trend-modeling_skill

Overview

This skill applies three-valued logic (INC/DEC/CONST) to model trends when numeric data is limited or unreliable. It produces consistent scenario sets, transitional graphs, and terminal-state analyses to inform strategic choices under uncertainty. The approach emphasizes directional relationships and trade-offs rather than precise forecasts.

How this skill works

You identify a small set of market variables, encode pairwise correlations as directional rules (positive → same trend, negative → opposite trend), and derive consistent assignments of INC/DEC/CONST that satisfy all rules. The skill enumerates scenarios, marks terminal equilibria, and generates transitional graphs showing plausible paths between states. Outputs prioritize clarity: relationship matrices, scenario tables, terminal analysis, and recommended trade-offs.

When to use it

• Early-stage market research with sparse quantitative data
• Quick directional insight for product strategy or market entry
• Scenario planning when relationships are qualitative or contested
• Exploring systemic transitions and identifying stable end-states
• Prioritizing strategic trade-offs across competing objectives

Best practices

• Start with 4–6 key variables to keep the model tractable
• Explicitly document assumed positive/negative correlations and confidence
• Validate relationship signs with at least one domain expert or source
• Iterate: refine variables and correlations as new signals arrive
• Focus analysis on transition pathways and terminal scenarios, not single-point forecasts

Example use cases

• New market entry: map market growth, competition, entry barriers, and awareness to see likely equilibria
• Product roadmap: assess how innovation rate, price pressure, and adoption dynamics interact under scarce data
• Competitive intelligence: infer competitor intensity and market saturation from directional indicators
• Regulatory shock planning: model how regulatory burden changes propagate through price and adoption
• Portfolio trade-offs: identify which terminal scenarios favor speed-to-market versus margin preservation