ThakurRishitha customer-segmentation-analysis: Customer Segmentation Analysis using Python, RFM Analysis, K-Means Clustering, and Exploratory Data Analysis to identify customer segments, purchase patterns, and churn risks

Read on to learn more about the steps involved in the market segmentation process and how different marketing roles utilize these strategies. Every week in Sales Expressed – The DACH GTM Weekly Newsletter, we break down the frameworks, systems, and playbooks behind Europe's fastest-growing SaaS and AI companies. Segment customers primarily by company size (measured through business revenue), supported by current ARR for risk management. A customer spending €10k today could represent a far greater opportunity than one already spending €100k if the underlying business is significantly larger. 🔻 High-potential enterprise customers receive little attention because they currently spend little.

Without segment-level performance tracking, decisions about which cohorts to prioritize become anecdotal. Static segments built through one-time exports or manually created filters go stale the moment they’re used. You try to build a segment of customers who viewed a product, added it to cart, but didn’t purchase. That gap is usually created by a mix of fragmented systems, slow processes, and limitations in how data is stored and accessed.

Remember, your customers aren't just "directors" or "power users". The combination creates a much richer understanding than either data type alone. Once you’ve collected the relevant data through market segmentation, you can then use it to identify your target market. STP is essentially the journey you take to position your brand in the minds of consumers, it’s the difference between yours and your competitor’s products. The STP model is useful for creating marketing communications strategies because it helps marketers prioritize propositions and develop and deliver personalized, relevant messages to different audiences.

Have company goals, pricing, or brand reputation changed since you created your segments? You’ll want to make sure that the data used to build each segment is still accurate, especially if they’re used across multiple channels. But, each step below is important to make sure that your customer segments are effective for your Consumer segmentation business. Segmentation analysis isn’t as time-consuming as creating new customer segments. Once you’ve got those segments set up, it’s important to go back and revisit them from time to time.

Marketing Strategy and Consumer Behavior

We help B2B marketing leaders navigate this new terrain and build the capabilities needed to win. Our 2019 Luxury Goods Worldwide Market Study highlights what changing customer aspirations and behaviors will mean for luxury brands. By segmenting its large enterprise customers and developing strategies tied to their changing Internet-based needs we helped TelecomCo meet—and even exceed—its initial revenue goals, and maintain its leadership in the fast-evolving communication services marketplace. Focusing on economics first, we work alongside companies to design and implement segmentation strategies tailored to their needs. Aided by the deep expertise within our Advanced Analytics Group, we help clients allocate their resources, go after the right opportunities and ensure that they will realize the full revenue potential of their products, services and relationships. A sound customer strategy recognizes that profit potential varies dramatically across a company's customer base, and different customers can have radically different needs and behaviors.

Again, surveying existing and potential customers can help to build out this data. Firmographic segmentation data can be found in public listings for companies and information that the business makes available, as well as trade publications. As its name suggests, it creates different target customer groups based on geographical boundaries.

Psychographic segmentation

World-class B2B SaaS customer segmentation follows a few practical principles that increase revenue impact while keeping resource use under control. Ignoring Non-Market ProspectsOnly a small portion of TAM is actively in-market at any time, so unsegmented broad campaigns become expensive and ineffective by pushing spend toward non-buyers. Stale Data and Expired Intent SignalsFailing to update customer segments quarterly results in pursuing accounts with expired intent signals that have already bought from competitors. Teams sometimes build more than 20 micro-segments without enough creative resources to support targeted campaigns for each group. B2B SaaS companies often damage GTM efficiency with predictable segmentation errors that inflate CAC and weaken messaging.

Geographic segmentation can be a subset of demographic segmentation, although it can also be a unique type of market segmentation in its own right. Read on to understand why segmentation is important for growth and the types of market segmentation to use to maximize the benefits for your business. With market segmentation, you can spend money on promoting products to segments that are more likely to buy from you. Discover how segmenting your potential customers into groups defined by shared features can create more personalized and effective marketing.

The 4 types of market segmentation

Whether you’re running PPC, LinkedIn ads, or Facebook ads, optimizing your campaign gets you a better return on your ad spend. Segmenting customers goes beyond putting people into categories. P.S. We’ve created a HubSpot Segmentation Training, which comes in handy when breaking down your audience types. They each have unique needs, traits, pain points, and expectations for your business. Done well, this helps you understand your customers better, meet their unique needs, and grow your business. The main disadvantage of a-priori segmentation is that it does not explore other opportunities to identify market segments that could be more meaningful.

Activate segments & audiences builder

• User-generated content (UGC) is published information that an unpaid contributor provides to a website.
• These two customers have different needs and, depending on the correlation you find, might then become two different customer segments for you to focus on.
• Stay updated on the latest career trends with our LinkedIn newsletter, Career Chat!
• Customer data analysis, as part of a broader customer behavior analysis strategy, can provide a comprehensive view of your customer base, revealing insights at both an aggregate and individual level.
• The fact that the tool is easy to use and intuitive has been key, as it’s enabled us to roll out quickly across the teams— with GfK on hand to provide training support where it was needed.”
• A travel agency offers adventure trips like hut-to-hut camping in the mountains as well as quieter vacations in all-inclusive resorts.

This content has been made available for informational purposes only. Stay updated on the latest career trends with our LinkedIn newsletter, Career Chat! Market segmentation can build brand awareness and authority in your niche. For example, if your product is expensive and designed for business users, you may not want to invest your budget in social media channels that appeal to teenagers. With real, actionable insights, you can focus your efforts on product differentiation, adjusting your products, services, or content to customers' needs.

⃣ Keep the Model Simple

HubSpot offers the ability to segment your customers with static and active contact lists. Once you’ve updated your customer segmentation, it’s important to put those updates into action. Customer segmentation is only useful if it’s used consistently. Because these shifts impact transportation and development, they can create other changes in customer needs. For example, over 817,669 people moved away from California in 2022, and almost 75,423 left in 2023. Then, compare how well those segments are doing compared to your overall business performance.

This method is especially helpful for lifecycle marketers. Each dimension gets a score (often 1–5), and the composite creates segments. The advantage you get with this method is that it’s intuitive.

For example, a focus on chief financial officers can help create new product collateral, website messaging and email newsletters specifically tailored to that role. In horizontal segmentation, companies focus on one job title across a range of industries and organizations. This approach lets companies offer services that are fine-tuned to particular industries. In vertical segmentation, companies select certain industries or job titles that would most likely find their products appealing and then focus marketing efforts on those segments. In business-to-customer (B2C) marketing, companies are concerned with particular customers' profiles, attitudes and lifestyles.

However, analogous product adoption and growth rates can provide the analyst with benchmark estimates and can be used to cross-validate other methods that might be used to forecast sales or market size. A basic approach is to first assess the size of the broad population, then estimate the percentage likely to use the product or service, and finally estimate the revenue potential. Perhaps the most important marketing decision a firm makes is the selection of one or more market segments on which to focus. One American study, for example, suggested that almost 60 percent of senior executives had used market segmentation in the past two years. Despite its limitations, market segmentation remains one of the enduring concepts in marketing and continues to be widely used in practice.