How to Unlock Business Insights—Even Without a Data Science Team!
Alberto Peralta, PhD
Assistant Professor of Entrepreneurship and Innovation, Researcher of Sustainable and Collaborative Innovation.
?? Smart Decisions, Real Insights—Without Big Data or Complex Analytics!
In a Quantitative Methods in Business class at Abu Dhabi University, we tackled a challenge every entrepreneur faces: How can small business owners make better decisions using data, even without massive resources or deep analytics expertise?
Most business owners ask questions like:
? What drives customer satisfaction?
? How does brand reputation impact sales?
? What’s the best way to refine a business model based on real-world insights?
But real breakthroughs happen when digging into deeper, high-impact questions:
?? What mix of pricing, product quality, and customer service keeps customers coming back and boosts profitability?
?? How do online engagement, ad spend, and influencer partnerships shape brand awareness and sales conversions?
?? How do supply chain resilience, pricing strategy, and innovation drive business scalability and competitive advantage?
Big corporations have entire analytics teams and mountains of data. But what about SMEs and startups?
?? The answer partially lies in accessible data analysis methods like Partial Least Squares Structural Equation Modeling (PLS-SEM)—a powerful, practical method that helps entrepreneurs extract key insights without massive datasets or a PhD in statistics.
Why PLS-SEM?
PLS-SEM helps small business owners make sense of complex relationships, especially for:
? Customer loyalty and brand trust
? The impact of marketing strategies
? Reputation and sales performance
? The interactions between these factors—not just isolated effects
Unlike traditional analytics that demand large datasets and rigid assumptions, PLS-SEM thrives in real-world, imperfect business conditions, making it ideal for fast, data-driven decision-making. And it retains the rigor needed to deepen on what lies behind the data.
How Entrepreneurs Can Use It
?? Coffee shop owner? ??? Want to know what truly drives customer loyalty—is it the coffee, the service, or the cozy atmosphere? PLS-SEM helps you identify the key drivers, rank them by impact, and stay in control of the bigger picture—allowing you to focus on what truly moves the needle.
?? Launching an online store? ??? Want to understand customer trust? Does fast shipping matter more than a sleek website? With PLS-SEM, you can find out with a small dataset—no need for thousands of customers to gain meaningful insights.
Your Secret Weapon: SmartPLS
In a previous post, we introduced SmartPLS—a tool we actively use in both class and academic research. It’s an intuitive, no-code solution that empowers entrepreneurs to apply PLS-SEM effortlessly, analyze complex decisions, and test strategies with confidence. Whether you're working with a handful or hundreds of variables, SmartPLS helps visualize, interpret, and optimize key business decisions with ease.
The Takeaway
?? Great decisions come from smart, actionable insights, whether you're working with vast data or just a few data points.
?? PLS-SEM gives SMEs a competitive edge by turning real-world data into clear, actionable insights
?? With SmartPLS, you can apply it quickly and easily—without coding or large-scale analytics teams
?? Curious to see how it works? Start exploring PLS-SEM today! ??
#Entrepreneurship #SmallBusiness #DataDriven #PLSSEM #SmartPLS #BusinessGrowth #DecisionMaking