Analytical CRM

Knowledge Center


Capturing, analyzing and applying the knowledge about customers and ways to approach them, typically using databases, statistical tools, data mining, machine learning, business intelligence and reporting methodologies. Explanation of Analytical CRM.


  1. Summary
  2. Forum
  3. Best Practices
  4. Expert Tips
  5. Resources
  6. Print

What is Analytical CRM? Description

Analytical CRM is the part of Customer Relationship Management that aims at storing, analyzing and applying the knowledge about customers and about ways to approach customers, typically using databases, statistical tools, data mining, machine learning, Business Intelligence and reporting methodologies.

Customer knowledge consists out of:

  • Basic personal data such as: customer name, company name, business unit, business department, address, email, phone, fax, gender, nationality, etc
  • More sophisticated client knowledge such as:
    • Client value (annual revenue, profitability)
    • Transactions (product description, revenue, profit, payment method, payment behavior)
    • Internet communication (IP-address, entry page, click stream, visit length)
    • Telephone communication (call center report data, sales calls)
    • Other communications (mailings, response)
    • Customer satisfaction (with product, service, company)

This client information can be captured from the processes (sales, services, finance, marketing) and channels (Multi Channel Marketing) of the organization. Certain data can also be acquired from external sources, such as market research data or address databases. It is often advisable to store all client data centrally for the organization to avoid 'multiple versions of the truth'. Client data should be actual, complete, correct, unique (each client should be in the database only 1 time) and accessible for those who need it when they need it. This is true a fortiori for companies with a strategic Customer Relationship Management philosophy.

Analytical CRM exampleUsage of Analytical CRM. Applications

  • Optimize marketing effectiveness.
  • Customer acquisition, cross-selling, up-selling, retention, etc.
  • Analysis of customer behavior to aid product and service decision making (e.g. pricing, new product development). Compare: Quality Function Deployment.
  • Management decisions, e.g. financial forecasting and customer profitability analysis.
  • Prediction of the probability of customer defection (churn).

Steps in Analytical CRM. Process

After the client data is collected and stored, the actual analysis can take place. The analysis process is roughly made of the following steps:

  1. Problem formulation. What do we want to know. Is answering the question relevant and possible (technically, financially and organizationally). Typical a CRM analysis question is about:
    • Segmentation of clients
    • Acquisition analysis (what is the quality of various lists or databases)
    • Relation analysis (expected retention, opportunities for cross-selling, deep-selling, up-selling)
    • Channel or approach analysis (which channel or approach gives the best results)
  2. Preparation (random sample survey, relevant variables, cases, spread in scores, prepare definitive dataset)
  3. Definitive analysis, using:
  4. Visualizing the results in such a way that it is understandable for the users.

Strengths of Analytical CRM. Benefits

  • Can help to find and explore useful knowledge in large customer databases.
  • Classify customers, predict customer behavior, select market approach or channel.

Limitations of Analytical CRM. Disadvantages

  • Certain Analytical CRM techniques can be complex to understand.
  • Still in early stage of usage. .

Analytical CRM Forum
  What is Analytical Marketing? Explanation
I am looking for the most applicable explanation o...
  Customer Classification Model
Dear all, I'm looking for a method to clasify our ...
  Marketing of Green Mobility Products
I would like some help regarding the marketing and...
  CRM in Pay TV Industry
Can anyone help me about implementation of Analyti...
  Customized Development or Vanilla Implementation of Analytical CRM
I think a company will have an competitive edge if...
  Project Using Analytical CRM
Hello everyone. I am eager to develop a project ap...

Analytical CRM Special Interest Group

Special Interest Group

Analytical CRM Education & Events

Find Trainings, Seminars and Events

Best Practices - Analytical CRM Premium

Expert Tips - Analytical CRM Premium

Customer Behavior Modeling

Customer behavior modeling is an important part of...
Usage (application): Tracking and Modeling Customer Behavior Patterns

Customer Relationship TYPES

Next time you're using the term "CRM", remember th...
Usage (application): CRM, Relation Marketing, Branding

3 Steps in Solving Problems with Data Credibility

The problem of data credibility
Data c...
Usage (application): Improving Data Reliablility, IT, Business Intelligence

Online versus Traditional Research

- Online research is inexp...
Usage (application): Advantages and Disadvantages

Measuring the True Effectiveness of Advertising

Large firms are spreading their sometimes immense ...
Usage (application): Advertising Effectiveness

Common Pitfalls of Analytical CRM

Snyder and Davidson ('In trouble?', Conspectus - T...
Usage (application): Implementing Analytical CRM

Resources - Analytical CRM Premium

The Costs of DISsatisfied Customers

This presentation is about the costs of dissatisfi...
Usage (application): Customer Satisfaction

Customer Lifetime Value

In this study Bas Donkers, Peter C. Verhoef, and M...
Usage (application): Predicting CLV, Database Marketing, Interactive Marketing, Forecasting

Customer Profitability Model

In this paper, P.B. Seetharaman and Qin Zhang prop...
Usage (application): How much is a Customer Worth?

Analytical CRM

Presentation about Analytical CRM and Mass Customi...
Usage (application): Customer Satisfactoin, Analytical CRM

Using Big Data for Competitive Advantage

Presentation about unstructured consumer informati...
Usage (application): Customer Analysis, Data Management

Analytical CRM Diagram

Download and edit this 12manage PowerPoint graphic...
Usage (application): Analytical CRM

News about Analytical Crm


News about Marketing Intelligence


Videos about Analytical Crm


Videos about Marketing Intelligence


Presentations about Analytical Crm


Presentations about Marketing Intelligence


Books about Analytical Crm


Books about Marketing Intelligence


More about Analytical Crm


More about Marketing Intelligence


Compare with Analytical CRM: Customer Relationship Management  |  Regression Analysis  |  Dynamic Regression  |  Exploratory Factor Analysis  |  Exponential Smoothing  |  ARIMA  |  Multi Channel Marketing  |  Business Intelligence  |  Operational CRM

Return to Management Hub: Marketing

More Management Methods, Models and Theory

Special Interest Group Leader

You here

About 12manage | Advertising | Link to us | Privacy | Terms of Service
Copyright 2017 12manage - The Executive Fast Track. V14.1 - Last updated: 22-11-2017. All names tm by their owners.