Predictive modeling Trends & Statistics

EMARKETER offers market research, trends and statistics for a variety of topics and industries. Here you will find a collection of reports, articles and other resources for Predictive modeling
Marketers are putting personalization first on the data activation wishlist

Marketers are putting personalization first on the data activation wishlist

Article
Apr 20, 2026

Personalization at scale tops the data activation investment list at 38%, followed closely by real-time campaign optimization (35%) and audience segmentation (32%), according to a December 2025 survey from Supermetrics.

Consumers want relevance, but distrust how brands personalize

Consumers want relevance, but distrust how brands personalize

Article
Nov 21, 2025

Personalization remains one of the most reliable attention drivers, but recent data shows consumers are still uneasy about how brands achieve it. People across age groups feel more negative than positive toward personalized ads—even though they pay more attention to content that feels relevant. The result is a widening gap between consumer expectations and marketer behavior. To unlock personalization’s upside, brands must apply AI to improve relevance and transparency, not just scale output.

Google pushes deeper into the travel funnel with new AI capabilities

Google pushes deeper into the travel funnel with new AI capabilities

Article
Nov 17, 2025

Google is expanding its AI-powered travel planning and booking tools, introducing Canvas itineraries and broader agentic booking features directly within AI Mode in Search. The update brings real-time flight and hotel data, personalized recommendations, and streamlined reservations across major platforms, with full flight and hotel bookings coming soon. Google is also rolling out its Flight Deals tool globally. The shift toward surfacing these capabilities in Search should boost adoption and intensify pressure on travel companies that lag in AI-driven decision-making.

Real-time insights are taking center stage in ad measurement

Real-time insights are taking center stage in ad measurement

Article
Oct 20, 2025

Marketing measurement is entering a new phase of speed and precision. InMarket’s Michael Della Penna told EMARKETER that marketers are moving beyond static reports toward real-time insights—fusing marketing mix modeling (MMM) and multi-touch attribution (MTA) to understand what drives incremental sales as campaigns run. AI-powered models now forecast lift, optimize spend, and connect awareness to conversion through unified platforms. With 56% of marketers prioritizing sales lift and nearly half investing in MMM, the focus is clear: decision speed over dashboards. InMarket’s end-to-end system exemplifies this shift, reframing measurement as a continuous feedback loop rather than a quarterly report.

Predictive Analytics and Consumer Scoring

Predictive Analytics and Consumer Scoring

Report
Nov 30, 2020

Advances in AI and predictive analytics are using consumer scores to automate business decisions to predict things like risk and fraud. But concerns over fairness mean companies need to make scores transparent to consumers.

Learn More About EMARKETER Market Research Tools and Insights.
Our premium research gives you need to unlock digital opportunities and make the right business decisions.
Learn how

Powerful data and analysis on nearly every digital topic.

Become a Client

Want more marketing insights?

Sign up for EMARKETER Daily, our free newsletter.

By clicking "Sign Up", you agree to receive emails from EMARKETER (e.g. FYIs, partner content, webinars, and other offers) and accept our Terms of Service and Privacy Policy. You can opt-out at any time.

Thanks for signing up for our newsletter!

You can read recent articles from EMARKETER here.
Access All Charts and Data
  • Learn about what technologies are transforming your industry
  • Gain exclusive perspectives from top industry leaders
  • Access thousands of data sets and forecasts via our iconic charts
Become a Client
or