By Mackenzie Corral

A marketing major at UIUC who’s interested in digital strategy and learning how to use data to help brands connect with people in a more authentic way.

Beyond the Numbers: How to Actually Use Social Media Data to Build a Brand

Hey there fellow social media marketers. If you are anything like most of us in this industry, you probably start your day by staring at a screen filled with thousands of different numbers. It is an overwhelming experience. You see reach, clicks, shares, and how long people stay on your videos, and it is incredibly easy to get lost in the noise. You might find yourself wondering which of these numbers actually help you make a decision and which ones are just ego boosters that look good but do not really help you grow.

I want to take a page out of the playbook Professor Walters shared while he was out in Bratislava, Slovakia. He has this fantastic way of cutting through the clutter by grouping every single number into four specific categories. But to truly move from someone who just posts content to someone who actually runs a business, we have to treat these levels like a roadmap. We are going to go deep into each level looking at how people actually behave online so you can turn raw numbers into a powerhouse brand.

Level One: The Reality Check — What Just Happened?

The first level is what we call descriptive data. This is the starting point for every serious conversation in marketing because it answers the most basic question: What happened? When you open your YouTube Studio or Meta Business Suite and look at your total views, how many people you’ve reached, or your follower growth over the last thirty days, you are looking at this type of data.

Think of this as your digital history book. While it is important to gather this data so you aren’t just guessing in the dark, real pros take this a step further by looking at the big picture across all platforms. This means you are not just looking at one app but you are looking at how your message traveled across the entire web.

Why You Need a Baseline

Without a starting point, you have no way to measure growth. If you do not know that your average video usually gets five thousand views, you can not really celebrate when one hits ten thousand because you don’t have anything to compare it to. You need to figure out what a normal day looks like for your specific corner of the internet. Every business is different. A local bakery might have different goals than a huge global tech company but both need to track these basics:

• Views and Reach: How many times was your content actually put in front of a pair of eyes? This tells you about your general awareness.
• Engagement: Out of those people who saw it, how many actually stopped what they were doing to like, comment, or share it? This measures how much people actually like your work.
• Audience Growth: Are you reaching new people or are you just talking to the same small group of fans every single day? This measures the life of your brand.

This level does not tell you why things are happening yet but it gives you the evidence you need to move forward. It is the raw material. You are looking back at the past so you can eventually see where you are going.

Read: Biggest Mistakes Brands Make with Social Media

Level Two: The Deep Dive — Why Did That Happen?

Once you have the numbers, you have to find the actual cause. This is the diagnostic stage. It is the difference between knowing you have a fever and knowing exactly what made you sick. You are looking for the story behind your success or your failure. This is where you move from just seeing numbers to actually understanding information.

Professor Walters uses the example of a travel video about Bratislava that suddenly got a massive amount of views because the city was hosting a huge hockey championship at the same time. That is a perfect insight. Without knowing that, a creator might incorrectly assume the video did well because they used a new thumbnail or a specific word in the title. If you guess wrong about why you succeeded, you will waste a lot of time trying to repeat the wrong things.

Looking at Mood and the Customer Path

Modern marketers often look at the “customer journey” here. We look at the path people take before they buy something or subscribe. Was it the first video they saw that convinced them, or the third one? By figuring out the path your audience takes, you can identify which types of content are actually closing the deal versus which ones are just getting people to notice you for the first time.

We also have to look at the mood of the comments. If you get a massive spike in comments, but most of them are negative, your numbers look great on the surface, but you actually have a brand crisis. Checking the mood of your audience allows you to fix things before a small issue becomes a total nightmare. You are looking for the truth that lies beneath the surface of the stats.

Read: How to Deal with Internet Trolls

Level Three: The Crystal Ball — What Will Happen Next?

This is where you stop looking in the rearview mirror and start looking through the windshield. You are taking what you know about the past and your understanding of why things happened to guess what will happen next.

This level is all about patterns and probability. For example, if your data shows that your “How-To” tutorials always get three times more saves than your daily vlogs, you can guess with a lot of confidence that your next tutorial will be worth the effort. You are essentially betting on your own success based on how your audience has behaved in the past.

The Power of Timing and Trends

Timing also plays a massive role here. You can guess that a photo of a delicious burger posted right before lunch will do better than one posted at midnight because you understand when people are actually hungry. You are predicting a human reaction.

We can take this even further by watching what is popular. There are tools that help us see what topics are about to get big. If you can see that a specific style or topic is starting to trend, you can have your content ready before everyone else starts talking about it. You are using what you know to lower your risk and reach the right people. This transforms you from someone who just reacts to things into a leader who stays ahead of the crowd.

