25, 2025
Jason Berwanger
Finance

Learn the difference between revenue backlog and deferred revenue, why each matters, and how to use these metrics for better financial planning and forecasting.

Abacus on desk representing revenue backlog and financial planning.

If you're planning to seek funding, merge, or one day sell your company, investors and buyers will scrutinize your financials for signs of stability. They want to see more than just past performance; they want proof of future success. A strong and well-managed revenue backlog is one of the most convincing signals you can send. It demonstrates a steady stream of secured income, reduces perceived risk, and can directly increase your business valuation. This metric is more than an internal tool for planning—it’s a strategic asset that proves market demand and showcases your company's long-term viability to key stakeholders.

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Key Takeaways

  • Your backlog is a strategic forecasting tool, not an accounting liability: It represents the total value of signed contracts for future earnings, while deferred revenue is cash you've already collected for work you still owe. Keeping them separate is essential for accurate financial planning.
  • Contextualize your backlog with other financial metrics: A large backlog is only valuable if it's profitable and supported by healthy cash flow. Track metrics like gross profit margin and operating cash flow to ensure your future growth is sustainable.
  • Proactive management turns your backlog into predictable income: Create a documented process, encourage collaboration between sales and finance, and monitor your numbers regularly. A unified system prevents errors and keeps your teams aligned on converting contracts into cash.

What is Revenue Backlog?

Think of revenue backlog as the total value of all the work you've agreed to do for customers but haven't delivered yet. It’s the money tied up in ongoing contracts, like subscriptions or long-term projects, that you haven't officially earned. This forward-looking figure represents the total committed revenue you can expect to recognize in the future as you provide your services or products. Understanding metrics like this is key to financial health, and you can find more insights in the HubiFi Blog.

What Makes Up a Revenue Backlog?

Your revenue backlog is built from several sources of committed future income. It includes the total value of signed contracts, active subscription agreements, and confirmed sales orders that are still pending fulfillment. For a subscription-based business, this would be the total remaining value of all customer subscriptions. For a service company, it’s the sum of all ongoing project contracts. Essentially, if a customer has formally agreed to pay you for something you still need to deliver, the value of that commitment is part of your backlog.

Defining Characteristics

A few key things set revenue backlog apart from other financial figures. First, it isn't recorded on your official financial statements like the balance sheet. Unlike deferred revenue, which we'll discuss next, backlog isn't considered a liability. Its value simply decreases as you deliver your services and recognize the revenue. The clock on the backlog starts ticking the moment a contract is signed or "booked," not when payment is received. This makes it a pure measure of your contracted future business, without the complexities of official accounting entries until the work is actually done.

How It Impacts Business Growth

Your revenue backlog is more than just a number; it’s a powerful tool for strategic planning. It gives you a clear view of your company's future earnings potential, sometimes years in advance. This visibility is essential for accurate financial forecasting and resource planning. A healthy, growing backlog signals strong sales performance and market demand, which can strengthen investor confidence. When you can accurately track and manage this data, you're better equipped to make informed decisions about hiring, expansion, and overall business strategy. Automating this process with the right integrations can ensure your data is always accurate and up-to-date.

Revenue Backlog vs. Deferred Revenue

It’s easy to get revenue backlog and deferred revenue mixed up. While they both relate to future earnings, they represent different stages of your revenue cycle and have very different implications for your financial reporting. Confusing them can lead to inaccurate financial statements and tough questions from auditors or investors. Let's clear up the confusion by breaking down exactly what sets them apart.

The Key Differences

Think of it this way: Revenue backlog is the total value of signed contracts you expect to earn over time. It’s your pipeline of committed future revenue. Deferred revenue, on the other hand, is money you’ve already been paid for services or products you haven’t delivered yet. It’s a promise you have to fulfill.

The main distinction is cash. Deferred revenue involves cash you've received upfront, which is why it’s recorded as a liability on your balance sheet—you owe your customer a service. Revenue backlog is the total contract value, regardless of whether you've billed or received payment. It’s a forward-looking metric that shows the health of your sales pipeline.

Impact on Your Financial Statements

Here’s the most important thing to remember: deferred revenue shows up on your balance sheet, but revenue backlog does not. Because you’ve received payment for a service you still need to provide, deferred revenue is listed as a current liability. As you deliver the service, you can move that amount from the liability column to the revenue column on your income statement.

