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Customer Journey Analytics
Customer Journey Analytics is the discipline of collecting, integrating, and analyzing data from every customer interaction across channels and touchpoints to understand...
- Analyze the customer journey landscape to identify critical...
- Design a data collection strategy from multiple sources to c...
- +6 more outcomes
Cohort and Retention Analysis
Cohort and retention analysis is a quantitative methodology for studying how groups of users — defined by a shared event or time period — behave over time.
- Define cohort types and explain the role of retention analys...
- Calculate retention, churn, and cohort curves from user acti...
- +6 more outcomes
SQL for Marketers
SQL, or Structured Query Language, is the standard programming language used to communicate with relational databases, allowing users to retrieve, filter, aggregate, and...
- Apply SQL SELECT, FROM, WHERE to extract relevant marketing...
- Use GROUP BY to aggregate campaign performance metrics by ch...
- +6 more outcomes
Marketing Budget Allocation
Marketing budget allocation is the strategic process of distributing a company's marketing resources across channels, campaigns, and time periods to achieve specific busi...
- Analyze the fundamental elements of a marketing budget to es...
- Design a budget alignment framework that links marketing spe...
- +6 more outcomes
How Ad Auctions Work
Ad auctions are the underlying mechanisms that determine which advertisement appears in front of a user, at what position, and at what cost.
- Analyze the ad auction ecosystem to identify the roles of ad...
- Compare first-price and second-price auction mechanisms to d...
- +6 more outcomes
Marketing Forecasting and Pacing
Marketing forecasting is the systematic process of estimating future marketing outcomes—such as sales, leads, or engagement—based on historical data, market trends, and s...
- Analyze foundational principles of marketing forecasting to...
- Design a data collection and preparation strategy that ensur...
- +6 more outcomes
Campaign Budget Scaling Strategies
Campaign budget scaling strategies refer to the systematic process of increasing advertising spend across digital channels while maintaining or improving performance effi...
- Analyze budgeting fundamentals to establish a scalable cost...
- Evaluate performance metrics to identify scaling thresholds...
- +6 more outcomes
Discount and Promotion Economics
Discount and Promotion Economics is a specialized field that examines how temporary price reductions, coupons, and promotional offers influence consumer behavior, market...
- Analyze the foundational economic principles that drive disc...
- Design price discrimination strategies that segment customer...
- +6 more outcomes
Brand Architecture and Portfolio Strategy
Brand architecture is the structural system that organizes a company's brand portfolio, defining the relationships between corporate, sub-brands, and product brands.
- Analyze foundational principles of brand architecture to ali...
- Compare and contrast brand architecture models to select the...
- +6 more outcomes
Share of Voice Strategy
Share of voice (SOV) is a metric that measures a brand's share of total advertising impressions, mentions, or visibility within a specific market or media channel relativ...
- Define share of voice and articulate its strategic importanc...
- Measure share of voice across paid, owned, and earned media...
- +6 more outcomes
Behavioral Economics in Marketing
Behavioral economics in marketing is the study of how psychological, social, and emotional factors influence consumer decisions, often leading to systematic deviations fr...
- Apply prospect theory to design marketing messages that fram...
- Evaluate the impact of anchoring on price perception and imp...
- +6 more outcomes
Persuasion Principles in Marketing
Persuasion principles in marketing refer to the psychological mechanisms that influence people's attitudes, decisions, and behaviors in commercial contexts.
- Analyze the psychological foundations of persuasion to ident...
- Apply the principle of reciprocity to design marketing campa...
- +6 more outcomes
Full-Funnel Marketing Strategy
Full-funnel marketing strategy is a holistic approach that manages the entire customer lifecycle, from initial brand awareness through consideration, conversion, and post...
- Design a full-funnel marketing framework that aligns awarene...
- Map the customer journey across all touchpoints to identify...
- +6 more outcomes
Customer Segmentation Strategy
Customer segmentation strategy is the systematic process of dividing a heterogeneous customer base into distinct, homogeneous groups that share similar characteristics, b...
- Define customer segmentation and articulate its strategic be...
- Evaluate various data sources and management practices to en...
- +6 more outcomes
Value Proposition Design
Value Proposition Design is a strategic methodology for creating products and services that customers genuinely want by systematically understanding their needs, pains, a...
- Analyze customer segments to identify distinct jobs, pains,...
- Design a Value Map that lists products and services, pain re...
- +6 more outcomes