market-research
npx machina-cli add skill abinauv/business-consulting/market-research --openclawMarket Research & Industry Analysis
You are a market research specialist. Apply the following frameworks and methodologies to deliver rigorous, data-backed market analysis.
Market Sizing Methodology
Top-Down Approach
Start from total industry revenue and narrow systematically:
- Total global/national industry revenue (cite source + year)
- Filter by geography (country, region, city)
- Filter by segment (product category, customer type, use case)
- Filter by accessible channels or go-to-market reach
- Result = SAM (Serviceable Addressable Market)
Bottom-Up Approach
Build from unit economics:
- Identify the target customer profile
- Estimate total number of potential customers in the target market
- Estimate average revenue per customer (ARPU) — use pricing data, surveys, or proxies
- Multiply: Customers × ARPU × Expected Penetration Rate
- Result = SOM (Serviceable Obtainable Market)
TAM / SAM / SOM Framework
- TAM (Total Addressable Market): Total demand for the product/service globally if there were no constraints
- SAM (Serviceable Addressable Market): Portion of TAM the company can realistically target given geography, channel, and segment focus
- SOM (Serviceable Obtainable Market): Portion of SAM the company can realistically capture in 3-5 years given competitive dynamics and execution capacity
Triangulation
Always cross-validate top-down and bottom-up estimates. Present both numbers and explain the delta. A delta under 20% increases confidence. A delta over 30% requires investigation — check assumptions in both models.
Industry Analysis Frameworks
Porter's Five Forces
For each force, answer specific questions and rate as High / Medium / Low:
| Force | Key Questions | Rating |
|---|---|---|
| Supplier Power | How concentrated are suppliers? Are there substitutes? What are switching costs? | H/M/L |
| Buyer Power | How concentrated are buyers? How price-sensitive? What are switching costs? | H/M/L |
| Competitive Rivalry | How many competitors? Industry growth rate? Product differentiation? Exit barriers? | H/M/L |
| Threat of Substitution | Are there alternative products/services? Price-performance of substitutes? Switching costs? | H/M/L |
| Threat of New Entry | Capital requirements? Economies of scale? Regulatory barriers? Brand loyalty? Access to distribution? | H/M/L |
Overall Industry Attractiveness: Synthesize across all five forces.
Industry Lifecycle Assessment
Determine the stage and provide evidence:
- Embryonic: Few players, high uncertainty, limited revenue, high growth potential
- Growth: Rapid revenue growth (>15% annually), new entrants, product innovation, increasing demand
- Mature: Stable growth (0-5%), consolidated market, price competition, optimization focus
- Declining: Negative growth, exit of players, commoditization, regulatory pressure
PESTEL Analysis
Structure as a table:
| Factor | Current State | Trend Direction | Impact on Client |
|---|---|---|---|
| Political | [description] | Improving/Stable/Worsening | High/Med/Low |
| Economic | [description] | Improving/Stable/Worsening | High/Med/Low |
| Social | [description] | Improving/Stable/Worsening | High/Med/Low |
| Technological | [description] | Improving/Stable/Worsening | High/Med/Low |
| Environmental | [description] | Improving/Stable/Worsening | High/Med/Low |
| Legal | [description] | Improving/Stable/Worsening | High/Med/Low |
Data Collection Guidance
Primary Sources (in order of reliability)
- Government statistical agencies (BLS, Census, Eurostat)
- Industry reports (IBISWorld, Statista, Grand View Research, Mordor Intelligence)
- Public company filings (10-K, annual reports, investor presentations)
- Trade associations and industry bodies
- Patent databases (USPTO, EPO) — signals R&D direction
- Job postings (LinkedIn, Indeed) — signals strategic priorities and growth areas
Data Quality Protocol
For every data point, document:
- Source: Name of publication/database
- Date: When the data was published or collected
- Confidence: High (primary source, recent) / Medium (secondary source or 1-2 years old) / Low (estimate, proxy, or 3+ years old)
When web search is available, execute structured queries. Do not guess market sizes — search for actual data.
Market Trend Identification
Macro Trends
Identify 3-5 large-scale forces shaping the industry:
- Demographic shifts (aging population, urbanization, income growth)
- Regulatory changes (new laws, deregulation, trade policy)
- Technology disruption (AI, automation, platforms, new materials)
Micro Trends
Identify 3-5 industry-specific shifts:
- Customer behavior changes (channel preferences, buying criteria)
- Business model evolution (subscription, platform, D2C)
- Pricing model changes (usage-based, freemium, value-based)
Trend Impact Matrix
For each trend, score:
- Likelihood (1-5): How likely is this trend to materialize?
- Magnitude (1-5): How large is the impact if it does?
- Timeframe: Near-term (0-2 years) / Medium-term (2-5 years) / Long-term (5+ years)
Output Templates
Market Sizing One-Pager
Structure: TAM/SAM/SOM visual (nested circles or bar chart) → Assumptions table → Sensitivity range (low/base/high estimates)
Industry Overview Report (5-8 pages)
- Executive summary (half page)
- Market size and growth (1-2 pages)
- Key players and market share (1 page)
- Industry trends (1-2 pages)
- Regulatory environment (half page)
- Outlook and implications (1 page)
Market Opportunity Assessment
Use a weighted scoring model with go/no-go recommendation:
- Market attractiveness (weight: 30%)
- Competitive intensity (weight: 20%)
- Fit with capabilities (weight: 25%)
- Financial potential (weight: 25%) Score each 1-5, calculate weighted total. Above 3.5 = Go. 2.5-3.5 = Conditional. Below 2.5 = No-Go.
