Data Science Isn’t Just for Big Corporations: A Guide for Small Businesses
- Kyle Katzen
- Jun 16
- 4 min read

As a small business owner, you might think data science is only for tech giants with deep pockets and massive datasets. But the truth is that data science is for you too. Whether you run an insurance brokerage, an e-commerce store, or a subscription service, data science can unlock insights to help you grow smarter and faster without breaking the bank. I’m the founder of Ein Insights LLC, a data science consultancy focused on helping small businesses like yours, and I’m here to show you how.
The Myth: Data Science Is Too Complex for Small Businesses
Many small business owners assume data science requires huge teams, expensive software, or terabytes of data. That’s not the case. If you’re already collecting data such as customer information in a CRM, sales numbers, or marketing stats from Google AdSense, you have enough to start. Data science isn’t about complexity. It’s about clarity. It’s about turning your raw data into actionable insights that drive better decisions.
For example, imagine a business that offers a subscription service. By using a churn prediction model, they could identify which customers are likely to cancel their subscriptions. Once you know which customers are likely to leave, you can create tailored interventions. Common results from these kinds of interventions are anywhere between 1 and 10 percentage points difference. That could take your churn from 20% to 10% or 5% to 4%.
What Can Data Science Do for Your Small Business?
Here are three ways data science can make an immediate impact, no matter your industry:
1. Predict Customer Behavior
Want to know which customers are most likely to leave? Churn prediction models can help. For subscription-based businesses like SaaS companies or gyms, these models analyze patterns in customer data to identify who’s at risk of canceling. You can then take action, such as offering a discount or addressing their concerns with better customer service. This proactive approach can help you keep more customers, boosting your retention rate and ensuring steady revenue.
2. Maximize Your Marketing Spend
If you’re handling your own marketing, you’re probably using tools like Google AdSense or social media ads to reach your customers. But are you getting the most out of every dollar you spend? Data science can take a closer look at your campaigns and show you what’s really working and what’s not. Big tech platforms do a decent job of optimizing your ads for things they can measure, like clicks or leads. But they don’t know what matters most to your business, like the true value of each customer to you.
Take a restaurant as an example. Say you’re running ads for your happy hour beer specials and ads for your fine wines. A platform like Google might see that your beer ads get more clicks and decide they’re the winner. What they can’t see is that your wine enthusiasts might spend $60 or more on a $20 bottle. A data science can help you spot connect these datasets, so you can spot this difference and focus your marketing budget on the customers who truly boost your bottom line.
3. Understand Your Customers’ Lifetime Value
Not all customers are equal. By predicting customer lifetime value (LTV), you can identify your most valuable clients and prioritize them. For a financial services firm, this might mean focusing on clients likely to bring in the most revenue over time. For a retail business, it could mean tailoring promotions to high-value shoppers. Knowing who’s worth your time helps you allocate resources effectively.
Why Small Businesses Can’t Afford to Ignore Data Science
As a small business owner, you have to wear a lot of hats, and most of them you probably aren’t well versed in. Say you opened a plumbing business. You’re likely a really good plumber, but you’ve also had to teach yourself all sorts of things like accounting, finance, or marketing. Those topics can feel complex, but an expert can simplify them for you, helping you make the best decisions for your business. When it comes to anything data-related, a good data scientist can dive into your data and extract the insights you need to make smart choices. Much of the time, the right decisions become clear once you actually look at the data.
How to Get Started Without Breaking the Bank
You don’t need a full-time data scientist to benefit from data science. At Ein Insights, we specialize in affordable solutions for small businesses. Here’s how we can help you get started:
Start Small with a Free Wireframe: We offer free “wireframing” projects to assess your data and show you the value upfront, like a mini churn prediction or marketing analysis.
Affordable Custom Solutions: Our projects range from $1,000 to $5,000, far below the $2,000 to $15,000 typical freelancers charge for similar work, and well below the $130,000 in base salary you'd pay a run-of-the-mill data scientist. And if you have a data source with an API we haven't worked with yet, we'll give you a discount.
Clear, Actionable Insights: We don’t just hand you a report and leave. We explain what your data means in plain language, so you can act on it with confidence.
Let’s Make Data Science Work for You
Data science isn’t just for big corporations. It’s for any business with data and a desire to grow. Whether you’re looking to retain more customers, optimize your marketing, or understand your best clients, we can help. I’d love to chat about how data science can work for your business. Drop a comment, send me a message, or let’s set up a free 30-minute consultation to explore your needs. Let’s turn your data into your superpower!
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