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Documentation

Guides, methodology, and reference.

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Getting Started

  • Getting Started

How It Works

  • Company Vectors
  • News Impact Scores
  • Reading Your Results

Clusters & Dimensions

  • Macro Sensitivity
  • Sector Rotation
  • Business Model
  • Financial Structure
  • Growth Profile
  • Valuation & Positioning
  • Geography & Trade
  • Supply Chain Exposure
  • Market Behaviour

API Reference

  • API Keys
  • Screenings API
  • News Impact API

Core Concepts

  • Company Sensitivity Vectors
  • News Impact Scoring

Core Features

  • Daily Narrative
  • Alerts & Notifications

Integrations

  • Using the Swingtrader MCP Server

Research

  • Article Search

Screener

  • Stock Screener Overview

Reading mode

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Clusters & Dimensions

Financial Structure

The balance sheet and cash flow characteristics that determine how resilient a company is to financial stress.

The Financial Structure cluster looks at the quality and safety of a company's balance sheet and cash flows. It answers the question: how much financial cushion does this company have, and how good is the underlying quality of its earnings?

Debt Burden

Total debt divided by EBITDA — the most common measure of leverage. A ratio above 4x is generally considered high; below 2x is considered conservative. Highly leveraged companies are more vulnerable to rate increases, credit tightening, and revenue downturns because they have less flexibility.

Higher score = worse.

Floating Rate Debt Ratio

The proportion of a company's debt that carries a variable interest rate, proxied by short-term debt as a share of total debt. When rates rise, variable-rate borrowers immediately face higher interest expense. Companies with mostly fixed-rate, long-maturity debt are insulated until they need to refinance.

Higher score = worse when rates are rising.

Near-Term Debt Maturity

How much of the company's debt needs to be refinanced in the near term. Companies with large near-term maturities must go back to the debt market at prevailing rates, which can be painful in a high-rate or tight-credit environment. This is proxied by short-term debt as a share of total debt.

Higher score = worse when credit conditions are unfavourable.

Financial Health

A composite score combining the current ratio (current assets divided by current liabilities, measuring short-term liquidity) and the interest coverage ratio (EBITDA divided by interest expense, measuring the ability to service debt). A company with a current ratio above 2 and interest coverage above 10 is in robust financial health.

Higher score = better.

Earnings Quality

Free cash flow divided by net income. A ratio consistently near or above 1.0 means the company is converting its reported earnings into real cash — the profit is not just an accounting artefact. A ratio well below 1.0 may indicate aggressive revenue recognition, large non-cash charges being added back, or heavy working capital consumption.

Higher score = better.

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