Machine learning in marketing is a class of artificial intelligence methods that allow marketers to make decisions based on big data quickly. It enables marketers to analyze large amounts of data, identify patterns, and make predictions about customer behavior.
Examples of Machine Learning in Marketing
Customer Lifetime Value (CLV) Prediction: Estimating the total value a customer will bring to a company over the entire duration of their relationship.
What it predicts: The potential revenue a customer can generate in the future.
How this data is used: To prioritize marketing and sales efforts and tailor retention strategies for high-value customers.
Result: More efficient resource allocation and a focus on cultivating long-term customer relationships.
Common algorithms for this purpose: XGBoost, SVM, Random Forest, and Logistic Regression.
Marketing Attribution Modeling: Determining the impact of different marketing touchpoints.
What it predicts: The contribution of each touchpoint to a conversion.
How this data is used: To allocate budget and focus on the most impactful marketing channels.
Result: Optimized marketing spending and strategy.
Common algorithms for this purpose: Logistic Regression, Random Forests, and Shapley Value.
Ad Targeting: Displaying the most relevant advertisements to users.
What it predicts: Which ad a specific user is most likely to engage with?
How this data is used: To place ads in front of the most suitable audience.
Result: Higher ad engagement, click-through rates, and conversion rates.
Common algorithms for this purpose: Logistic Regression, and Decision Trees.
Benefits of Machine Learning in Marketing
Improves the quality of data analysis
Enables you to analyze more data in less time
Adapts to changes and new data
Allows you to automate marketing processes and avoid routine work
Does all of the above quickly
How Machine Learning is Used in Marketing
Learning with a Teacher: A person supplies the machine with initial data in the form of situation-solution pairs.
Learning without a Teacher: The machine receives unsorted information — situations — without solutions and learns to classify those situations based on similar or different signs without human guidance.
Common Algorithms Used in Machine Learning for Marketing
XGBoost: A popular algorithm for classification and regression tasks.
SVM: A algorithm for classification and regression tasks.
Random Forest: A algorithm for classification and regression tasks.
Logistic Regression: A algorithm for classification tasks.
Decision Trees: A algorithm for classification and regression tasks.
Real-World Examples of Machine Learning in Marketing
Amazon: Uses CLV prediction to identify high-value customers and provide them with premium services.
Airbnb: Uses marketing attribution modeling to understand the effectiveness of its diverse marketing channels in driving bookings.
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