Revenue backlog, however, is an off-balance-sheet metric. It’s not part of your official financial statements but is a critical internal figure for forecasting and planning. Investors and stakeholders often look at your backlog to gauge future growth potential, so while it’s not on the balance sheet, it’s still a number you need to track carefully in your financial operations.

When to Recognize the Revenue

The timing for each of these metrics is triggered by different events. Your revenue backlog begins the moment a contract is signed. It represents the full value of that agreement from day one, giving you a long-term view of your company's projected earnings, sometimes years in advance. This makes it an invaluable tool for financial forecasting.

Deferred revenue kicks in later in the process—specifically, when you send the first invoice for a contract. Once you bill the customer, the invoiced amount for services not yet rendered becomes deferred revenue. You then recognize this as earned revenue incrementally as you deliver on your contractual obligations, following standards like ASC 606.

Proper Accounting Treatment

The accounting for these two items follows their definitions. Since deferred revenue starts with an invoice, it’s directly tied to your billing schedule. As you perform the service or deliver the product, you earn a portion of that deferred revenue, which is then officially recognized on your income statement.

Revenue backlog is treated differently. It’s not impacted by your invoicing schedule at all. Instead, your backlog is reduced only as you actually earn the revenue over the life of the contract. Managing this process manually can be complex, which is why automated revenue recognition solutions that integrate with your existing systems are so helpful for keeping your books accurate and compliant.

Why Your Revenue Backlog Matters

Think of your revenue backlog as more than just a number—it’s a window into your company's future. It represents the committed, contracted revenue you have yet to recognize. This isn't just about accounting compliance; it's a powerful indicator of your business's health and stability. When you understand and manage your backlog effectively, you gain a strategic advantage that impacts everything from day-to-day operations to long-term valuation. A healthy backlog shows you have a steady stream of income on the horizon, which is crucial for planning, securing funding, and making informed decisions with confidence. It’s the difference between guessing where your business is headed and knowing the path forward.

Improve Financial Planning

Your revenue backlog is a cornerstone of solid financial planning. It gives you a clear picture of the total value of your current and new contracts, helping you anticipate how much money you'll make in the coming months or even years. This visibility allows you to move beyond reactive decision-making. Instead of wondering if you can afford a new hire or invest in new technology, you can plan your budget based on predictable future income. With a reliable backlog, you can allocate resources more effectively, manage cash flow with greater precision, and build a financial strategy that supports sustainable growth. For more on this, check out the HubiFi Blog for deeper financial insights.

Forecast with More Accuracy

Accurate forecasting is essential for any growing business, and your revenue backlog is the key to getting it right. It provides a data-backed foundation for your financial projections, showing how well your company is selling and what its potential for future growth looks like. This isn't just about making an educated guess; it's about using concrete, contracted revenue to build a reliable forecast. When you know what's already in the pipeline, you can predict future earnings with much greater certainty. This accuracy helps you set realistic goals, manage expectations with stakeholders, and identify potential revenue gaps before they become problems. An automated system can help you maintain this accuracy without the manual busywork.

Strengthen Investor Confidence

Investors are always looking for signs of a stable and predictable business, and a strong revenue backlog is one of the most convincing signals you can send. A large backlog demonstrates that your company has a steady stream of money coming in, which reduces perceived risk and makes your business a more attractive investment. It proves there's a real market demand for your services and that you have secured future income. This kind of financial stability is exactly what investors and lenders want to see. It shows them that your business is not just surviving but is set up for future success, making them feel more confident in your company's long-term viability.

Influence on Business Valuation

When it comes to determining your company's worth, your revenue backlog plays a major role. This figure represents the total amount of money you expect to earn from signed contracts where services haven't been fully delivered yet. During a merger, acquisition, or funding round, this "unbilled portion of contracts" is scrutinized as a key asset. A substantial and well-managed backlog can directly increase your business valuation because it represents guaranteed future revenue. It’s tangible proof of your company's earning potential and market position, making it a critical component in negotiations and ultimately helping you secure a valuation that reflects your true worth.

Key Metrics to Track Alongside Your Backlog

Your revenue backlog is a fantastic indicator of future revenue, but it doesn't tell the whole story. To understand if those promises will lead to a healthy, growing business, you need to look at it alongside other key financial metrics. These numbers give you a 360-degree view of your company's health, helping you see potential challenges before they become major problems. By monitoring these metrics, you can make sure your growing backlog translates into real, sustainable success. Having the right integrations in place can make pulling this data seamless.