Level Four: The Action Plan — What Should We Do?

This is the top of the ladder. This stage does not just tell you what might happen; it tells you exactly what you should do about it. This is where you turn your knowledge into a specific plan of action.

A perfect example is how you handle seasonal content. Even if you finish a “Back to School” video in the middle of July, the data tells you to wait and post it on September first because that is when people are actually looking for it. It is a specific instruction to get a specific result. You are no longer asking “What should I post today?” You are following a plan that the data has already helped you write.

Testing and Tweaking

In a professional setting, this often involves testing two different versions of the same thing to see which one wins. If the data shows your audience likes short, punchy captions more than long stories, you change your style immediately. You are making your work better in real time based on real results.

This also helps you close the gap with your customers. If you know someone has looked at a product on your site seven times but has not bought it yet, the data tells you exactly what to do: send them a discount code. You are identifying the hurdle—which is usually the price—and providing the solution to get that sale. You move from being a passenger to being the driver of your own success. You are making choices that lead to more views and more money.

Read: Influencer Hunting: How to Find the Right Influencer for Your Brand

Deep Dive: The Feedback Loop

To really master this, you have to see these four levels as a circle that never ends. It is not a straight line; it is a loop that feeds itself. Every time you take an action, it creates new numbers for you to look at next month.

Imagine you are helping a fashion brand:

1. The Snapshot: You see that your short videos are getting more clicks than your regular photos.
2. The Reason: You realize it is because you are using polls that let the audience vote on their favorite outfits.
3. The Guess: You predict that if you launch your entire new collection using these polls, you will get twenty percent more clicks.
4. The Action: You launch the product exclusively using those interactive features.

Once that is done, you go back to the start to see if you were right. This is how you build a growth engine. You are constantly refining your secret recipe for success.

The Human Side of Data

One thing that often gets lost is that every single “number” on your screen is actually a human being making a choice. When we look at why things happen, we are really looking at human nature. Why do people share videos? Usually, it is because it makes them look good or helps their friends.

Professor Walters mentions that “What Not To Do” videos often get more attention than “What To Do” videos. This is because humans are naturally more afraid of making a mistake than they are excited about finding a benefit. By understanding that fear, you can predict that “warning” content will always get a lot of clicks. This is the bridge between the technical side of numbers and the human side of life.

Avoiding the Trap of “Empty” Numbers

To really be a pro, you have to make sure your data is actually useful. It is easy to fall into the trap of looking at numbers that look impressive but do not actually help your business grow.

For example, having a million followers sounds great, but if only a tiny fraction of them actually talk to you or buy from you, you have a big problem. Real strategists look at how long people stay and if they actually take action. Understanding the difference between someone just glancing at your post and someone who is actually a high-value lead is what separates a school project from a professional career.

The Future: Using Technology Wisely

We also have to admit that we are living in a time where smart tech and AI can do a lot of the heavy lifting. There are tools that can analyze thousands of videos in seconds to tell you which colors or sounds are trending.

However, tech can only tell you what is happening and when. It still takes a person to understand the “Why.” You have to be the one to make sure the plan fits your brand’s voice and your values. Data should give you more room to be creative, not replace your creativity. Use the numbers to handle the logic so you can spend your energy on the magic.

Read: What is Retargeting – The Reason Why Amazon Ads Follow You Around the Internet

Your 90-Day Plan for Success

If you want to start doing this for yourself, try this simple rollout:

• Month 1: Focus entirely on just recording the numbers. Don’t judge them or get upset if they are low; just write them down in a spreadsheet.
• Month 2: Start asking why the numbers look that way. Look at holidays, big news stories, or changes in the apps you use.
• Month 3: Start making small bets. Try to guess which posts will do well before you hit publish. Use those results to write your plan for the next few months.

Scaling Up

As you grow, this framework becomes the language of your entire team. When everyone from the person filming to the manager understands the difference between a “why” finding and a “what to do” command, everything moves faster. You move away from “I think we should post this” and toward “The data shows this is the best path for growth.”

Conclusion: Success Is Not a Fluke

Mastering social media is not about getting lucky with a random viral video. It is about moving through these four levels with a plan and a lot of curiosity. You gather the facts, find the cause, predict the trend, and take the action.

When you start treating your work this way, you stop feeling overwhelmed by the screen. You start seeing those numbers as tools that help you try new things. Whether you are filming in a high-tech studio or on the street in a different country, the logic is the same: data is only useful if it helps you make a better choice. Stop guessing, start looking at the story the numbers are telling, and watch your brand grow with a real purpose.