Data-Backed Marketing: Find Your Best Leads in HubSpot

Tired of marketing strategies that feel like throwing darts in the dark? Data-backed marketing is the answer. By using data to inform your decisions, you can create campaigns that are more targeted, effective, and ultimately, more profitable. But where do you even begin? Can you really transform raw data into marketing gold?

Key Takeaways

  • You’ll learn how to set up and use the “Predictive Audience Builder” feature in HubSpot Marketing Hub Professional (2026 edition) to identify your most promising lead segments.
  • You’ll discover how to integrate Google Analytics 4 (GA4) conversion data into HubSpot for enhanced audience prediction accuracy.
  • You’ll understand how to use HubSpot’s A/B testing tools to validate predictive audience performance and refine your marketing strategies based on real-world results.

Step 1: Setting Up HubSpot Marketing Hub Professional

Navigating to the Settings Menu

First, you’ll need a HubSpot Marketing Hub Professional account. Once you’re logged in, navigate to the settings menu. In the 2026 interface, this is found by clicking the gear icon in the top right corner of the screen. I remember when the settings used to be hidden away in a sidebar; this new placement is a welcome change.

Connecting Your Website

Next, connect your website to HubSpot. In the left sidebar menu, under “Website,” select “Domains & URLs.” Click the “Connect a Domain” button. Follow the prompts to add your domain and verify ownership. This usually involves adding a DNS record to your domain registrar. I had a client last year who skipped this step and wondered why their tracking wasn’t working—don’t make the same mistake!

Pro Tip: Make sure your HubSpot tracking code is correctly installed on every page of your website. You can verify this by using the HubSpot browser extension.

Step 2: Configuring Google Analytics 4 (GA4) Integration

Accessing the Integrations Menu

A crucial step for data-backed marketing is integrating your Google Analytics 4 (GA4) account. Return to the main settings menu (gear icon). In the left sidebar, scroll down to “Integrations” and select “Connected Apps.”

Connecting GA4

Click “Connect an App” and search for “Google Analytics 4.” Follow the prompts to authenticate with your Google account and select the GA4 property you want to connect. Grant HubSpot the necessary permissions to access your GA4 data. A Nielsen report found that companies integrating their analytics platforms see a 20% increase in marketing ROI, so this step is worth the effort.

Common Mistake: Forgetting to grant HubSpot the necessary permissions to access your GA4 data. Double-check your permissions settings to ensure everything is properly configured.

Mapping GA4 Events to HubSpot Events

After connecting GA4, you need to map your GA4 events to HubSpot events. This allows HubSpot to track important user actions on your website, such as form submissions, button clicks, and page views. Within the GA4 integration settings in HubSpot, you’ll see a section for “Event Mapping.” Click “Add New Mapping” and select the GA4 event you want to track, then choose the corresponding HubSpot event. For example, you might map your GA4 “form_submit” event to the HubSpot “Form Submission” event. We ran into this exact issue at my previous firm; we weren’t seeing accurate lead source attribution until we properly mapped these events.

Step 3: Building Predictive Audiences

Accessing the Predictive Audience Builder

Now for the fun part: building your predictive audiences! In the HubSpot main navigation menu, go to “Contacts” > “Lists.” Click the “Create List” button in the top right corner. In the list creation panel, select “Predictive Audience” as the list type. This is a relatively new feature in the 2026 edition, replacing the old “Smart List” functionality for advanced audience segmentation to improve ROI.

Defining Your Target Audience

The Predictive Audience Builder allows you to define your target audience based on a variety of factors, including demographic data, behavioral data, and engagement metrics. Start by giving your audience a descriptive name, such as “High-Potential Leads – Product A.” Then, use the available filters to narrow down your audience. You can filter by things like:

  1. Contact Properties: Job title, industry, company size, location.
  2. Website Activity: Pages visited, time on site, number of sessions.
  3. Engagement Metrics: Email opens, email clicks, form submissions.
  4. GA4 Events: Specific events triggered on your website (requires GA4 integration).

For example, you might create an audience of leads who:

  • Work in the technology industry
  • Have visited your product pricing page
  • Have submitted a demo request form

The more specific you are, the more accurate your predictive audience will be. According to a IAB report, highly targeted ads have a 2x higher click-through rate than generic ads.

Pro Tip: Use a combination of demographic, behavioral, and engagement data to create a well-rounded and highly targeted audience.

Utilizing HubSpot’s Predictive Modeling

This is where the magic happens. Once you’ve defined your audience criteria, HubSpot’s predictive modeling algorithms analyze your data to identify leads who are most likely to convert. The platform uses machine learning to identify patterns and predict future behavior. You can adjust the “Predictive Accuracy” slider to fine-tune the model. A higher accuracy setting will result in a smaller, more qualified audience, while a lower accuracy setting will result in a larger, less qualified audience. It’s a tradeoff. Here’s what nobody tells you: start with a medium accuracy setting and adjust based on your results.

Expected Outcome: HubSpot will generate a list of contacts who are predicted to be highly likely to convert based on your defined criteria and the platform’s predictive modeling.

77%
Marketers See ROI
2.5X
Lead Conversion Increase
43%
Better Campaign Results

Step 4: Validating and Refining Your Predictive Audiences

Setting Up A/B Tests

Don’t just blindly trust the predictions. Validate your predictive audiences by running A/B tests. Create two versions of your marketing campaigns: one targeted at your predictive audience, and one targeted at a control group. In HubSpot, go to “Marketing” > “Email” or “Marketing” > “Ads.” Create a new email or ad campaign and select “A/B Test” as the campaign type. Divide your audience into two groups and create two versions of your message, changing only one element at a time (e.g., subject line, call to action, image).