Operating Cash Flow

This metric shows the cash generated from your regular business operations. A healthy backlog is one thing, but if you're not converting those future sales into actual cash, you could face a crunch. Analyzing your ratio of operating cash flow compared to your total capital employed gives you deeper insight into your business's financial health, allowing you to look beyond just profits when making capital investment decisions. A strong OCF means you have the liquidity to cover daily expenses, invest in growth, and manage the costs of fulfilling your backlog without relying on external financing.

Current and Quick Ratios

Think of these ratios as your financial safety net. The current ratio divides total assets by liabilities to give you an understanding of the solvency of your business—i.e., how well your company is positioned to meet its financial obligations consistently on time. The quick ratio is a bit more strict, excluding inventory to show your most liquid assets. A growing backlog often means taking on more short-term liabilities to get the work done. Tracking these ratios ensures you have enough liquid assets to cover those obligations without a struggle, keeping your operations running smoothly.

Gross Profit Margin

Not all revenue is created equal. Your gross profit margin is a key indicator of a company's financial health, reflecting the percentage of revenue that exceeds the cost of goods sold (COGS). A large backlog is great, but if the work isn't profitable, it's just busywork that drains resources. Monitoring your gross profit margin helps you ensure that the contracts filling your backlog are actually contributing to your bottom line. It also provides valuable feedback for pricing future projects, helping you build a backlog that is not just big, but also profitable.

Debt-to-Equity Ratio

This ratio is a measure of a company's financial leverage, calculated by dividing total liabilities by shareholders' equity. It essentially shows how much of your financing comes from debt versus your own funds. Fulfilling a large backlog might require investments in new equipment or hiring more staff, which could mean taking on debt. While debt isn't inherently bad, a high debt-to-equity ratio can be a red flag for investors and lenders. Keeping an eye on this metric helps you manage your financial risk and make sure you're not overextending your company as you scale.

Revenue Recognition Rate

This is where the rubber meets the road. Your revenue recognition rate measures how quickly you convert your backlog into actual, recognized revenue on your income statement. Revenue recognition is crucial for understanding how much revenue has been earned versus what is still pending, providing insights into the company's financial performance. A slow rate could signal bottlenecks in your delivery process or issues with project management. Tracking this metric gives you direct insight into your operational efficiency. With automated tools, you can monitor this in real-time, ensuring you’re on track to meet your financial goals and keep stakeholders confident.

How to Calculate Revenue Backlog

Calculating your revenue backlog doesn't have to be a complicated affair. At its core, it’s a straightforward process that gives you a powerful snapshot of your company's future earnings. Think of it as a reliable indicator of your financial health, showing you the total value of contracted work that you still need to complete. While the math itself is simple, the key to a truly useful calculation lies in the quality and accuracy of your data.

Getting this number right is essential for everything from financial forecasting to strategic planning. It helps you understand your sales momentum and anticipate your future workload and resource needs. When you have a clear view of your backlog, you can make much smarter decisions about hiring, spending, and growth initiatives. The goal is to move beyond a simple calculation and turn this metric into a dynamic tool for managing your business. With clean data and a consistent process, you can transform your backlog from a static number into a forward-looking guide.

The Basic Formula

Let's get right to it. The formula for calculating your revenue backlog is simple and direct:

Revenue Backlog = Total Contracted Revenue – Revenue Recognized to Date

For example, imagine your company has signed contracts totaling $10 million. So far, you have delivered the services or products associated with $4 million of that amount, which you've officially recognized as revenue. Using the formula, your revenue backlog would be $6 million ($10M – $4M). This $6 million represents the committed revenue you can expect to earn as you fulfill the remaining obligations on your active contracts. It’s a clear, tangible figure that reflects the work you have lined up.

What Data You Need to Collect

To use the formula effectively, you need to pull together two specific pieces of information. Accuracy here is everything, so it’s important to have a reliable system for tracking these figures.

  1. Total Contracted Revenue: This is the full value of all your active customer contracts for work that has not yet been delivered. It’s the total amount of money customers have committed to paying you for future products or services.
  2. Revenue Recognized to Date: This is the portion of the total contract value that you have already earned according to accounting principles like ASC 606. You’ve delivered the goods or performed the service, so you can officially count it as earned income on your books.

