Market Research and Consumer Behavior

The models use machine learning and statistics to extrapolate historical data and forecast future events, allowing marketers to analyze consumer behavior and market trends to inform campaigns and strategies and stay ahead of the competition. Predictive models are essential tools for marketers, enabling hyper-targeted strategies and personalized customer experiences. “I worry about how we’re going to bring future marketers into the field because what it replaces the best is that individual contributor,” says Inge.

Many businesses grapple with margin pressures while addressing value-driven demand, particularly among price-sensitive lower-income segments. Benefits from geographically diversified portfolios may remain elusive given broad-based consumer challenges. Tariff-related cost pressures persist globally, with studies suggesting tariffs have raised overall U.S. retail prices by approximately 4.9% relative to pre-tariff trends. Retail media allows companies to leverage online websites and digital screens in-store to advertise supplier products, providing additional revenues at high margins that can offset traditional retail pressures. "We believe there is a first mover's advantage to retail media and size/scale will have a meaningful influence on advertising dollar allocation, which bodes well for larger players." Key strategies include leveraging retail media for high-margin advertising opportunities, utilizing AI for personalized customer experiences, and expanding marketplace offerings.

It’s not flashy, but it’s what makes on-time delivery possible. And they want to know exactly what it’s going to cost. That’s driving frequency up, which is great for platforms and good for the restaurants too. Services like Uber One and DashPass make people feel like they’re getting better value.

This is key to defining a competitive edge that creates sustainable revenue. Small Business Administration (SBA) provides counseling services through our resource partner network. It’s important to gain a sense of the specific market share that will impact your profits. Gather demographic information to better understand opportunities and limitations for gaining customers. At NIQ, we’re united by our shared purpose to show the world what people want. People are changing how they shop, but NIQ consumer intelligence reveals how people choose, so your company can adapt its strategy and stay ahead.

What Are the Opportunities in Data Analysis?

Consumer behavior analysis seeks to unpack these actions, which can vary widely depending on the industry. Analyzing consumer behavior provides companies with a nuanced view of their market. Let’s start by defining consumer behavior, explaining why it’s important, and what factors influence it. Even with inflation making things tougher, people are still spending—they’re just being choosier about where their money goes.

AI-focused strategies for digital value acceleration across key CM sectors in 2025

Understanding customer behavior requires the right set of tools to capture, analyze, and visualize user interactions across your digital platforms. After completing your customer behavior analysis, the next and arguably the most important step is to plan how to address the identified issues and pain points. It’s important to separate your target audience into groups based on demographics, device type, acquisition channel, behavioral history, or lifecycle stage. One of the best ways to get your hands on this information is to utilize Mixpanel, Amplitude, and Google Analytics 4, which support cross-platform tracking.

Notably, credit card debt for this income group remains below the 2019 high and is well below the level implied by the pre-pandemic trend. The right panel shows that high-income consumers’ real credit card debt levels fell from about $190 billion in 2019 to $140 billion in 2021. While this 20 percent drop is larger than the 15 percent drop for low-income consumers, real credit card debt for this group has grown rapidly from the pandemic-era lows and is now above the 2019 level. High-income consumers, shown in the right panel, raised their spending to about $1,400 per month on a per-card basis in 2021 and had sustained that level as of May 2025. The middle panel shows that middle-income consumers also exhibited strong spending growth in 2021 followed by a more recent reversion back to the pre-pandemic level of about $450 per month on a per-card basis. It has remained near that level, which is a step up from the levels prevailing in 2019.

• Refining customer segments based on these factors provides a clearer picture of your target audience and helps focus your subsequent data analysis efforts.
• Employing customer behavior analytics tools, particularly those offered by platforms like Qualtrics, can automate much of the pattern identification process.
• We take care to ground generated text with facts, and have systems in place to gain human feedback on the overall quality of the process in line with our AI principles.
• This impacts marketing strategies, emphasizing authentic, physician-led communication and initiatives.
• Spate provides a transparent confidence score with each trend forecasting and prediction, enabling teams to prioritize and plan with clarity.
• Influencer marketing has changed the way most brands advertise on social media, and it’s also led to several notable impacts in how consumers behave across social networks.

Consumer behavior analysis is a powerful tool for addressing various business challenges. Strategic decisions should be rooted in this understanding, as we’ll explore further in the next section. Additionally, factors like education level and income shape buying behavior.

Authenticity and ethics outweigh price and brand stance

AI tools are empowering marketers to make faster, more informed decisions. Chatbots and virtual assistants Advanced chatbots and assistants can handle customer queries, recommend products, and complete transactions in real time. Hyper-personalization AI’s predictive power allows businesses to anticipate customer preferences based on behavior and customize marketing to individual needs and craft experiences that make customers feel seen and valued. According to Inge, marketers are using AI for market research, creating reports about the state of an industry Consumer behavior analysis or sector, and demonstrating ideas that can be later executed on. From predictive insights to immersive experiences, AI is redefining how marketers handle repetitive tasks, make decisions, and connect with customers.

Activity in the U.S. housing market remains weak, with affordability at the lowest levels in decades. Finally, lower- and middle-income consumers are more exposed to tariff-induced price increases. First, these cohorts will be the first to feel the impact as the labor market cools.

Consumer behavior analysis identifies emotional triggers at every stage of the buyer’s journey, helping brands tailor messages that resonate deeply with their audience. By analyzing sentiments and conversations, brands can tap into the “why” behind decisions, creating more impactful marketing strategies. Using tools like social listening, brands can monitor keywords, track conversation volumes, and identify the key demographics driving trends, such as Gen Z or Millennials.