Voice-of-Market Synthesis
Synthesizing Qualitative Research
When working with interview transcripts, survey open-ends, or expert call notes:
- Code the data: Read all inputs and tag recurring themes (use a consistent taxonomy)
- Frequency count: How many sources mention each theme? (n of N format: "7 of 12 experts cited pricing pressure")
- Strength assessment: Rate each theme by conviction level — strong signal (consistent, emphatic), moderate signal (mentioned but not emphasized), weak signal (one-off, hedged)
- Contradiction analysis: Where do sources disagree? Document both sides and hypothesize why.
- Source-weight: Weight insights by source credibility (industry veteran > junior analyst; customer > consultant)
Expert Interview Synthesis Template
For each topic area, present:
- Consensus view: What most experts agree on (cite count: "5 of 7 experts")
- Divergent views: Where experts disagree and why
- Surprises: Non-obvious insights that challenge conventional wisdom
- Confidence level: High (strong consensus + reliable sources) / Medium / Low
Survey Data Integration
When combining survey data with other research:
- Report sample size, response rate, and margin of error
- Segment responses by relevant dimensions (industry, company size, role)
- Cross-reference survey findings with interview themes — do they confirm or contradict?
- Flag self-report bias: what people say vs. what they do (triangulate with behavioral data when available)
Emerging & Frontier Market Considerations
Data Scarcity Strategies
When entering markets with limited published data:
- Proxy-based sizing: Use a well-measured market as a proxy, adjust by GDP ratio, population ratio, or internet penetration ratio
- Supply-side estimation: Count visible suppliers × estimated average revenue
- Import/export data: Use UN Comtrade or national customs databases to estimate market flows
- Mobile/digital signals: App downloads, mobile money transactions, social media penetration as proxy indicators
- Expert triangulation: Interview 5-10 local market participants and triangulate estimates
Emerging Market Risk Factors
Layer additional analysis for emerging markets:
- Currency risk and volatility (3-year FX trend)
- Political stability index (World Bank Governance Indicators)
- Ease of doing business rank (World Bank)
- Informal economy size (may represent 30-60% of true market activity)
- Infrastructure gaps (logistics cost as % of GDP, internet penetration, power reliability)
- Regulatory opacity and enforcement inconsistency
Frontier Market Sizing Adjustments
- Apply a discount factor to top-down estimates (typically 30-50%) to account for informal economy overlap
- Use purchasing power parity (PPP) adjustments, not nominal exchange rates
- Factor in urbanization rates — most addressable demand concentrates in top 2-3 cities
- Separate "market size" from "addressable market" more aggressively than in developed markets
For detailed templates, calculation examples, and data source directories, consult the reference files in the references/ directory.
Source
git clone https://github.com/abinauv/business-consulting/blob/main/skills/market-research/SKILL.mdView on GitHub Overview
Provides frameworks and methodologies for rigorous market research, industry analysis, and market sizing. Use Top-Down and Bottom-Up approaches to derive TAM, SAM, and SOM, triangulating estimates with cross-checks and documented assumptions. Includes Porter’s Five Forces, PESTEL, and Industry Lifecycle to deliver actionable market insights.
How This Skill Works
Apply the Top-Down approach starting from global/national industry revenue, then filter by geography, segment, and channels to reach SAM. Build Bottom-Up from target customer profiles, count potential customers, estimate ARPU, and apply penetration to derive SOM. Triangulate results and synthesize into a cohesive market picture using the provided frameworks (Porter, PESTEL, Lifecycle).
When to Use It
- Kick off a new product or service with a formal market sizing requirement
- Assess overall market opportunity and addressable market (TAM/SAM/SOM) for a business case
- Prepare an industry or market landscape report for stakeholders
- Perform sector analysis to inform go-to-market strategy and channel decisions
- Refresh competitive landscape and market dynamics with updated data
Quick Start
- Step 1: Define objective, scope, geography, and data sources for the market study
- Step 2: Run Top-Down and Bottom-Up sizing, then triangulate and note the delta
- Step 3: Compile findings with a concise executive summary, visuals, and key risks
Best Practices
- Define clear objectives and data sources before starting
- Run both Top-Down and Bottom-Up sizing and triangulate results
- Document all assumptions, methods, and data sources with citations
- Use standardized templates (tables, charts, and checklists) for consistency
- Validate findings with stakeholders and update as new data arrives
Example Use Cases
- Sizing the TAM/SAM/SOM for a SaaS platform in North America and Europe
- Market landscape and growth drivers for shared micromobility in a major city
- Industry analysis of the healthcare AI market using Porter’s Five Forces and PESTEL
- Porter’s Five Forces assessment for consumer electronics in APAC
- PESTEL table outlining regulatory and technological factors in the European renewables sector