How to Review and Update Your Numbers

Your revenue backlog isn't a "set it and forget it" metric. To get the most value out of it, you should make its calculation and review a regular part of your financial routine—whether that's monthly or quarterly. Consistent monitoring helps you spot trends and address potential issues before they become major problems.

Is your backlog growing steadily? That’s a great sign that your sales team is performing well and your business is healthy. Is it starting to shrink? That could be an early warning to ramp up your sales and marketing efforts. Regularly reviewing this number allows you to make proactive strategic decisions about where to allocate resources and how to plan for the months ahead.

Common Calculation Mistakes to Avoid

One of the most frequent errors in financial reporting is confusing revenue backlog with deferred revenue. While they are related, they are not the same thing. Revenue backlog is the total value of contracted, unearned revenue, whereas deferred revenue is specifically the cash you have already collected for services you have yet to provide.

Mixing them up can distort your financial statements and lead to a misunderstanding of your company's actual performance. It's crucial to maintain a clear distinction to ensure accurate financial reporting and build trust with investors, auditors, and stakeholders. Using automated systems with seamless integrations can help prevent these manual errors by keeping your financial data clean and correctly categorized.

How to Manage Your Revenue Backlog Effectively

Having a healthy revenue backlog is one thing; managing it effectively is another. Simply tracking the number isn't enough. To turn your backlog into a strategic tool, you need a proactive approach that involves clear processes, team alignment, and consistent oversight. When managed well, your backlog provides a reliable roadmap for future growth, helping you make smarter decisions about where to invest your time and resources.

An effective management strategy ensures your data is always accurate and that every relevant team understands its role in fulfilling those future contracts. It’s about creating a system that not only tracks promised revenue but also helps you deliver on it successfully. By implementing a few key practices, you can transform your backlog from a simple metric into a dynamic guide for your entire business. Let's walk through four essential steps to get your revenue backlog under control and working for you.

Document Your Process

The first step to effective management is creating a clear, documented process for how you calculate and track your revenue backlog. This ensures everyone on your team is working from the same playbook, which is crucial for consistency and accuracy. Your process should outline exactly what data to include, such as total contracted revenue, revenue earned to date, and the remaining time on contracts.

Think of this as your company’s official guide to the backlog. It should be easy to understand and accessible to anyone who needs it. A well-documented process minimizes errors, simplifies training for new team members, and makes your financial reporting much more reliable. It’s the foundation upon which all other management efforts are built.

Encourage Team Collaboration

Your revenue backlog isn’t just a concern for the finance department. It’s directly impacted by the work of your sales, marketing, and customer success teams. To manage it effectively, you need to break down the silos between these departments. When teams operate from a shared system and have access to the same data, communication flows more smoothly, and everyone stays aligned.

This unified approach is often called Revenue Operations (RevOps), a strategy that brings all revenue-generating functions together. By fostering collaboration, you ensure that the sales team isn’t making promises the delivery team can’t keep and that finance has a clear view of what’s coming down the pipeline. This alignment is key to turning your backlog into fulfilled revenue.

Monitor Performance

Once you have a process and your teams are aligned, you need to monitor your backlog regularly. This isn’t a task you save for the end of the quarter. Consistent monitoring allows you to spot trends, identify potential risks, and catch problems before they escalate. Are you seeing a spike in contract cancellations? Is a certain product or service consistently underperforming? These are the kinds of insights you can gain from keeping a close eye on your numbers.

Regularly reviewing your backlog also sharpens your ability to plan your finances and forecast future earnings with greater confidence. It helps you move from a reactive state to a proactive one, giving you the information you need to make timely adjustments and keep your business on track.

Integrate with Strategic Planning

Finally, the data from your revenue backlog should be a core component of your company’s strategic planning. This metric offers a powerful glimpse into the future, showing you the committed revenue you can expect over the coming months or even years. This insight is invaluable when making big-picture decisions about your business.

Use your backlog information to inform your budget, guide hiring decisions, and prioritize resource allocation. For example, a growing backlog might signal that it’s time to invest in new staff or technology to meet future demand. By integrating backlog analysis into your financial strategy, you can ensure your operational plans are grounded in real data, helping you reach your long-term goals more effectively.

