At A Glance
Consumer behavior shifts faster than traditional model inputs can track it, which leaves marketers spending against audiences that are less likely to respond. Experian's AI enhanced modeling applies AI to find and validate stronger predictive signals across our existing data and audience products, producing a 10% average model lift across hundreds of models. For marketers, that means better targeting and less wasted spend, without a new workflow.Consumer behavior keeps shifting across channels, and the signals that point to your most relevant audience aren’t always obvious. Experian’s AI enhanced modeling applies AI to find and validate stronger predictive signals across our data and modeling technology, so marketers can reach higher-potential consumers with less wasted spend.
A consumer may not fit an expected profile exactly, but still show behaviors that suggest strong relevance for a campaign, product, or offer. When audience strategies rely too heavily on static or less predictive signals, marketers can miss valuable opportunities, spend against less relevant consumers, and increase the risk of audience fatigue.
Stronger audience strategies start with stronger model inputs. This article looks at why signal quality matters, what better model inputs can mean for audience performance, and how AI can help identify more useful predictive patterns.
Why do traditional attributes alone leave opportunity on the table?
Traditional attributes, like demographic and static data, remain valuable. They help marketers understand who consumers are, how they live, and what they may care about.
Audience relevance is typically influenced by a combination of attributes rather than any single factor. A consumer may not match an obvious buyer profile yet still show signals that suggest they are likely to act. When audience strategies rely too heavily on familiar or less predictive signals, marketers may overlook high-potential consumers and continue spending against audiences that are less likely to respond. That can limit reach, reduce efficiency, and increase audience fatigue.
Advances in AI and modeling are helping marketers move beyond obvious or static signals toward more current, actionable audience intelligence, improving model performance, and strengthening the predictive power that supports better marketer outcomes. By making it easier to test more combinations and compare which inputs are more likely to predict a desired outcome, AI can help turn hidden patterns into useful signals for audience planning and activation.
How does AI find more useful predictive patterns?
AI helps modeling teams identify meaningful combinations and transformations of data signals that can be difficult to find through manual data science work alone. It surfaces correlations, suggests signal combinations, and accelerates the review of possible model inputs. That gives modeling teams a faster way to design, test, and compare more potential predictors for a defined objective.
AI also gives modeling teams another way to look at the data. Every data scientist brings valuable experience, context, and judgment to model development, but all people also bring their own perspectives and blind spots. AI can supplement that expertise by suggesting feature combinations or data patterns the team may not have known to explore.
In that way, AI acts less like a replacement for human expertise and more like an added team member. It introduces new possibilities, expands the range of inputs under consideration, and helps modeling teams see relationships that may not be obvious at the start.
Those suggestions still require human review, testing, and validation, but they can help data scientists learn from the data in new ways and produce stronger outcomes for marketers. For marketers, better inputs mean audiences that reflect current behaviors, interests, purchase patterns, and intent more accurately, which supports stronger campaign performance and better outcomes.
More data only matters when it leads to better signals. AI helps prioritize validated signals that improve predictive outcomes, rather than expanding inputs without a clear purpose. AI models can help identify nonlinear interactions and subtle patterns that may otherwise go unnoticed. With the right data foundation and validation process, those patterns can become stronger model features that support more relevant audiences.
Why does data quality determine AI model performance?
AI is only as useful as the data behind it. Predictive modeling depends on accurate, compliant, expansive, and relevant data. Strong signals need to be tested against known seed or deterministic data, which gives models a reliable benchmark for comparison. That validation is what separates useful predictive signals from interesting patterns.
By applying these AI-driven advancements to our modeling approach, Experian has seen a 10% average model lift across hundreds of models, validated against known seed or deterministic data.
For marketers, these improvements can translate into more efficient and effective outcomes across the use cases they rely on. With more predictive models powering audience inputs and decisions across planning, enrichment, modeling, onboarding, and activation, marketers can focus efforts on higher-potential consumers and move more quickly toward their goals.
What do stronger signals mean for marketers?
More useful predictive signals help marketers focus effort and spend on consumers who are more likely to match a desired outcome, such as purchase, response, retention, or upsell.
This is where Experian’s AI enhanced modeling comes in. AI enhanced modeling is built into our data foundation and modeling technology that applies AI to identify and test more predictive, current, and actionable signals across our data and audience products.
As part of our data foundation, AI enhanced modeling:
For marketers, this means better model outcomes across the use cases and applications you already rely on, including onboarding, modeling, Enrichment, Marketing Attributes, and audience activation, without adopting a new workflow.
How does AI improve model development speed and performance?
Consumer behavior will keep shifting, so audience strategies need model inputs that capture those changes and show marketers which consumers are more likely to act.
AI uncovers signal combinations that traditional exploration may miss, analyzes large and diverse data sets, and compares potential predictors faster. When paired with strong data, modeling expertise, and validation, these inputs support better model performance and more relevant audience decisions.
