Predictive analysis is all about using data to forecast future outcomes–in a digital advertising sense, it means looking deeper into customer behaviour, such as clicks, purchases, browsing habits and using that information to predict what potential customers might do next.
How Does Predictive Analysis Work?
Predictive analysis answers the following questions:
- What products will this customer likely be interested in next?
- Which users are about to make a purchase?
- Who is most at risk of leaving the service and how they can be won back?
Behind the scenes, predictive analytics uses a combination of:
- Historical data, which includes information from past campaigns, customer purchases, clicks, and website activity.
- Machine learning algorithms that spot trends and behaviors that aren’t obvious to the human eye
- Statistical models and tools that help analyze between different variables, such as ‘what will a customer likely buy in the next 7 days?’, ‘which ad platform will likely generate the best results?’, etc.
Here’s how predictive analysis is used in digital ads:
Personalized ads that make sense
Predictive analysis helps marketers move beyond generic ads. It’s about giving potential customers content that matches their interests, behaviors, and buying stage.
For instance: your ad for protein bars can automatically pop up for someone who just bought new gym shoes before they even think to search for them.
Smarter use of ad budget
Anyone can be a potential customer, but not all people convert. Predictive analysis tools help brands focus their ads on people who are most likely to click ‘add to cart’ and ‘buy now’. This in turn can help brands make better decisions when it comes to ad spend to avoid overspending.
Knowing which customers will stick around and how to stop others from leaving
Some customers just buy once, but there are also some who keep coming back. Through predictive analysis, brands can help figure out those who are more likely to become repeat customers. Retaining them can be done in the form of offering special deals for loyal customers. Meanwhile, sending reminders and offering discounts can help bring back customers before they leave for good.
Predictive analysis is a must-have for digital advertisers to stay competitive and connect more meaningfully with their audience. Brands deliver smarter, more personalized campaigns that actually work by turning raw data into powerful insights.
Discover how predictive analysis can take your digital advertising to the next level! Reach us at info@omnichannelsol.com to learn how we can leverage your insights to improve your ads!