Common Challenges in Managing Revenue Backlog

A healthy revenue backlog is a great indicator of future success, but it’s not a set-it-and-forget-it metric. Managing it effectively means grappling with a few common hurdles that can trip up even the most organized finance teams. From messy data to shifting market conditions, staying on top of your backlog requires constant attention and a solid strategy.

The biggest challenges often stem from disconnected systems and manual processes. When your sales, finance, and operations teams aren't on the same page, it’s easy for crucial details to fall through the cracks. This can lead to inaccurate forecasts, misallocated resources, and missed opportunities. Let’s break down the most frequent obstacles and how you can start thinking about overcoming them.

Ensuring Data Accuracy

Your revenue backlog is only as reliable as the data you feed it. It represents the total amount of money you expect to earn from secured contracts, but if the initial data from those contracts is flawed, your entire forecast will be off. Inaccurate data can come from manual entry errors, outdated information, or systems that don't talk to each other.

To build a trustworthy backlog, you need a single source of truth. This means ensuring that when a deal closes, all the relevant details—contract value, terms, and delivery schedules—are captured correctly and flow seamlessly into your financial systems. Automating this process with the right software integrations can eliminate manual errors and give you a clear, real-time view of your future revenue.

Handling Contract Changes

Business is dynamic, and so are contracts. Amendments, scope changes, and custom pricing are all part of the game. While these adjustments are necessary to meet client needs, they can make backlog management a real headache. Some contracts have tricky rules, like special payment milestones or variable fees, which make it difficult to pin down the exact backlog value at any given moment.

Each time a contract is modified, your backlog needs to be updated immediately and accurately. Relying on spreadsheets or manual tracking for this is risky. A single missed update can skew your financial projections and lead to compliance issues down the road. A robust system that can handle complex contract logic is essential for keeping your backlog clean and current.

Responding to Market Volatility

Your revenue backlog isn’t created in a vacuum. It’s directly influenced by the world around you. Changing market conditions, economic downturns, or even shifts in customer preferences can quickly affect your backlog. A customer who signed a multi-year contract might suddenly face budget cuts, putting that future revenue at risk.

While you can't control the economy, you can build resilience into your forecasting. This involves regularly stress-testing your backlog against different scenarios and staying informed about industry trends. Proactive monitoring helps you identify potential risks early, allowing you to adjust your financial plans and communicate transparently with stakeholders before a small issue becomes a major problem.

Closing Communication Gaps

One of the most persistent challenges in revenue management is the gap between sales and finance teams. Sales is focused on closing deals, while finance is focused on recognizing revenue according to accounting standards. When these teams operate in separate silos with different tools, information gets lost in translation. This disconnect can lead to inaccurate backlog reporting and friction between departments.

The best way to bridge this gap is to have both teams operate from a shared system where they can communicate effectively and access the same data. When everyone is looking at the same numbers, it’s easier to align on goals and processes. You can find more insights on financial operations that help foster this kind of collaboration and keep your teams connected.

Strategies for Managing Risk

Effectively managing your revenue backlog is ultimately about managing risk. The challenges of data accuracy, contract changes, market shifts, and communication gaps all introduce uncertainty into your financial forecasts. A proactive approach to risk management is crucial for maintaining a healthy and predictable revenue stream.

Start by establishing standardized workflows across your sales, finance, and customer success teams. Clear protocols ensure everyone understands their role in the revenue lifecycle, from contract signing to final payment. Implementing an automated system can help enforce these workflows and provide the visibility needed to spot risks early. If you’re ready to build a more resilient revenue process, you can schedule a demo to see how a unified data platform can help.

Best Practices for a Healthy Revenue Backlog

Managing your revenue backlog isn't just about tracking numbers; it's about building a stable, predictable future for your business. A healthy backlog is a sign of strong demand and future revenue, but an unmanaged one can lead to operational chaos, unhappy customers, and cash flow problems. The key is to be proactive, not reactive. By implementing a few core practices, you can turn your backlog from a source of stress into a strategic asset that guides your company’s growth and decision-making.

Set Clear Expectations

The best way to prevent future headaches is to start every customer relationship with total transparency. Make sure your contracts are crystal clear about deliverables, timelines, and payment terms. When customers know exactly what to expect and when, you minimize the risk of disputes down the road. This isn't just about legal protection; it's about building trust. A clear agreement acts as a shared roadmap for you and your client, ensuring everyone is aligned from day one. This simple step fosters better relationships and a smoother revenue recognition process.