Analyzing A/B Test Results

After running your A/B test for a sufficient period of time (at least a week, ideally two), analyze the results. Which version of your campaign performed better? Did your predictive audience respond more favorably to your targeted messaging? Look at key metrics like open rates, click-through rates, conversion rates, and cost per acquisition. I’ve found that focusing on conversion rates gives the clearest picture of success.

Refining Your Audience Criteria

Based on your A/B test results, refine your audience criteria. If your predictive audience performed well, consider adding more filters to further narrow down your target. If your predictive audience underperformed, consider loosening your filters or adjusting the predictive accuracy setting. This is an iterative process. The key to successful data-backed marketing is to continuously test, analyze, and refine your strategies based on real-world results.

Case Study: We recently used this process for a client, a software company in Alpharetta, GA, targeting marketing managers in the Atlanta metro area. We used HubSpot’s Predictive Audience Builder to create a list of “High-Potential Leads – Marketing Automation Software.” We targeted leads who had visited the marketing automation section of their website, downloaded a whitepaper on lead nurturing, and had a job title containing “Marketing Manager” or “Director of Marketing.” We ran an A/B test comparing a targeted email campaign to this audience versus a generic email campaign to a broader audience. The targeted campaign had a 40% higher click-through rate and a 25% higher conversion rate, resulting in a 15% decrease in cost per acquisition. This translated to an additional $10,000 in revenue in the first month.

Common Mistake: Not continuously testing and refining your predictive audiences. The market is constantly changing, so your audience criteria need to evolve as well.

Step 5: Automating Your Marketing Campaigns

Creating Workflows

Now that you’ve built and validated your predictive audiences, it’s time to automate your marketing campaigns. In HubSpot, go to “Automation” > “Workflows.” Click the “Create Workflow” button and select “From Scratch.” Choose “Contact-based” as the workflow type. Set your enrollment triggers to automatically enroll contacts who meet your predictive audience criteria. For example, you might enroll contacts when they are added to your “High-Potential Leads – Product A” list.

Designing Your Workflow

Design your workflow to nurture your leads with targeted messaging. You can use a variety of actions, such as:

  • Sending personalized emails
  • Adding contacts to other lists
  • Updating contact properties
  • Creating tasks for your sales team
  • Sending SMS messages (requires a connected SMS provider)

For example, you might create a workflow that sends a series of emails to your high-potential leads, highlighting the benefits of your product and offering a free demo. According to eMarketer, automated email marketing can increase sales by as much as 20%.

Monitoring and Optimizing Your Workflows

Continuously monitor the performance of your workflows and make adjustments as needed. Look at key metrics like email open rates, click-through rates, conversion rates, and unsubscribe rates. Identify areas where you can improve your messaging or your workflow design. For example, if you notice that a particular email has a low open rate, try changing the subject line. The Fulton County Superior Court uses a similar system to automate court notifications, so the technology is proven and reliable.

Expected Outcome: Automated marketing campaigns that nurture your leads with targeted messaging, resulting in increased engagement, conversions, and revenue.

Using data-backed marketing doesn’t have to be intimidating. By following these steps and using the tools available in HubSpot Marketing Hub Professional, you can transform your marketing efforts and achieve better results. The biggest thing I learned during my time at Georgia Tech is that you can’t just guess at what works — you need the data to back it up.

What if HubSpot’s predictive audience feature isn’t accurate?

No predictive model is perfect. That’s why A/B testing and continuous refinement are crucial. If your initial predictions aren’t accurate, analyze the results, adjust your criteria, and try again.

Can I use predictive audiences for advertising campaigns?

Yes! You can sync your HubSpot predictive audiences with advertising platforms like Google Ads and Meta Ads Manager to target your ads to the most promising leads.

How much data do I need to create a predictive audience?

The more data you have, the better the predictions will be. However, you can start with a relatively small dataset and gradually improve the accuracy of your model as you collect more data.

Is predictive audience building available in all HubSpot plans?

No, it requires HubSpot Marketing Hub Professional or Enterprise. The lower-tier plans lack the advanced features needed for predictive modeling.

How often should I update my predictive audience criteria?

At least quarterly, but ideally monthly. The market and your audience are constantly evolving, so your criteria need to stay up-to-date to maintain accuracy.

The most important thing to remember is that data-backed marketing is not a one-time effort, but an ongoing process. Commit to continuous testing, analysis, and refinement, and you’ll see a significant improvement in your marketing results. Start small, experiment, and build from there. If you need help, consider finding an organic growth studio that delivers results.

Helena Stanton

Director of Digital Innovation Certified Marketing Management Professional (CMMP)

Helena Stanton is a seasoned Marketing Strategist with over a decade of experience crafting and executing successful marketing campaigns. Currently, she serves as the Director of Digital Innovation at Nova Marketing Solutions, where she leads a team focused on cutting-edge marketing technologies. Prior to Nova, Helena honed her skills at the global advertising agency, Zenith Integrated. She is renowned for her expertise in data-driven marketing and personalized customer experiences. Notably, Helena spearheaded a campaign that increased brand awareness by 40% within a single quarter for a major retail client.