15 Essential Data Analysis Models for Market Professionals

Model 1: PEST Analysis

PEST analysis is a scientific macro‑environment analysis method that examines Political, Economic, Social and Technological factors affecting a company. Advantages: 1) Provides a comprehensive external view for strategic decisions; 2) Helps identify industry development potential; 3) Enables timely response to external changes. Disadvantages: 1) Many influencing factors; 2) Decision‑making must consider numerous variables.

Model 2: McKinsey 7S Model

The 7S model stresses that Structure, Systems and Strategy are the "hard" elements of success, while Style, Staff, Skills and Shared Values are the "soft" elements. Only when the seven factors are well coordinated can an enterprise succeed.

Model 3: Business Model Canvas

Proposed by Alexander Osterwalder and Yves Pigneur, the canvas visualises a business model with nine building blocks covering customers, value proposition, channels, relationships, revenue streams, key resources, activities, partners and cost structure. It is used to design, discuss and analyse new strategic alternatives.

Model 4: KANO Model

Developed by Professor Noriaki Kano, the model classifies product features into five categories: Attractive, One‑dimensional, Must‑be, Indifferent, and Reverse, based on how they affect customer satisfaction.

Model 5: Porter Five Forces

Michael Porter’s framework evaluates five forces—Supplier bargaining power, Buyer bargaining power, Threat of new entrants, Threat of substitutes, and Industry rivalry—to assess competitive intensity and profitability.

Model 6: SCQA Structured Expression

SCQA (Situation, Complication, Question, Answer) is a communication tool from the Pyramid Principle. Variants such as SCA, ASC, CSA and ASCA adapt the order of the four elements for different contexts.

Model 7: Normal Distribution & Power‑Law Distribution

Normal distribution (Gaussian) is a symmetric bell‑shaped curve important in many scientific fields. Power‑law distribution describes phenomena where a small proportion accounts for a large share (e.g., 20% of people hold 80% of wealth). Understanding both helps interpret business patterns.

Model 8: Balanced Scorecard (BSC)

BSC translates strategy into measurable objectives across four perspectives: Financial, Customer, Internal Processes, and Learning & Growth, balancing short‑term and long‑term goals.

Model 9: 6W2H Analysis

Also called the eight‑question method, it examines What, Why, Who, When, Where, How, How much, and Which to structure problem analysis, decision‑making and planning.

Model 10: TTPPRC Business Model

The six‑step model includes Trend, Traffic, Package, Product, Revisit, and Cost, emphasizing the inter‑dependence of each element in driving growth and profitability.

Model 11: MECE Analysis

MECE (Mutually Exclusive, Collectively Exhaustive) helps analysts identify all relevant factors and solutions, following the steps: collect information → describe findings → draw conclusions → propose solutions.

Model 12: BCG Matrix (3‑4 Rule)

The Boston Consulting Group matrix classifies market participants as Leaders (≥15% share), Challengers (5‑15%), and Survivors (<5%). Leaders rarely exceed three firms, and the largest leader’s share is at most four times the smallest.

Model 13: RFM Model

RFM evaluates customers by Recency, Frequency and Monetary value, segmenting them into important, regular, and lost categories to guide targeted marketing.

Model 14: SWOT Analysis

SWOT examines internal Strengths and Weaknesses and external Opportunities and Threats, arranging them in a matrix to derive strategic conclusions.

Model 15: Fishbone Diagram

Also known as Ishikawa or cause‑and‑effect diagram, it identifies root causes of problems. Variants include problem‑type, cause‑type and solution‑type fishbones.

Model 16: 3C Strategic Triangle

Proposed by Kenichi Ohmae, the 3C model stresses that Company, Customers and Competitors are the three critical factors for any strategic decision.