Monitor and Update Regularly

Don't let your backlog become a static report you only glance at once a month. You should be reviewing it consistently to spot trends, identify potential bottlenecks, and catch issues before they escalate. Regular monitoring gives you the real-time visibility needed to make informed decisions. Are certain types of projects consistently delayed? Is the backlog growing faster than your capacity to deliver? Answering these questions early allows you to adjust your strategy, reallocate resources, and keep your operations running smoothly, ensuring you can deliver on your promises.

Allocate Resources Strategically

Your revenue backlog is a powerful indicator of where you should focus your team's energy. If your backlog is growing rapidly, it’s a clear signal to direct more resources toward service delivery and fulfillment to avoid falling behind. On the other hand, if you see the backlog shrinking or new deals slowing down, it might be time to shift focus back to sales and marketing efforts. This dynamic approach helps you maintain a healthy balance between acquiring new business and serving existing customers, ensuring sustainable growth without sacrificing quality.

Keep Customers in the Loop

Honest and proactive communication is essential, especially when things don't go exactly as planned. If you foresee potential delays or changes in a project, let your customers know as soon as possible. Keeping them informed shows that you value their business and are actively managing their project. This transparency can turn a potential problem into an opportunity to strengthen your relationship. It allows you to work together on a solution, manage expectations, and maintain trust, which is far more valuable than pretending everything is perfect.

Continuously Optimize Your Process

Great backlog management relies on efficient, repeatable processes. It’s crucial to establish standardized workflows that connect your sales, finance, and operations teams. When everyone follows the same protocol, you reduce errors, eliminate confusion, and ensure data flows smoothly from one department to the next. Using tools that offer seamless integrations between your CRM, ERP, and accounting software can automate much of this process. This alignment doesn't just make your backlog easier to manage—it makes your entire revenue function more efficient and scalable.

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Frequently Asked Questions

What's the main difference between revenue backlog and deferred revenue, in simple terms? Think of it this way: revenue backlog is the total value of all the contracts you've signed for future work. Deferred revenue is the specific amount of cash you've already collected for work you haven't done yet. The backlog is a measure of your entire pipeline of promised business, while deferred revenue is an accounting liability because you owe your customer a service you've already been paid for.

If my revenue backlog is so important for valuation, why doesn't it appear on my balance sheet? Your balance sheet follows strict accounting rules that only record transactions that have already occurred. Revenue backlog is a forward-looking metric that represents the total value of signed contracts, not yet earned revenue. While it's a powerful indicator of future financial health for investors and internal planning, it doesn't become a formal accounting entry until you actually start invoicing and delivering the work.

Is it possible to have a large revenue backlog but still have cash flow problems? Absolutely. A large backlog is a great sign of future income, but it doesn't reflect the cash you have on hand today. Fulfilling those contracts requires you to spend money now on things like payroll and resources. If your payment terms are lengthy or the costs to deliver are high, you can easily find yourself in a cash crunch while waiting for that future revenue to come in. This is why it's so important to monitor your backlog alongside your operating cash flow.

How often should my team be reviewing our revenue backlog? While there isn't a universal rule, you should definitely avoid treating it as a once-a-year task. For most companies, a monthly or quarterly review is the sweet spot. This cadence is frequent enough to help you spot important trends, adjust your financial forecasts, and make timely decisions about resources without getting lost in minor daily changes. The most important thing is to be consistent.

Can a growing backlog ever be a bad sign for a business? It might sound strange, but yes. A backlog that is growing uncontrollably can be a red flag that your sales are outpacing your operational capacity to deliver. This can lead to project delays, a decline in quality, and ultimately, unhappy customers. A healthy backlog grows at a sustainable rate that aligns with your team's ability to do great work, signaling manageable growth rather than a future operational bottleneck.

Jason Berwanger

Former Root, EVP of Finance/Data at multiple FinTech startups

Jason Kyle Berwanger: An accomplished two-time entrepreneur, polyglot in finance, data & tech with 15 years of expertise. Builder, practitioner, leader—pioneering multiple ERP implementations and data solutions. Catalyst behind a 6% gross margin improvement with a sub-90-day IPO at Root insurance, powered by his vision & platform. Having held virtually every role from accountant to finance systems to finance exec, he brings a rare and noteworthy perspective in rethinking the finance tooling landscape.