Get the FREE Ultimate OpenClaw Setup Guide →

market-research

npx machina-cli add skill abinauv/business-consulting/market-research --openclaw
Files (1)
SKILL.md
9.5 KB

Market 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:

  1. Total global/national industry revenue (cite source + year)
  2. Filter by geography (country, region, city)
  3. Filter by segment (product category, customer type, use case)
  4. Filter by accessible channels or go-to-market reach
  5. Result = SAM (Serviceable Addressable Market)

Bottom-Up Approach

Build from unit economics:

  1. Identify the target customer profile
  2. Estimate total number of potential customers in the target market
  3. Estimate average revenue per customer (ARPU) — use pricing data, surveys, or proxies
  4. Multiply: Customers × ARPU × Expected Penetration Rate
  5. 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:

ForceKey QuestionsRating
Supplier PowerHow concentrated are suppliers? Are there substitutes? What are switching costs?H/M/L
Buyer PowerHow concentrated are buyers? How price-sensitive? What are switching costs?H/M/L
Competitive RivalryHow many competitors? Industry growth rate? Product differentiation? Exit barriers?H/M/L
Threat of SubstitutionAre there alternative products/services? Price-performance of substitutes? Switching costs?H/M/L
Threat of New EntryCapital 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:

FactorCurrent StateTrend DirectionImpact on Client
Political[description]Improving/Stable/WorseningHigh/Med/Low
Economic[description]Improving/Stable/WorseningHigh/Med/Low
Social[description]Improving/Stable/WorseningHigh/Med/Low
Technological[description]Improving/Stable/WorseningHigh/Med/Low
Environmental[description]Improving/Stable/WorseningHigh/Med/Low
Legal[description]Improving/Stable/WorseningHigh/Med/Low

Data Collection Guidance

Primary Sources (in order of reliability)

  1. Government statistical agencies (BLS, Census, Eurostat)
  2. Industry reports (IBISWorld, Statista, Grand View Research, Mordor Intelligence)
  3. Public company filings (10-K, annual reports, investor presentations)
  4. Trade associations and industry bodies
  5. Patent databases (USPTO, EPO) — signals R&D direction
  6. 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)

  1. Executive summary (half page)
  2. Market size and growth (1-2 pages)
  3. Key players and market share (1 page)
  4. Industry trends (1-2 pages)
  5. Regulatory environment (half page)
  6. 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:

  1. Code the data: Read all inputs and tag recurring themes (use a consistent taxonomy)
  2. Frequency count: How many sources mention each theme? (n of N format: "7 of 12 experts cited pricing pressure")
  3. Strength assessment: Rate each theme by conviction level — strong signal (consistent, emphatic), moderate signal (mentioned but not emphasized), weak signal (one-off, hedged)
  4. Contradiction analysis: Where do sources disagree? Document both sides and hypothesize why.
  5. 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

  1. Step 1: Define objective, scope, geography, and data sources for the market study
  2. Step 2: Run Top-Down and Bottom-Up sizing, then triangulate and note the delta
  3. 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

Frequently Asked Questions

Add this skill to your agents
Sponsor this space

Reach thousands of developers