Our AI enhanced modeling brings together AI, data, identity, modeling expertise, and validation to identify more predictive, current, and actionable signals across the products and use cases you already rely on. This gives you better audience intelligence, more relevant activation, and stronger marketing performance, with responsible data use built into the process.
To see how AI enhanced modeling can strengthen your predictive audiences, talk to our team today.
About the author
Jeremy Meade
VP, Data Operations & Governance, Experian
Jeremy Meade is VP, Data Operations & Governance, at Experian Marketing Services. With over 15 years of experience in marketing data, Jeremy has consistently led data product, engineering, and analytics functions. He has also played a pivotal role in spearheading the implementation of policies and procedures to ensure compliance with state privacy regulations at two industry-leading companies.
FAQs
Experian AI enhanced modeling is our approach to applying AI within our existing data foundation and modeling technology. It identifies and tests more predictive, current, and actionable signals across our data and audience products, without requiring a new workflow.
Experian AI enhanced modeling has produced a 10% average model lift across hundreds of models, validated against known seed and deterministic data.
Experian AI enhanced modeling doesn’t replace human data scientists. AI surfaces signal combinations and patterns a team might not think to test. Every suggestion still goes through human review, testing, and validation before it becomes part of a model.
Experian AI enhanced modeling strengthens existing use cases across onboarding, modeling, Enrichment, Marketing Attributes, and audience activation, using the workflows marketers already rely on.
Latest posts
Tapad’s integration with Knorex’s XPO™ platform will complement cross-channel optimization capabilities for brands and agencies in the U.S. and APAC markets NEW YORK and SINGAPORE, Dec. 10, 2019 /PRNewswire/ — Tapad, part of Experian and a global leader in digital identity resolution, has partnered with Knorex, a leading provider of digital performance marketing. Knorex’s self-service online advertising platform, Knorex XPO™, enables marketers to advertise globally in real-time across different media channels, formats, platforms and devices. Tapad’s global, privacy-safe digital cross-device solution, The Tapad Graph, will compliment Knorex XPO™’s own device data set for enhanced marketing capabilities. For Knorex, the integration enables their brand direct and agency customers to gain a more accurate understanding of consumers across devices to reduce campaign inefficiencies and duplication, and to effectively manage frequency capping and attribution. Abhishek Kumar, VP of Engineering at Knorex commented, “Today’s digital consumer is raising the bar for marketers. With increasing marketing complexities and consumer device usage, this integration enables marketers to understand the consumer decision journey with heightened ease. Our combined offering will empower agencies in the APAC and US markets, providing an improved marketing solution that will help to streamline their efforts.” Abhay Doshi, Head of APAC at Tapad added: “The Tapad Graph, when integrated with the Knorex XPO platform, should not only help U.S. and APAC marketers optimize campaign performance through cross device marketing – but also increase the opportunity for brands to reach out to their target customers within a desired time.” To learn more about Tapad and our digital identity resolution capabilities, visit https://www.experian.com/marketing/consumer-sync. About TapadTapad, Inc. is a global leader in digital identity resolution. The Tapad Graph and its related solutions provide a transparent, privacy-safe approach connecting brands to consumers through their devices globally. Tapad is recognized across the industry for its product innovation, workplace culture, and talent, and has earned numerous awards including One World Identity’s 2019 Top 100 Influencers in Identity Award. Headquartered in New York, Tapad also has offices in Chicago, London, Oslo, Singapore, and Tokyo. About KnorexKnorex provides programmatic advertising products and technologies to advertising buyers worldwide. With its cloud-based online advertising platform, Knorex XPO™ enables ad buyers to self-serve and advertise real-time across the globe regardless of the media channels (social, search, OTT/CTV, video, web/mobile etc.), ad formats (display, native, search, social, video etc) and devices (desktop, laptop, smartphones and tablets) to deliver personalized marketing messages to the target audience in an automated way, powered by machine learning/AI. Underpinned by a multi-layered data-driven approach, XPO simplifies the execution and optimization of marketing campaigns, while delivering measurable and attributable performance. Contact us today
Tapad, now part of Experian, technology now powers Lifesight’s real world intelligence platform with cross-device and reach expansion in the Asia Pacific Region SINGAPORE, Nov. 20, 2019 /PRNewswire/ — Tapad, part of Experian and a global leader in digital identity resolution, today announced a new partnership with Lifesight, a leading provider of real world intelligence for advertisers in the Asia Pacific region (APAC). With the combined offering of The Tapad Graph, Tapad’s global, privacy-safe digital cross-device solution, and Lifesight’s real world intelligence platform, brands and agencies across APAC can benefit from better consumer targeting, expanded reach for targeted audiences and web-to-mobile footfall attribution. Through this multi-layered offering, Lifesight’s brand and agency partners can access an omnichannel view of consumers’ paths to purchase, thereby enabling them to increase the reach, measurability