In New York City, where financial decisions are often made quickly and under pressure, Jesse Ransford works in a part of the field where even small assumptions can lead to outsized consequences. Numbers may drive the conversation, but they are rarely enough on their own.
Behind every valuation, tax structure or reporting decision is a business with its own risks, patterns, and daily operations. Ransford’s job is to make sure those details are understood before anyone relies on the results.
At Economics Partners, he works across industries including technology, energy and retail, helping clients with valuation, financial reporting and tax structuring.
His work helps companies understand what their business is worth, how transactions should be structured and whether their financials will hold up under scrutiny.
A model can look correct on paper and still lead to the wrong conclusion if those details are off.
Ransford brings technical skill to his work, but he also takes the time to ask the right questions and connect the numbers back to the business itself, so the final result is not just correct, but useful.
Staying Ahead of the Numbers
For Ransford, much of the work begins before any model is built. Each morning, he checks in on the industries he follows most closely, looking for anything that could affect his assumptions, whether it’s a pricing shift, a policy update or a change in growth expectations.
“One of the daily practices that has most contributed to my early success in corporate finance consulting is staying consistently informed on economic and financial news,” he said.
He uses tools like Capital IQ, along with sources such as Bloomberg and The Wall Street Journal, to see how markets and companies are performing. This helps him understand what has changed before moving deeper into the analysis.
Before starting a new project, he asks the same three questions: What’s the objective? What’s the timeline? Who are the key decision-makers?
Only after that does the analysis begin.
From Technical Accuracy to Business Understanding
Early in his career, Jesse Ransford was tasked with building a discounted cash flow model for a home improvement company. He approached it the same way he had been trained, methodically and carefully, projecting revenue to remain flat across each quarter.
As soon as the model was reviewed, a senior manager asked whether he had considered seasonality.
“I realized I had been so focused on the technical mechanics of the DCF that I hadn’t stepped back to understand the fundamental business dynamics,” Ransford explained.
The question prompted him to step back and look at the business itself, not just the structure of the model.
His manager pointed out that home improvement is highly seasonal. It tends to rise in the spring and summer, when weather conditions make renovations easier, and slow in the colder months, when fewer projects are started.
Once that was reflected in the model, the results changed. Revenue peaked in the middle of the year and declined in the first and fourth quarters, reshaping the company’s cash flow profile and valuation.
“Financial modeling isn’t just about technical precision. It’s about understanding the underlying business reality,” Ransford said.
Since then, he has focused on understanding how a business operates before building any model. Math is still important, but it is no longer the starting point.
Valuing Businesses With Multiple Moving Parts
Valuation, in Ransford’s view, is not a one-size-fits-all exercise.
“Though the practice requires plenty of strenuous arithmetic, valuation is more of an art than an exact science,” he said. “Each sector requires a different set of assumptions.”
The higher the stakes and the more complex the work, the more important this approach becomes.
In one case, he worked with a multi-entity technology company preparing for a potential merger or acquisition. Each part of the business operated differently, with its own revenue model and growth profile.
Instead of using a single framework, he built separate models for each segment, using market comparisons and internal data to refine each set of assumptions. He also worked alongside the tax team to understand how the pieces interacted.
The result gave leadership a clearer view of how the business was structured and how each part contributed to overall value, helping guide negotiation strategy.
In another engagement, a multinational company believed its pricing strategy aligned with market standards. After analyzing comparable data, Ransford identified gaps that suggested otherwise.
Presenting that analysis allowed the company to adjust its approach, reduce tax risk and improve its financial strategy.
Ransford uses scenario analysis, sensitivity testing and ongoing monitoring of economic and policy changes to evaluate different outcomes. Instead of relying on a single projection, he considers how different outcomes could affect the business.
Still, not every decision comes down to a model.
In one instance, a client asked him to take on work that fell outside the scope of the project and involved legal risk. As a junior team member, there was pressure to move forward and find a solution.
Rather than trying to handle the situation on his own, he raised the issue with senior team members.
“Boundaries matter,” he said.
In finance, pushing ahead without the right expertise can create bigger problems later. Knowing when to step back is part of maintaining client trust and the integrity of the work.
Why Explanation Matters As Much As The Analysis
Even the most detailed analysis has limited value if it cannot be understood. A significant part of Ransford’s work is translating complex financial data into something decision-makers can use.
“I can take difficult-to-understand financial data and boil it down to simple, actionable conclusions,” he said.
Instead of handing over a model, he walks through what is driving the results, what assumptions were used and where there may be risk. For example, if a valuation suggests a company is worth more than expected, he explains why and what could change that outcome.
He has also become more intentional about how he spends his time. Early in his career, much of his work involved manually updating reports. After teaching himself how to automate parts of that process using VBA, he cut down on repetitive tasks and redirected that time toward deeper analysis.
Now, he organizes his work based on where it adds the most value. Tasks that require judgment or direct client interaction stay hands-on, while routine work is automated or delegated.
That gives him more time to focus on the work that directly informs decisions.
Learning To Adjust On And Off The Slopes
Ransford grew up in Colorado, where he spent years skiing at Aspen Highlands. He still returns when he can, drawn to the challenging terrain and fresh snow.
Skiing requires quick decisions and constant adjustment. Conditions can change without warning, and staying on course means reacting in real time.
That is the same skill he relies on in his work, where assumptions can change and decisions need to be revisited as new information comes in. In both settings, success depends on paying attention to what is actually happening, not what he expects to happen.
In 2022, he added CrossFit to his routine as a way to improve his health and manage stress. The workouts were difficult at first and never really got easier, but sticking with them made him both happier and more productive.
More importantly, they reinforced a mindset he uses in his work: progress doesn’t come from quick wins. It comes from showing up, doing the hard parts and staying with something long enough to get better at it.
Less Build, More Judgment
New tools, particularly artificial intelligence, are starting to handle parts of valuation that used to take hours, from pulling comparable companies to organizing data and updating models.
In Ransford’s work, that is already changing how his time is spent. He now focuses less on building models and more on testing assumptions and making sure the analysis reflects how a business operates.
“I think consulting is going to become less about crunching numbers and more about interpretation,” he explained.
At the same time, the decisions tied to that analysis are becoming more complex. Markets move quickly, policies change and companies are often managing several challenges simultaneously, making it harder to rely on a single forecast.
As a result, the work increasingly centers on thinking through different scenarios, understanding risk and adjusting as conditions change. Jesse Ransford has already started adapting to these changes.
More of his time now goes toward the parts that are harder to automate — questioning assumptions, weighing tradeoffs and explaining what the numbers mean for the decisions ahead.
