When people think about commercial banking, they often picture spreadsheets, underwriting models, and complex financing structures. And while those things are certainly part of the job, Madeline Harlan describes her role in much more human terms: part engineer, part detective, and part trusted advisor.
At its core, her work focuses on helping companies access the capital they need to grow, acquire businesses, and navigate change. Working alongside private equity firms and middle-market companies, Madeline helps structure financing solutions that support acquisitions, working capital, and long-term growth strategies.
“Private equity firms don’t fund acquisitions entirely with their own capital,” she explained. “That’s where banks come in. We partner with them to structure the right financing solution for the business they’re buying.”
But what makes the role especially compelling, she says, is the blend of technical analysis and relationship-building.
Serving the “Middle Market”
Madeline’s client base spans both private equity-backed businesses and family-owned companies. Her team works with middle-market businesses seeking debt financing solutions — whether for acquisitions, working capital, treasury management, or broader strategic growth initiatives.
“Our core client is really a middle-market commercial banking client,” she explained, noting that the businesses she serves typically range from roughly $20 million to over $600 million in revenue.
Extroverted & Analytical are Not Oxymorons
One quality Madeline believes has been especially important to her success is a willingness to get deeply into the details of a client’s business. “I get in the weeds pretty well with my clients and the organizations I work with,” she shared.
At the same time, she’s quick to point out that commercial banking is far from a purely analytical profession. “If you’re very social and extroverted, but also analytical, you would probably love being a commercial banker,” Madeline said. “I love the analytics of financing and structuring debt, but I also love getting to talk with companies, CFOs, CEOs, and private equity groups.”
That combination of curiosity, technical depth, and relationship-building shapes the way she approaches clients and transactions alike. “I try to really understand their business holistically,” she explained. “The more questions you ask, the more you learn, and the more you can bring thoughtful, consultative ideas to the table.” In an industry often defined by transactions, it’s a reminder that the strongest partnerships are still built the old-fashioned way: through trust, curiosity, consistency, and genuine understanding.
To Do More Transactions, Avoid Being Transactional
One of the biggest missed opportunities Madeline sees is when companies approach banking relationships too transactionally. While pricing always matters, she believes the strongest outcomes often come from long-term partnerships and holistic relationships.
“You can get way more value from a bank relationship if you think about it more holistically,” she said. “If we know the client well, if we’ve done transactions together, if we understand the business deeply, we can often provide better structures, better flexibility, and better solutions.”
It’s a perspective that reflects a broader truth about middle-market banking: the best partnerships are often built over years, not individual deals.
Without hesitation, Madeline pointed to the value of building trusted relationships across industries, not just within banking.
“Finding really good trusted partners in other sectors is huge,” she said. “People you can refer business to, bounce ideas off of, and really collaborate with.” She emphasized that the strongest business development networks are built over time through consistency, trust, and genuine connection, not simply transactional networking. “I think having a tight-knit group of people you really trust helps everyone,” she explained. “Not just for referrals, but to better serve clients together.”
While Madeline attends industry conferences and events, her favorite networking format is much simpler: one-on-one conversations. “I actually love a one-on-one coffee,” she shared. “That’s where you really learn what people are seeing in their industry and stay current on trends that can help clients.”
Steady Through Uncertainty
Madeline is no stranger to changing market conditions. Banking has seen its share of cycles and disruptions throughout her career, but when asked what stands out most, she immediately pointed to one defining moment: COVID.
“Living through that was crazy,” she said. “No one could have forecasted it.”
From navigating PPP programs to helping clients manage uncertainty in real time, the experience reshaped how banks think about risk, responsiveness, and crisis management.
Today, like many leaders in finance, Madeline is closely watching how broader macroeconomic and geopolitical shifts may impact businesses over time. From tariffs to global conflict, she noted that the biggest challenge is often not the initial disruption, but the delayed effects that eventually work their way through company financials.
“Sometimes you just don’t know until you start seeing it flush through the numbers,” she explained. “So a lot of it is staying close to clients and understanding how they’re thinking about risk and planning ahead.”
That steady, relationship driven approach of staying close to clients, asking thoughtful questions, and helping businesses navigate uncertainty over the long term has become one of the defining characteristics of her leadership style.
Why Banking Thrives in Houston
Based in Houston, Madeline has a front row seat to one of the country’s fastest growing business communities. While outsiders often associate Houston primarily with oil and gas, she sees something much broader driving the city’s momentum: diversity of industry, strong infrastructure, and a deeply connected business ecosystem.
“I was actually having a conversation about that with five other people at a lunch today,” she shared. “We were saying how appreciative we are to be in such a phenomenal market.”
Madeline pointed to the steady influx of banks, law firms, and advisory firms expanding across Texas as evidence of the opportunity in the market.
“You see banks all the time coming here trying to stake a claim in Texas or Houston,” she said. “You’re seeing it with law firms. You’re seeing consolidation across banks, law firms, and accounting firms because there’s so much demand.”
She also emphasized that Houston’s strength comes from far more than just one industry.
“A lot of people think oil and gas when they think Houston, but there are so many other businesses,” she explained, pointing to the city’s port infrastructure, international connectivity, and scale.
Beyond business opportunity, Madeline believes Houston offers something equally important: a place where people genuinely want to build their lives. “It’s a great place to work,” she said, “but also a place where people want to raise their kids and have good work life balance.”
Life Outside the Office
Outside the office, Madeline’s focus is her young family, where cozy time with two little ones is the highlights of her week. “My daughter’s ballet recital is this week,” she said with a smile. “I’m just so excited for her.”
Written by Channing Cason Shifflett
Channing is the Director of Business Development at Kayo Conference Series