and ROI of their advertising campaigns. Rohit Maheswaran, Co-founder of Lifesight commented, “The consumer journey is getting increasingly more complex with ever changing digital and physical world behaviours, making it difficult for marketers to make strategic marketing spend decisions. That’s why it’s our mission at Lifesight to empower the brands and agencies within the APAC market to achieve better targeting and measurement capabilities, and our partnership with Tapad will help further this cause.” Abhay Doshi, Head of APAC at Tapad added, “The Tapad Graph, which enables a unified view of consumers across their multiple digital devices, has a reach of 1 billion devices across the APAC market today. Paired with Lifesight’s consumer insights of more than 500 million unique devices, this valuable partnership will offer the market extended consumer reach and prove beneficial to brands and advertisers across APAC who have historically struggled with resolving attribution.” To learn more about Tapad and our digital identity resolution capabilities, visit www.experian.com/marketing/consumer-sync About Tapad Tapad, Inc. is a global leader in digital identity resolution. The Tapad Graph, and its related solutions, provide a transparent, privacy-safe approach connecting brands to consumers through their devices globally. Our one-of-a-kind Graph Select offering enables marketers the flexibility and freedom of choice to correlate devices to varied objectives, driving campaign effectiveness and business results. Tapad is recognized across the industry for its product innovation, workplace culture and talent, and has earned numerous awards including One World Identity’s 2019 Top 100 Influencers in Identity Award. Headquartered in New York, Tapad also has offices in Chicago, London, Oslo, Singapore and Tokyo. About Lifesight Lifesight is Asia’s leading real world intelligence company that helps marketers understand, target, and measure consumers based on their real world behaviour. Lifesight’s robust platform and data solutions power business decisioning, audience activation, footfall measurement, and in-depth location analytics for leading brands and enterprises. The company is headquartered in Singapore with a rapidly expanding footprint in the Asia Pacific region operating in India, Malaysia, Indonesia, UAE, Saudi Arabia, Thailand, Philippines, Vietnam, Japan, Australia and New Zealand. To learn more, visit https://www.lifesight.io/. Contact us today
NEW YORK, Oct. 24, 2019 /PRNewswire/ — Tapad, part of Experian and a global leader in digital identity resolution, today announced a new partnership with Retargetly, a leading independent full stack data company. The partnership combines Tapad’s cross-device identity resolution technology with Retargetly’s robust data toolset, allowing brands and agencies using Retargetly’s platform to seamlessly access an expanded audience across devices, without compromising precision. In addition to reach expansion, Tapad’s global, privacy-safe digital cross-device solution, The Tapad Graph, enables Retargetly’s brand and agency clients a more holistic digital customer journey analysis, and efficient campaign capabilities like frequency capping and online attribution. At the same time, Tapad will be able to extend its presence into the LATAM region, tapping into Retargetly’s existing regional footprint. Understanding a consumer’s cross-device journey is a marketing necessity. A recent study showed that 75% of consumers expect a consistent experience from brands1. With the number of devices per individual rapidly increasing, digital identity resolution becomes essential to create that streamlined experience consumers crave. “Similarly to Tapad, our goal is to offer marketers a suite of products that can increase the ROI of their campaigns,” said Juan Amuchastegui, Head of Product at Retargetly. “In order to achieve this, marketers need digital cross-device identity resolution to gain attribution, acquisition and reach expansion capabilities. We chose Tapad as our partner because The Tapad Graph has differentiated global scale, and privacy-safe measures, which we knew would benefit our clients’ campaigns.” Santi Darmandrail, Managing Director at Retargetly added, “Across the Americas our clients choose to work with us because of our scale, our precision, and our unique approach to what data can do to transform business outcomes. In that scenario, partnering with Tapad and integrating The Tapad Graph onto our platform was really a no-brainer and we are beyond excited to be making that available for our more than 700 clients across the region.” To learn more about Tapad and our digital identity resolution products, visit our identity solutions page. About Tapad Tapad, Inc. is a global leader in digital identity resolution. The Tapad Graph, and its related solutions, provide a transparent, privacy-safe approach connecting brands to consumers through their devices globally. Tapad is recognized across the industry for its product innovation, workplace culture and talent, and has earned numerous awards including One World Identity’s 2019 Top 100 Influencers in Identity Award. Headquartered in New York, Tapad also has offices in Chicago, Denver, London, Oslo, Singapore and Tokyo. About Retargetly: Retargetly is the leading independent data solution from Latam. Their proprietary platform processes over 25 billion data events a month and transforms them into actionable analytics that drive business results across the board. The recently launched Retargetly Audience Platform (RAM) is the number one data exchange in Latin America, with over 1000 active buyers and millions of dollars traded every year. Regargetly provides services across Latam and has offices in Buenos Aires, Mexico City, São Paulo and New York. For more information, visit www.retargetly.com. Contact us today