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The Story Behind the Numbers

The Importance of Data-Driven Decision Making for Small Businesses


When I first started working in retail analytics, I was amazed at how much insight could come from something as simple as sales data. Coming from a background in psychology, I was fascinated by how understanding human behavior through observation could translate to real-world applications. Retail didn't initially seem like it would offer that same depth, but I quickly realized that retail analytics is all about understanding people—what the customer wants, when they want it, and why they make the choices they do.


Finding Insights in Sales Data


Early in my career, I remember diving into sales data for the first time to uncover customer preferences. The patterns jumped out immediately: certain items sold better at specific times of the year, and different customer groups had distinct product preferences. Suddenly, a job that seemed full of arbitrary decisions was guided by clear, actionable insights, reshaping how I approached strategy and problem-solving in retail. Moreover, it made it simple to explain to my bosses why I was making the decisions I was making and gain their support. Once they understood the story, it was easy for them to provide me with the resources I needed to make positive changes to the business.


Turning Data Into a Narrative

Many businesses start with a clear vision of what they want to be known for—a product or service they believe will define their identity. However, as customers interact with the business, data often tells a different story. Whether due to cost, perceived value, or lack of interest, what a business prioritizes may not align with what customers are truly drawn to. Most business owners are quick to notice a change in sales, but often they are unsure what caused the shift. In other words, they are unclear about the story behind the trend.


Data helps provide that story, which is essential to businesses uncovering what's working and where they might be missing the mark. This clarity reveals opportunities for improvement. Often, a holistic perspective on what is going on the business can reveal the need for small adjustments, like repricing a key product, rethinking a service bundle, or spotlighting a top-performer. When there is a healthy foundation for decision-making, often these small tweaks can have a significant impact.


Why Data-Driven Decisions Matter


Without data, it's easy to rely on intuition or tradition. But intuition can't always explain why a promotion didn't land or why sales dipped last quarter. Data reveals the "why" behind these trends and helps businesses move from being reactive to being proactive. This is the difference between operating from a place of damage-control vs. marching towards goals.


One business owner recently shared with me that their signature product kept selling out, which they saw as a mark of success. But from my experience in the industry, frequent stock-outs actually mean lost sales and signal that customers might eventually turn to alternatives.  After digging into their data, we discovered the sell-outs were tied to specific marketing blasts. That small insight helped them better align production and marketing timing, ensuring they had stock when demand spiked. This shift immediately boosted sales and also sparked positive feedback from customers, supporting long-term growth. This is the difference between being reactive—straining to keep up with sales and struggling to maintain customer trust—and being proactive--building a business where all of the parts work in synchrony to drive success.


Making It Human


Using data to drive decisions might seem clinical, but my work has proven time and time again that data is an effective a way to connect with customers on a human level. While starting my career in corporate settings, I was in an office, not a store, so data became my bridge to understanding customer needs. It helped me build assortments and create inventory plans that would meet both customer and business expectation. Taking this mindset with me throughout my career has allowed me to feel connected to the customers behind the products I've been responsible for, while driving strategies that have supported business growth.


Getting Started with Data


If you're unsure where to start, here are a few questions that will help you build your story:


  • Traffic: When do your customers or clients come to your business?

  • Conversion: When do they make a purchase? (Traffic doesn't always equate to sales!)

  • Wallet: How much do they typically spend? What are the high and low spending patterns?

  • Key Drivers: What are your top-selling products or services?


Answering these questions will help you notice patterns within your operations that will enable you to make more effective decisions within your business. It also empowers you as a business owner to feel knowledgeable and confident in your role.


Ultimately, data-driven decision-making isn't just about the mechanics of driving revenue or profit—it's about understanding your business's place in the world and making informed choices to guide it in the right direction.

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